2020-10-17 17:55:20,508 - 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: 0.7.0+0fa23c3 ------------------------------------------------------------ 2020-10-17 17:55:20,509 - mmaction - INFO - Distributed training: True 2020-10-17 17:55:20,509 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/omniconf/ggig/tsn_8seg_ggig.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' ggig_root = 'omnisource/' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_ggig = 'data/omnisource/ggig_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_ggig_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_ggig, data_prefix=ggig_root, pipeline=train_ggig_pipeline, num_classes=200, sample_by_class=True, power=0.5)], 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=0.00375, 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_ggig' load_from = None resume_from = None workflow = [('train', 5)] 2020-10-17 17:55:23,053 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-10-17 17:55:50,992 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-206, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/tsn_8seg_ggig 2020-10-17 17:55:50,993 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-10-17 17:58:58,432 - mmaction - INFO - Epoch [1][20/792] lr: 3.750e-03, eta: 15:35:45, time: 0.709, data_time: 0.000, memory: 8335, top1_acc: 0.0135, top5_acc: 0.0521, loss_cls: 5.2755, loss: 5.2755, grad_norm: 2.2348, top1_acc/aux0: 0.0288, top5_acc/aux0: 0.0917, loss_cls/aux0: 5.1861, loss/aux0: 5.1861 2020-10-17 17:58:58,907 - mmaction - INFO - Epoch [1][20/792] lr: 3.750e-03, eta: 1 day, 7:21:44, time: 0.717, data_time: 0.009, memory: 8335, top1_acc: 0.0135, top5_acc: 0.0521, loss_cls: 5.2755, loss: 5.2755, grad_norm: 2.2327, top1_acc/aux0: 0.0307, top5_acc/aux0: 0.0968, loss_cls/aux0: 5.1749, loss/aux0: 5.1749 2020-10-17 17:59:24,114 - mmaction - INFO - Epoch [1][40/792] lr: 3.750e-03, eta: 22:43:06, time: 0.640, data_time: 0.132, memory: 8335, top1_acc: 0.0677, top5_acc: 0.1880, loss_cls: 4.9623, loss: 4.9623, grad_norm: 2.4040, top1_acc/aux0: 0.1494, top5_acc/aux0: 0.3334, loss_cls/aux0: 4.6255, loss/aux0: 4.6255 2020-10-17 17:59:25,789 - mmaction - INFO - Epoch [1][40/792] lr: 3.750e-03, eta: 1 day, 6:28:03, time: 0.705, data_time: 0.197, memory: 8335, top1_acc: 0.0677, top5_acc: 0.1880, loss_cls: 4.9623, loss: 4.9623, grad_norm: 2.4073, top1_acc/aux0: 0.1587, top5_acc/aux0: 0.3469, loss_cls/aux0: 4.5856, loss/aux0: 4.5856 2020-10-17 17:59:50,878 - mmaction - INFO - Epoch [1][60/792] lr: 3.750e-03, eta: 1 day, 1:24:44, time: 0.697, data_time: 0.188, memory: 8335, top1_acc: 0.1141, top5_acc: 0.2995, loss_cls: 4.5110, loss: 4.5110, grad_norm: 2.4782, top1_acc/aux0: 0.2565, top5_acc/aux0: 0.5145, loss_cls/aux0: 3.8879, loss/aux0: 3.8879 2020-10-17 17:59:52,044 - mmaction - INFO - Epoch [1][60/792] lr: 3.750e-03, eta: 1 day, 6:12:44, time: 0.655, data_time: 0.114, memory: 8335, top1_acc: 0.1141, top5_acc: 0.2995, loss_cls: 4.5110, loss: 4.5110, grad_norm: 2.4780, top1_acc/aux0: 0.2589, top5_acc/aux0: 0.5203, loss_cls/aux0: 3.8585, loss/aux0: 3.8585 2020-10-17 18:00:18,742 - mmaction - INFO - Epoch [1][80/792] lr: 3.750e-03, eta: 1 day, 1:22:11, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.1776, top5_acc: 0.4109, loss_cls: 4.0465, loss: 4.0465, grad_norm: 2.5160, top1_acc/aux0: 0.3249, top5_acc/aux0: 0.6076, loss_cls/aux0: 3.3206, loss/aux0: 3.3206 2020-10-17 18:00:19,388 - mmaction - INFO - Epoch [1][80/792] lr: 3.750e-03, eta: 1 day, 4:10:32, time: 0.511, data_time: 0.016, memory: 8335, top1_acc: 0.1776, top5_acc: 0.4109, loss_cls: 4.0465, loss: 4.0465, grad_norm: 2.5217, top1_acc/aux0: 0.3261, top5_acc/aux0: 0.6103, loss_cls/aux0: 3.3000, loss/aux0: 3.3000 2020-10-17 18:00:43,096 - mmaction - INFO - Epoch [1][100/792] lr: 3.750e-03, eta: 1 day, 1:12:08, time: 0.607, data_time: 0.049, memory: 8335, top1_acc: 0.2281, top5_acc: 0.4818, loss_cls: 3.7704, loss: 3.7704, grad_norm: 2.5968, top1_acc/aux0: 0.3654, top5_acc/aux0: 0.6690, loss_cls/aux0: 2.9585, loss/aux0: 2.9585 2020-10-17 18:00:44,010 - mmaction - INFO - Epoch [1][100/792] lr: 3.750e-03, eta: 1 day, 3:48:25, time: 0.593, data_time: 0.014, memory: 8335, top1_acc: 0.2281, top5_acc: 0.4818, loss_cls: 3.7704, loss: 3.7704, grad_norm: 2.5869, top1_acc/aux0: 0.3699, top5_acc/aux0: 0.6716, loss_cls/aux0: 2.9403, loss/aux0: 2.9403 2020-10-17 18:01:07,332 - mmaction - INFO - Epoch [1][120/792] lr: 3.750e-03, eta: 1 day, 1:09:32, time: 0.544, data_time: 0.007, memory: 8335, top1_acc: 0.2432, top5_acc: 0.5052, loss_cls: 3.5916, loss: 3.5916, grad_norm: 2.6383, top1_acc/aux0: 0.4080, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.6890, loss/aux0: 2.6890 2020-10-17 18:01:08,057 - mmaction - INFO - Epoch [1][120/792] lr: 3.750e-03, eta: 1 day, 3:12:20, time: 0.559, data_time: 0.015, memory: 8335, top1_acc: 0.2432, top5_acc: 0.5052, loss_cls: 3.5916, loss: 3.5916, grad_norm: 2.6508, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.7127, loss_cls/aux0: 2.6791, loss/aux0: 2.6791 2020-10-17 18:01:31,622 - mmaction - INFO - Epoch [1][140/792] lr: 3.750e-03, eta: 1 day, 1:13:30, time: 0.609, data_time: 0.039, memory: 8335, top1_acc: 0.2510, top5_acc: 0.5167, loss_cls: 3.4691, loss: 3.4691, grad_norm: 2.7377, top1_acc/aux0: 0.4416, top5_acc/aux0: 0.7374, loss_cls/aux0: 2.4790, loss/aux0: 2.4790 2020-10-17 18:01:32,115 - mmaction - INFO - Epoch [1][140/792] lr: 3.750e-03, eta: 1 day, 3:06:44, time: 0.601, data_time: 0.044, memory: 8335, top1_acc: 0.2510, top5_acc: 0.5167, loss_cls: 3.4691, loss: 3.4691, grad_norm: 2.7400, top1_acc/aux0: 0.4431, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.4739, loss/aux0: 2.4739 2020-10-17 18:01:56,715 - mmaction - INFO - Epoch [1][160/792] lr: 3.750e-03, eta: 1 day, 1:17:22, time: 0.573, data_time: 0.010, memory: 8335, top1_acc: 0.2813, top5_acc: 0.5641, loss_cls: 3.2666, loss: 3.2666, grad_norm: 2.7917, top1_acc/aux0: 0.4579, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.3459, loss/aux0: 2.3459 2020-10-17 18:01:57,602 - mmaction - INFO - Epoch [1][160/792] lr: 3.750e-03, eta: 1 day, 2:55:53, time: 0.598, data_time: 0.023, memory: 8335, top1_acc: 0.2813, top5_acc: 0.5641, loss_cls: 3.2666, loss: 3.2666, grad_norm: 2.7844, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7491, loss_cls/aux0: 2.3333, loss/aux0: 2.3333 2020-10-17 18:02:22,884 - mmaction - INFO - Epoch [1][180/792] lr: 3.750e-03, eta: 1 day, 1:31:15, time: 0.651, data_time: 0.144, memory: 8335, top1_acc: 0.2969, top5_acc: 0.5776, loss_cls: 3.1683, loss: 3.1683, grad_norm: 2.8488, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7742, loss_cls/aux0: 2.1950, loss/aux0: 2.1950 2020-10-17 18:02:23,411 - mmaction - INFO - Epoch [1][180/792] lr: 3.750e-03, eta: 1 day, 3:07:24, time: 0.657, data_time: 0.151, memory: 8335, top1_acc: 0.2969, top5_acc: 0.5776, loss_cls: 3.1683, loss: 3.1683, grad_norm: 2.8493, top1_acc/aux0: 0.4804, top5_acc/aux0: 0.7744, loss_cls/aux0: 2.1913, loss/aux0: 2.1913 2020-10-17 18:02:46,061 - mmaction - INFO - Epoch [1][200/792] lr: 3.750e-03, eta: 1 day, 1:40:15, time: 0.577, data_time: 0.086, memory: 8335, top1_acc: 0.3016, top5_acc: 0.6021, loss_cls: 3.1593, loss: 3.1593, grad_norm: 2.8696, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7775, loss_cls/aux0: 2.1238, loss/aux0: 2.1238 2020-10-17 18:02:46,543 - mmaction - INFO - Epoch [1][200/792] lr: 3.750e-03, eta: 1 day, 2:56:37, time: 0.580, data_time: 0.090, memory: 8335, top1_acc: 0.3016, top5_acc: 0.6021, loss_cls: 3.1593, loss: 3.1593, grad_norm: 2.8758, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7771, loss_cls/aux0: 2.1216, loss/aux0: 2.1216 2020-10-17 18:03:08,435 - mmaction - INFO - Epoch [1][220/792] lr: 3.750e-03, eta: 1 day, 1:37:12, time: 0.568, data_time: 0.065, memory: 8335, top1_acc: 0.3323, top5_acc: 0.6026, loss_cls: 3.0188, loss: 3.0188, grad_norm: 2.9467, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7792, loss_cls/aux0: 2.0740, loss/aux0: 2.0740 2020-10-17 18:03:09,109 - mmaction - INFO - Epoch [1][220/792] lr: 3.750e-03, eta: 1 day, 2:46:44, time: 0.581, data_time: 0.072, memory: 8335, top1_acc: 0.3323, top5_acc: 0.6026, loss_cls: 3.0188, loss: 3.0188, grad_norm: 2.9542, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7808, loss_cls/aux0: 2.0687, loss/aux0: 2.0687 2020-10-17 18:03:31,911 - mmaction - INFO - Epoch [1][240/792] lr: 3.750e-03, eta: 1 day, 1:39:41, time: 0.613, data_time: 0.122, memory: 8335, top1_acc: 0.3266, top5_acc: 0.6198, loss_cls: 2.9496, loss: 2.9496, grad_norm: 2.9663, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.8061, loss_cls/aux0: 1.9441, loss/aux0: 1.9441 2020-10-17 18:03:32,424 - mmaction - INFO - Epoch [1][240/792] lr: 3.750e-03, eta: 1 day, 2:47:29, time: 0.618, data_time: 0.127, memory: 8335, top1_acc: 0.3266, top5_acc: 0.6198, loss_cls: 2.9496, loss: 2.9496, grad_norm: 2.9578, top1_acc/aux0: 0.5308, top5_acc/aux0: 0.8077, loss_cls/aux0: 1.9329, loss/aux0: 1.9329 2020-10-17 18:03:53,576 - mmaction - INFO - Epoch [1][260/792] lr: 3.750e-03, eta: 1 day, 1:38:15, time: 0.541, data_time: 0.045, memory: 8335, top1_acc: 0.3474, top5_acc: 0.6411, loss_cls: 2.8792, loss: 2.8792, grad_norm: 3.0077, top1_acc/aux0: 0.5415, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.8908, loss/aux0: 1.8908 2020-10-17 18:03:54,087 - mmaction - INFO - Epoch [1][260/792] lr: 3.750e-03, eta: 1 day, 2:33:33, time: 0.547, data_time: 0.051, memory: 8335, top1_acc: 0.3474, top5_acc: 0.6411, loss_cls: 2.8792, loss: 2.8792, grad_norm: 3.0046, top1_acc/aux0: 0.5395, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.8963, loss/aux0: 1.8963 2020-10-17 18:04:16,063 - mmaction - INFO - Epoch [1][280/792] lr: 3.750e-03, eta: 1 day, 1:36:10, time: 0.605, data_time: 0.112, memory: 8335, top1_acc: 0.3667, top5_acc: 0.6396, loss_cls: 2.8242, loss: 2.8242, grad_norm: 3.0334, top1_acc/aux0: 0.5405, top5_acc/aux0: 0.8139, loss_cls/aux0: 1.8601, loss/aux0: 1.8601 2020-10-17 18:04:16,532 - mmaction - INFO - Epoch [1][280/792] lr: 3.750e-03, eta: 1 day, 2:32:37, time: 0.601, data_time: 0.108, memory: 8335, top1_acc: 0.3667, top5_acc: 0.6396, loss_cls: 2.8242, loss: 2.8242, grad_norm: 3.0252, top1_acc/aux0: 0.5418, top5_acc/aux0: 0.8145, loss_cls/aux0: 1.8521, loss/aux0: 1.8521 2020-10-17 18:04:38,009 - mmaction - INFO - Epoch [1][300/792] lr: 3.750e-03, eta: 1 day, 1:36:23, time: 0.574, data_time: 0.000, memory: 8335, top1_acc: 0.3594, top5_acc: 0.6359, loss_cls: 2.8111, loss: 2.8111, grad_norm: 3.0887, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.8139, loss_cls/aux0: 1.8205, loss/aux0: 1.8205 2020-10-17 18:04:38,532 - mmaction - INFO - Epoch [1][300/792] lr: 3.750e-03, eta: 1 day, 2:27:23, time: 0.582, data_time: 0.009, memory: 8335, top1_acc: 0.3594, top5_acc: 0.6359, loss_cls: 2.8111, loss: 2.8111, grad_norm: 3.0916, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.8215, loss/aux0: 1.8215 2020-10-17 18:05:00,046 - mmaction - INFO - Epoch [1][320/792] lr: 3.750e-03, eta: 1 day, 1:34:30, time: 0.569, data_time: 0.000, memory: 8335, top1_acc: 0.3651, top5_acc: 0.6510, loss_cls: 2.7872, loss: 2.7872, grad_norm: 3.1323, top1_acc/aux0: 0.5595, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.7790, loss/aux0: 1.7790 2020-10-17 18:05:01,345 - mmaction - INFO - Epoch [1][320/792] lr: 3.750e-03, eta: 1 day, 2:22:58, time: 0.590, data_time: 0.007, memory: 8335, top1_acc: 0.3651, top5_acc: 0.6510, loss_cls: 2.7872, loss: 2.7872, grad_norm: 3.1342, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.7748, loss/aux0: 1.7748 2020-10-17 18:05:21,709 - mmaction - INFO - Epoch [1][340/792] lr: 3.750e-03, eta: 1 day, 1:29:39, time: 0.520, data_time: 0.000, memory: 8335, top1_acc: 0.3641, top5_acc: 0.6406, loss_cls: 2.7932, loss: 2.7932, grad_norm: 3.2124, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8278, loss_cls/aux0: 1.7258, loss/aux0: 1.7258 2020-10-17 18:05:22,229 - mmaction - INFO - Epoch [1][340/792] lr: 3.750e-03, eta: 1 day, 2:10:18, time: 0.526, data_time: 0.007, memory: 8335, top1_acc: 0.3641, top5_acc: 0.6406, loss_cls: 2.7932, loss: 2.7932, grad_norm: 3.2118, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.7285, loss/aux0: 1.7285 2020-10-17 18:05:44,356 - mmaction - INFO - Epoch [1][360/792] lr: 3.750e-03, eta: 1 day, 1:23:44, time: 0.562, data_time: 0.000, memory: 8335, top1_acc: 0.3854, top5_acc: 0.6818, loss_cls: 2.6364, loss: 2.6364, grad_norm: 3.2470, top1_acc/aux0: 0.5665, top5_acc/aux0: 0.8248, loss_cls/aux0: 1.7361, loss/aux0: 1.7361 2020-10-17 18:05:44,854 - mmaction - INFO - Epoch [1][360/792] lr: 3.750e-03, eta: 1 day, 2:02:47, time: 0.535, data_time: 0.006, memory: 8335, top1_acc: 0.3854, top5_acc: 0.6818, loss_cls: 2.6364, loss: 2.6364, grad_norm: 3.2692, top1_acc/aux0: 0.5655, top5_acc/aux0: 0.8239, loss_cls/aux0: 1.7353, loss/aux0: 1.7353 2020-10-17 18:06:05,292 - mmaction - INFO - Epoch [1][380/792] lr: 3.750e-03, eta: 1 day, 1:15:40, time: 0.513, data_time: 0.000, memory: 8335, top1_acc: 0.3917, top5_acc: 0.6781, loss_cls: 2.6601, loss: 2.6601, grad_norm: 3.2451, top1_acc/aux0: 0.5834, top5_acc/aux0: 0.8364, loss_cls/aux0: 1.6705, loss/aux0: 1.6705 2020-10-17 18:06:05,795 - mmaction - INFO - Epoch [1][380/792] lr: 3.750e-03, eta: 1 day, 1:51:30, time: 0.518, data_time: 0.006, memory: 8335, top1_acc: 0.3917, top5_acc: 0.6781, loss_cls: 2.6601, loss: 2.6601, grad_norm: 3.2483, top1_acc/aux0: 0.5842, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.6684, loss/aux0: 1.6684 2020-10-17 18:06:26,895 - mmaction - INFO - Epoch [1][400/792] lr: 3.750e-03, eta: 1 day, 1:08:54, time: 0.538, data_time: 0.000, memory: 8335, top1_acc: 0.3979, top5_acc: 0.6896, loss_cls: 2.5661, loss: 2.5661, grad_norm: 3.2806, top1_acc/aux0: 0.5876, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.6376, loss/aux0: 1.6376 2020-10-17 18:06:27,405 - mmaction - INFO - Epoch [1][400/792] lr: 3.750e-03, eta: 1 day, 1:44:32, time: 0.543, data_time: 0.007, memory: 8335, top1_acc: 0.3979, top5_acc: 0.6896, loss_cls: 2.5661, loss: 2.5661, grad_norm: 3.3007, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8330, loss_cls/aux0: 1.6392, loss/aux0: 1.6392 2020-10-17 18:06:48,403 - mmaction - INFO - Epoch [1][420/792] lr: 3.750e-03, eta: 1 day, 1:05:18, time: 0.555, data_time: 0.000, memory: 8335, top1_acc: 0.4068, top5_acc: 0.6828, loss_cls: 2.5899, loss: 2.5899, grad_norm: 3.3439, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8400, loss_cls/aux0: 1.6041, loss/aux0: 1.6041 2020-10-17 18:06:48,906 - mmaction - INFO - Epoch [1][420/792] lr: 3.750e-03, eta: 1 day, 1:40:11, time: 0.558, data_time: 0.006, memory: 8335, top1_acc: 0.4068, top5_acc: 0.6828, loss_cls: 2.5899, loss: 2.5899, grad_norm: 3.3510, top1_acc/aux0: 0.6006, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5974, loss/aux0: 1.5974 2020-10-17 18:07:10,031 - mmaction - INFO - Epoch [1][440/792] lr: 3.750e-03, eta: 1 day, 1:02:16, time: 0.544, data_time: 0.000, memory: 8335, top1_acc: 0.4094, top5_acc: 0.6911, loss_cls: 2.5401, loss: 2.5401, grad_norm: 3.3361, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8415, loss_cls/aux0: 1.5961, loss/aux0: 1.5961 2020-10-17 18:07:10,549 - mmaction - INFO - Epoch [1][440/792] lr: 3.750e-03, eta: 1 day, 1:35:04, time: 0.550, data_time: 0.007, memory: 8335, top1_acc: 0.4094, top5_acc: 0.6911, loss_cls: 2.5401, loss: 2.5401, grad_norm: 3.3474, top1_acc/aux0: 0.5944, top5_acc/aux0: 0.8415, loss_cls/aux0: 1.5993, loss/aux0: 1.5993 2020-10-17 18:07:31,116 - mmaction - INFO - Epoch [1][460/792] lr: 3.750e-03, eta: 1 day, 0:57:38, time: 0.520, data_time: 0.000, memory: 8335, top1_acc: 0.4260, top5_acc: 0.6979, loss_cls: 2.5042, loss: 2.5042, grad_norm: 3.3587, top1_acc/aux0: 0.5938, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5962, loss/aux0: 1.5962 2020-10-17 18:07:31,625 - mmaction - INFO - Epoch [1][460/792] lr: 3.750e-03, eta: 1 day, 1:27:42, time: 0.527, data_time: 0.008, memory: 8335, top1_acc: 0.4260, top5_acc: 0.6979, loss_cls: 2.5042, loss: 2.5042, grad_norm: 3.3545, top1_acc/aux0: 0.5957, top5_acc/aux0: 0.8421, loss_cls/aux0: 1.5934, loss/aux0: 1.5934 2020-10-17 18:07:52,693 - mmaction - INFO - Epoch [1][480/792] lr: 3.750e-03, eta: 1 day, 0:54:31, time: 0.564, data_time: 0.037, memory: 8335, top1_acc: 0.4099, top5_acc: 0.6927, loss_cls: 2.5345, loss: 2.5345, grad_norm: 3.4331, top1_acc/aux0: 0.5963, top5_acc/aux0: 0.8447, loss_cls/aux0: 1.5892, loss/aux0: 1.5892 2020-10-17 18:07:53,216 - mmaction - INFO - Epoch [1][480/792] lr: 3.750e-03, eta: 1 day, 1:25:43, time: 0.571, data_time: 0.045, memory: 8335, top1_acc: 0.4099, top5_acc: 0.6927, loss_cls: 2.5345, loss: 2.5345, grad_norm: 3.4320, top1_acc/aux0: 0.5962, top5_acc/aux0: 0.8450, loss_cls/aux0: 1.5911, loss/aux0: 1.5911 2020-10-17 18:08:13,764 - mmaction - INFO - Epoch [1][500/792] lr: 3.750e-03, eta: 1 day, 0:51:52, time: 0.525, data_time: 0.001, memory: 8335, top1_acc: 0.4333, top5_acc: 0.7083, loss_cls: 2.4445, loss: 2.4445, grad_norm: 3.4573, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8527, loss_cls/aux0: 1.5294, loss/aux0: 1.5294 2020-10-17 18:08:14,307 - mmaction - INFO - Epoch [1][500/792] lr: 3.750e-03, eta: 1 day, 1:19:46, time: 0.532, data_time: 0.008, memory: 8335, top1_acc: 0.4333, top5_acc: 0.7083, loss_cls: 2.4445, loss: 2.4445, grad_norm: 3.4542, top1_acc/aux0: 0.6106, top5_acc/aux0: 0.8535, loss_cls/aux0: 1.5233, loss/aux0: 1.5233 2020-10-17 18:08:34,044 - mmaction - INFO - Epoch [1][520/792] lr: 3.750e-03, eta: 1 day, 0:46:11, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.4260, top5_acc: 0.6875, loss_cls: 2.4938, loss: 2.4938, grad_norm: 3.4957, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.5070, loss/aux0: 1.5070 2020-10-17 18:08:34,565 - mmaction - INFO - Epoch [1][520/792] lr: 3.750e-03, eta: 1 day, 1:11:45, time: 0.507, data_time: 0.007, memory: 8335, top1_acc: 0.4260, top5_acc: 0.6875, loss_cls: 2.4938, loss: 2.4938, grad_norm: 3.4898, top1_acc/aux0: 0.6111, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.5134, loss/aux0: 1.5134 2020-10-17 18:08:54,275 - mmaction - INFO - Epoch [1][540/792] lr: 3.750e-03, eta: 1 day, 0:39:27, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.4031, top5_acc: 0.6844, loss_cls: 2.5521, loss: 2.5521, grad_norm: 3.5224, top1_acc/aux0: 0.6129, top5_acc/aux0: 0.8525, loss_cls/aux0: 1.4952, loss/aux0: 1.4952 2020-10-17 18:08:54,781 - mmaction - INFO - Epoch [1][540/792] lr: 3.750e-03, eta: 1 day, 1:03:48, time: 0.501, data_time: 0.007, memory: 8335, top1_acc: 0.4031, top5_acc: 0.6844, loss_cls: 2.5521, loss: 2.5521, grad_norm: 3.5272, top1_acc/aux0: 0.6129, top5_acc/aux0: 0.8533, loss_cls/aux0: 1.4934, loss/aux0: 1.4934 2020-10-17 18:09:14,684 - mmaction - INFO - Epoch [1][560/792] lr: 3.750e-03, eta: 1 day, 0:33:33, time: 0.509, data_time: 0.014, memory: 8335, top1_acc: 0.4333, top5_acc: 0.7151, loss_cls: 2.4118, loss: 2.4118, grad_norm: 3.4793, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4898, loss/aux0: 1.4898 2020-10-17 18:09:15,236 - mmaction - INFO - Epoch [1][560/792] lr: 3.750e-03, eta: 1 day, 0:57:37, time: 0.514, data_time: 0.021, memory: 8335, top1_acc: 0.4333, top5_acc: 0.7151, loss_cls: 2.4118, loss: 2.4118, grad_norm: 3.4651, top1_acc/aux0: 0.6217, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4791, loss/aux0: 1.4791 2020-10-17 18:09:35,386 - mmaction - INFO - Epoch [1][580/792] lr: 3.750e-03, eta: 1 day, 0:28:02, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.4495, top5_acc: 0.7208, loss_cls: 2.3191, loss: 2.3191, grad_norm: 3.5683, top1_acc/aux0: 0.6264, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.4632, loss/aux0: 1.4632 2020-10-17 18:09:35,913 - mmaction - INFO - Epoch [1][580/792] lr: 3.750e-03, eta: 1 day, 0:50:42, time: 0.502, data_time: 0.007, memory: 8335, top1_acc: 0.4495, top5_acc: 0.7208, loss_cls: 2.3191, loss: 2.3191, grad_norm: 3.5680, top1_acc/aux0: 0.6228, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4711, loss/aux0: 1.4711 2020-10-17 18:09:58,004 - mmaction - INFO - Epoch [1][600/792] lr: 3.750e-03, eta: 1 day, 0:24:12, time: 0.539, data_time: 0.047, memory: 8335, top1_acc: 0.4224, top5_acc: 0.6969, loss_cls: 2.4742, loss: 2.4742, grad_norm: 3.5877, top1_acc/aux0: 0.6191, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4716, loss/aux0: 1.4716 2020-10-17 18:09:58,648 - mmaction - INFO - Epoch [1][600/792] lr: 3.750e-03, eta: 1 day, 0:48:17, time: 0.552, data_time: 0.052, memory: 8335, top1_acc: 0.4224, top5_acc: 0.6969, loss_cls: 2.4742, loss: 2.4742, grad_norm: 3.5892, top1_acc/aux0: 0.6200, top5_acc/aux0: 0.8585, loss_cls/aux0: 1.4670, loss/aux0: 1.4670 2020-10-17 18:10:18,934 - mmaction - INFO - Epoch [1][620/792] lr: 3.750e-03, eta: 1 day, 0:21:09, time: 0.503, data_time: 0.008, memory: 8335, top1_acc: 0.4568, top5_acc: 0.7286, loss_cls: 2.3618, loss: 2.3618, grad_norm: 3.5631, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.4393, loss/aux0: 1.4393 2020-10-17 18:10:19,465 - mmaction - INFO - Epoch [1][620/792] lr: 3.750e-03, eta: 1 day, 0:42:48, time: 0.512, data_time: 0.017, memory: 8335, top1_acc: 0.4568, top5_acc: 0.7286, loss_cls: 2.3618, loss: 2.3618, grad_norm: 3.5653, top1_acc/aux0: 0.6335, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4415, loss/aux0: 1.4415 2020-10-17 18:10:39,620 - mmaction - INFO - Epoch [1][640/792] lr: 3.750e-03, eta: 1 day, 0:16:48, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.4396, top5_acc: 0.7078, loss_cls: 2.3839, loss: 2.3839, grad_norm: 3.6087, top1_acc/aux0: 0.6264, top5_acc/aux0: 0.8600, loss_cls/aux0: 1.4494, loss/aux0: 1.4494 2020-10-17 18:10:40,144 - mmaction - INFO - Epoch [1][640/792] lr: 3.750e-03, eta: 1 day, 0:37:48, time: 0.513, data_time: 0.008, memory: 8335, top1_acc: 0.4396, top5_acc: 0.7078, loss_cls: 2.3839, loss: 2.3839, grad_norm: 3.6127, top1_acc/aux0: 0.6252, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.4457, loss/aux0: 1.4457 2020-10-17 18:11:00,588 - mmaction - INFO - Epoch [1][660/792] lr: 3.750e-03, eta: 1 day, 0:14:16, time: 0.545, data_time: 0.000, memory: 8335, top1_acc: 0.4448, top5_acc: 0.7063, loss_cls: 2.3794, loss: 2.3794, grad_norm: 3.7071, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4270, loss/aux0: 1.4270 2020-10-17 18:11:01,156 - mmaction - INFO - Epoch [1][660/792] lr: 3.750e-03, eta: 1 day, 0:36:07, time: 0.551, data_time: 0.007, memory: 8335, top1_acc: 0.4448, top5_acc: 0.7063, loss_cls: 2.3794, loss: 2.3794, grad_norm: 3.6877, top1_acc/aux0: 0.6350, top5_acc/aux0: 0.8588, loss_cls/aux0: 1.4248, loss/aux0: 1.4248 2020-10-17 18:11:21,258 - mmaction - INFO - Epoch [1][680/792] lr: 3.750e-03, eta: 1 day, 0:12:39, time: 0.528, data_time: 0.000, memory: 8335, top1_acc: 0.4427, top5_acc: 0.7161, loss_cls: 2.3760, loss: 2.3760, grad_norm: 3.7086, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.4072, loss/aux0: 1.4072 2020-10-17 18:11:21,765 - mmaction - INFO - Epoch [1][680/792] lr: 3.750e-03, eta: 1 day, 0:32:40, time: 0.520, data_time: 0.007, memory: 8335, top1_acc: 0.4427, top5_acc: 0.7161, loss_cls: 2.3760, loss: 2.3760, grad_norm: 3.7139, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.4084, loss/aux0: 1.4084 2020-10-17 18:11:41,675 - mmaction - INFO - Epoch [1][700/792] lr: 3.750e-03, eta: 1 day, 0:09:18, time: 0.510, data_time: 0.001, memory: 8335, top1_acc: 0.4307, top5_acc: 0.6984, loss_cls: 2.4132, loss: 2.4132, grad_norm: 3.6678, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8634, loss_cls/aux0: 1.4083, loss/aux0: 1.4083 2020-10-17 18:11:42,171 - mmaction - INFO - Epoch [1][700/792] lr: 3.750e-03, eta: 1 day, 0:28:33, time: 0.515, data_time: 0.006, memory: 8335, top1_acc: 0.4307, top5_acc: 0.6984, loss_cls: 2.4132, loss: 2.4132, grad_norm: 3.6764, top1_acc/aux0: 0.6371, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.4139, loss/aux0: 1.4139 2020-10-17 18:12:01,843 - mmaction - INFO - Epoch [1][720/792] lr: 3.750e-03, eta: 1 day, 0:05:46, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.4521, top5_acc: 0.7281, loss_cls: 2.2874, loss: 2.2874, grad_norm: 3.6718, top1_acc/aux0: 0.6408, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.4099, loss/aux0: 1.4099 2020-10-17 18:12:02,343 - mmaction - INFO - Epoch [1][720/792] lr: 3.750e-03, eta: 1 day, 0:24:20, time: 0.511, data_time: 0.007, memory: 8335, top1_acc: 0.4521, top5_acc: 0.7281, loss_cls: 2.2874, loss: 2.2874, grad_norm: 3.6824, top1_acc/aux0: 0.6399, top5_acc/aux0: 0.8662, loss_cls/aux0: 1.4075, loss/aux0: 1.4075 2020-10-17 18:12:22,665 - mmaction - INFO - Epoch [1][740/792] lr: 3.750e-03, eta: 1 day, 0:02:04, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.4682, top5_acc: 0.7250, loss_cls: 2.2645, loss: 2.2645, grad_norm: 3.7080, top1_acc/aux0: 0.6386, top5_acc/aux0: 0.8647, loss_cls/aux0: 1.3940, loss/aux0: 1.3940 2020-10-17 18:12:23,182 - mmaction - INFO - Epoch [1][740/792] lr: 3.750e-03, eta: 1 day, 0:19:58, time: 0.507, data_time: 0.006, memory: 8335, top1_acc: 0.4682, top5_acc: 0.7250, loss_cls: 2.2645, loss: 2.2645, grad_norm: 3.7080, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3953, loss/aux0: 1.3953 2020-10-17 18:12:42,876 - mmaction - INFO - Epoch [1][760/792] lr: 3.750e-03, eta: 23:58:39, time: 0.508, data_time: 0.000, memory: 8335, top1_acc: 0.4693, top5_acc: 0.7193, loss_cls: 2.2737, loss: 2.2737, grad_norm: 3.6923, top1_acc/aux0: 0.6410, top5_acc/aux0: 0.8658, loss_cls/aux0: 1.3882, loss/aux0: 1.3882 2020-10-17 18:12:43,370 - mmaction - INFO - Epoch [1][760/792] lr: 3.750e-03, eta: 1 day, 0:16:18, time: 0.513, data_time: 0.006, memory: 8335, top1_acc: 0.4693, top5_acc: 0.7193, loss_cls: 2.2737, loss: 2.2737, grad_norm: 3.6935, top1_acc/aux0: 0.6429, top5_acc/aux0: 0.8670, loss_cls/aux0: 1.3828, loss/aux0: 1.3828 2020-10-17 18:13:03,152 - mmaction - INFO - Epoch [1][780/792] lr: 3.750e-03, eta: 23:55:18, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.4427, top5_acc: 0.7385, loss_cls: 2.2899, loss: 2.2899, grad_norm: 3.6981, top1_acc/aux0: 0.6405, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3876, loss/aux0: 1.3876 2020-10-17 18:13:03,677 - mmaction - INFO - Epoch [1][780/792] lr: 3.750e-03, eta: 1 day, 0:12:14, time: 0.505, data_time: 0.007, memory: 8335, top1_acc: 0.4427, top5_acc: 0.7385, loss_cls: 2.2899, loss: 2.2899, grad_norm: 3.7067, top1_acc/aux0: 0.6410, top5_acc/aux0: 0.8691, loss_cls/aux0: 1.3873, loss/aux0: 1.3873 2020-10-17 18:13:23,296 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-10-17 18:17:26,828 - mmaction - INFO - Epoch [2][20/792] lr: 3.750e-03, eta: 23:30:43, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.4687, top5_acc: 0.7437, loss_cls: 2.2193, loss: 2.2193, grad_norm: 3.7261, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8704, loss_cls/aux0: 1.3580, loss/aux0: 1.3580 2020-10-17 18:17:27,319 - mmaction - INFO - Epoch [2][20/792] lr: 3.750e-03, eta: 23:47:18, time: 0.515, data_time: 0.009, memory: 8335, top1_acc: 0.4687, top5_acc: 0.7437, loss_cls: 2.2193, loss: 2.2193, grad_norm: 3.7378, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3594, loss/aux0: 1.3594 2020-10-17 18:17:46,659 - mmaction - INFO - Epoch [2][40/792] lr: 3.750e-03, eta: 23:28:08, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.4828, top5_acc: 0.7599, loss_cls: 2.1494, loss: 2.1494, grad_norm: 3.8052, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8681, loss_cls/aux0: 1.3689, loss/aux0: 1.3689 2020-10-17 18:17:47,158 - mmaction - INFO - Epoch [2][40/792] lr: 3.750e-03, eta: 23:43:46, time: 0.498, data_time: 0.006, memory: 8335, top1_acc: 0.4828, top5_acc: 0.7599, loss_cls: 2.1494, loss: 2.1494, grad_norm: 3.7941, top1_acc/aux0: 0.6431, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3633, loss/aux0: 1.3633 2020-10-17 18:18:06,517 - mmaction - INFO - Epoch [2][60/792] lr: 3.750e-03, eta: 23:25:02, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.4604, top5_acc: 0.7250, loss_cls: 2.2380, loss: 2.2380, grad_norm: 3.7836, top1_acc/aux0: 0.6540, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.3259, loss/aux0: 1.3259 2020-10-17 18:18:07,044 - mmaction - INFO - Epoch [2][60/792] lr: 3.750e-03, eta: 23:40:20, time: 0.499, data_time: 0.007, memory: 8335, top1_acc: 0.4604, top5_acc: 0.7250, loss_cls: 2.2380, loss: 2.2380, grad_norm: 3.7559, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8778, loss_cls/aux0: 1.3224, loss/aux0: 1.3224 2020-10-17 18:18:26,495 - mmaction - INFO - Epoch [2][80/792] lr: 3.750e-03, eta: 23:22:26, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.4724, top5_acc: 0.7526, loss_cls: 2.1803, loss: 2.1803, grad_norm: 3.7894, top1_acc/aux0: 0.6572, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3144, loss/aux0: 1.3144 2020-10-17 18:18:27,110 - mmaction - INFO - Epoch [2][80/792] lr: 3.750e-03, eta: 23:37:47, time: 0.513, data_time: 0.006, memory: 8335, top1_acc: 0.4724, top5_acc: 0.7526, loss_cls: 2.1803, loss: 2.1803, grad_norm: 3.8003, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8741, loss_cls/aux0: 1.3270, loss/aux0: 1.3270 2020-10-17 18:18:46,363 - mmaction - INFO - Epoch [2][100/792] lr: 3.750e-03, eta: 23:20:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.4839, top5_acc: 0.7417, loss_cls: 2.1959, loss: 2.1959, grad_norm: 3.8168, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3445, loss/aux0: 1.3445 2020-10-17 18:18:46,873 - mmaction - INFO - Epoch [2][100/792] lr: 3.750e-03, eta: 23:34:44, time: 0.500, data_time: 0.006, memory: 8335, top1_acc: 0.4839, top5_acc: 0.7417, loss_cls: 2.1959, loss: 2.1959, grad_norm: 3.8354, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8717, loss_cls/aux0: 1.3327, loss/aux0: 1.3327 2020-10-17 18:19:06,229 - mmaction - INFO - Epoch [2][120/792] lr: 3.750e-03, eta: 23:17:30, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.4740, top5_acc: 0.7453, loss_cls: 2.2098, loss: 2.2098, grad_norm: 3.8515, top1_acc/aux0: 0.6631, top5_acc/aux0: 0.8780, loss_cls/aux0: 1.2950, loss/aux0: 1.2950 2020-10-17 18:19:06,747 - mmaction - INFO - Epoch [2][120/792] lr: 3.750e-03, eta: 23:31:49, time: 0.500, data_time: 0.005, memory: 8335, top1_acc: 0.4740, top5_acc: 0.7453, loss_cls: 2.2098, loss: 2.2098, grad_norm: 3.8667, top1_acc/aux0: 0.6595, top5_acc/aux0: 0.8780, loss_cls/aux0: 1.3013, loss/aux0: 1.3013 2020-10-17 18:19:26,127 - mmaction - INFO - Epoch [2][140/792] lr: 3.750e-03, eta: 23:14:56, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.4786, top5_acc: 0.7589, loss_cls: 2.1446, loss: 2.1446, grad_norm: 3.8211, top1_acc/aux0: 0.6640, top5_acc/aux0: 0.8785, loss_cls/aux0: 1.2856, loss/aux0: 1.2856 2020-10-17 18:19:26,627 - mmaction - INFO - Epoch [2][140/792] lr: 3.750e-03, eta: 23:28:49, time: 0.496, data_time: 0.005, memory: 8335, top1_acc: 0.4786, top5_acc: 0.7589, loss_cls: 2.1446, loss: 2.1446, grad_norm: 3.8203, top1_acc/aux0: 0.6665, top5_acc/aux0: 0.8777, loss_cls/aux0: 1.2822, loss/aux0: 1.2822 2020-10-17 18:19:46,189 - mmaction - INFO - Epoch [2][160/792] lr: 3.750e-03, eta: 23:12:36, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.4807, top5_acc: 0.7562, loss_cls: 2.1654, loss: 2.1654, grad_norm: 3.8989, top1_acc/aux0: 0.6645, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2956, loss/aux0: 1.2956 2020-10-17 18:19:46,704 - mmaction - INFO - Epoch [2][160/792] lr: 3.750e-03, eta: 23:26:30, time: 0.507, data_time: 0.006, memory: 8335, top1_acc: 0.4807, top5_acc: 0.7562, loss_cls: 2.1654, loss: 2.1654, grad_norm: 3.8926, top1_acc/aux0: 0.6647, top5_acc/aux0: 0.8785, loss_cls/aux0: 1.2937, loss/aux0: 1.2937 2020-10-17 18:20:06,038 - mmaction - INFO - Epoch [2][180/792] lr: 3.750e-03, eta: 23:10:23, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.4656, top5_acc: 0.7417, loss_cls: 2.2612, loss: 2.2612, grad_norm: 3.8882, top1_acc/aux0: 0.6580, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2963, loss/aux0: 1.2963 2020-10-17 18:20:06,547 - mmaction - INFO - Epoch [2][180/792] lr: 3.750e-03, eta: 23:23:43, time: 0.497, data_time: 0.006, memory: 8335, top1_acc: 0.4656, top5_acc: 0.7417, loss_cls: 2.2612, loss: 2.2612, grad_norm: 3.8966, top1_acc/aux0: 0.6569, top5_acc/aux0: 0.8775, loss_cls/aux0: 1.3003, loss/aux0: 1.3003 2020-10-17 18:20:26,242 - mmaction - INFO - Epoch [2][200/792] lr: 3.750e-03, eta: 23:08:13, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.4797, top5_acc: 0.7651, loss_cls: 2.1789, loss: 2.1789, grad_norm: 3.8285, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2806, loss/aux0: 1.2806 2020-10-17 18:20:26,701 - mmaction - INFO - Epoch [2][200/792] lr: 3.750e-03, eta: 23:21:27, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.4797, top5_acc: 0.7651, loss_cls: 2.1789, loss: 2.1789, grad_norm: 3.8647, top1_acc/aux0: 0.6704, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2859, loss/aux0: 1.2859 2020-10-17 18:20:46,002 - mmaction - INFO - Epoch [2][220/792] lr: 3.750e-03, eta: 23:06:04, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.4891, top5_acc: 0.7521, loss_cls: 2.1425, loss: 2.1425, grad_norm: 3.9031, top1_acc/aux0: 0.6647, top5_acc/aux0: 0.8796, loss_cls/aux0: 1.2696, loss/aux0: 1.2696 2020-10-17 18:20:46,523 - mmaction - INFO - Epoch [2][220/792] lr: 3.750e-03, eta: 23:18:50, time: 0.496, data_time: 0.006, memory: 8335, top1_acc: 0.4891, top5_acc: 0.7521, loss_cls: 2.1425, loss: 2.1425, grad_norm: 3.8982, top1_acc/aux0: 0.6657, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2673, loss/aux0: 1.2673 2020-10-17 18:21:05,981 - mmaction - INFO - Epoch [2][240/792] lr: 3.750e-03, eta: 23:04:05, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.5036, top5_acc: 0.7661, loss_cls: 2.0897, loss: 2.0897, grad_norm: 3.9084, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2738, loss/aux0: 1.2738 2020-10-17 18:21:06,514 - mmaction - INFO - Epoch [2][240/792] lr: 3.750e-03, eta: 23:16:52, time: 0.506, data_time: 0.007, memory: 8335, top1_acc: 0.5036, top5_acc: 0.7661, loss_cls: 2.0897, loss: 2.0897, grad_norm: 3.8686, top1_acc/aux0: 0.6699, top5_acc/aux0: 0.8795, loss_cls/aux0: 1.2659, loss/aux0: 1.2659 2020-10-17 18:21:25,995 - mmaction - INFO - Epoch [2][260/792] lr: 3.750e-03, eta: 23:02:20, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.2122, loss: 2.2122, grad_norm: 3.9573, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8744, loss_cls/aux0: 1.2983, loss/aux0: 1.2983 2020-10-17 18:21:26,483 - mmaction - INFO - Epoch [2][260/792] lr: 3.750e-03, eta: 23:14:42, time: 0.499, data_time: 0.005, memory: 8335, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.2122, loss: 2.2122, grad_norm: 3.9608, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2963, loss/aux0: 1.2963 2020-10-17 18:21:45,864 - mmaction - INFO - Epoch [2][280/792] lr: 3.750e-03, eta: 23:00:22, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.4823, top5_acc: 0.7490, loss_cls: 2.1567, loss: 2.1567, grad_norm: 3.8857, top1_acc/aux0: 0.6756, top5_acc/aux0: 0.8838, loss_cls/aux0: 1.2543, loss/aux0: 1.2543 2020-10-17 18:21:46,364 - mmaction - INFO - Epoch [2][280/792] lr: 3.750e-03, eta: 23:12:31, time: 0.500, data_time: 0.006, memory: 8335, top1_acc: 0.4823, top5_acc: 0.7490, loss_cls: 2.1567, loss: 2.1567, grad_norm: 3.8895, top1_acc/aux0: 0.6741, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2556, loss/aux0: 1.2556 2020-10-17 18:22:05,737 - mmaction - INFO - Epoch [2][300/792] lr: 3.750e-03, eta: 22:58:25, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.4922, top5_acc: 0.7500, loss_cls: 2.1274, loss: 2.1274, grad_norm: 3.9298, top1_acc/aux0: 0.6713, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.2433, loss/aux0: 1.2433 2020-10-17 18:22:06,234 - mmaction - INFO - Epoch [2][300/792] lr: 3.750e-03, eta: 23:10:18, time: 0.499, data_time: 0.005, memory: 8335, top1_acc: 0.4922, top5_acc: 0.7500, loss_cls: 2.1274, loss: 2.1274, grad_norm: 3.9265, top1_acc/aux0: 0.6715, top5_acc/aux0: 0.8864, loss_cls/aux0: 1.2462, loss/aux0: 1.2462 2020-10-17 18:22:25,712 - mmaction - INFO - Epoch [2][320/792] lr: 3.750e-03, eta: 22:56:31, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.4833, top5_acc: 0.7432, loss_cls: 2.1664, loss: 2.1664, grad_norm: 4.0227, top1_acc/aux0: 0.6694, top5_acc/aux0: 0.8783, loss_cls/aux0: 1.2924, loss/aux0: 1.2924 2020-10-17 18:22:26,210 - mmaction - INFO - Epoch [2][320/792] lr: 3.750e-03, eta: 23:08:10, time: 0.498, data_time: 0.006, memory: 8335, top1_acc: 0.4833, top5_acc: 0.7432, loss_cls: 2.1664, loss: 2.1664, grad_norm: 4.0023, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8780, loss_cls/aux0: 1.2887, loss/aux0: 1.2887 2020-10-17 18:22:45,678 - mmaction - INFO - Epoch [2][340/792] lr: 3.750e-03, eta: 22:54:47, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.4901, top5_acc: 0.7469, loss_cls: 2.0936, loss: 2.0936, grad_norm: 3.9673, top1_acc/aux0: 0.6754, top5_acc/aux0: 0.8798, loss_cls/aux0: 1.2565, loss/aux0: 1.2565 2020-10-17 18:22:46,137 - mmaction - INFO - Epoch [2][340/792] lr: 3.750e-03, eta: 23:06:19, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.4901, top5_acc: 0.7469, loss_cls: 2.0936, loss: 2.0936, grad_norm: 3.9591, top1_acc/aux0: 0.6735, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2662, loss/aux0: 1.2662 2020-10-17 18:23:05,586 - mmaction - INFO - Epoch [2][360/792] lr: 3.750e-03, eta: 22:53:05, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.4964, top5_acc: 0.7526, loss_cls: 2.1299, loss: 2.1299, grad_norm: 4.0419, top1_acc/aux0: 0.6696, top5_acc/aux0: 0.8800, loss_cls/aux0: 1.2712, loss/aux0: 1.2712 2020-10-17 18:23:06,075 - mmaction - INFO - Epoch [2][360/792] lr: 3.750e-03, eta: 23:04:22, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.4964, top5_acc: 0.7526, loss_cls: 2.1299, loss: 2.1299, grad_norm: 4.0327, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2616, loss/aux0: 1.2616 2020-10-17 18:23:25,607 - mmaction - INFO - Epoch [2][380/792] lr: 3.750e-03, eta: 22:51:28, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.4932, top5_acc: 0.7536, loss_cls: 2.1399, loss: 2.1399, grad_norm: 3.9583, top1_acc/aux0: 0.6681, top5_acc/aux0: 0.8840, loss_cls/aux0: 1.2522, loss/aux0: 1.2522 2020-10-17 18:23:26,099 - mmaction - INFO - Epoch [2][380/792] lr: 3.750e-03, eta: 23:02:38, time: 0.503, data_time: 0.005, memory: 8335, top1_acc: 0.4932, top5_acc: 0.7536, loss_cls: 2.1399, loss: 2.1399, grad_norm: 3.9930, top1_acc/aux0: 0.6660, top5_acc/aux0: 0.8834, loss_cls/aux0: 1.2563, loss/aux0: 1.2563 2020-10-17 18:23:45,874 - mmaction - INFO - Epoch [2][400/792] lr: 3.750e-03, eta: 22:50:19, time: 0.515, data_time: 0.000, memory: 8335, top1_acc: 0.4885, top5_acc: 0.7656, loss_cls: 2.0416, loss: 2.0416, grad_norm: 3.9597, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8879, loss_cls/aux0: 1.2372, loss/aux0: 1.2372 2020-10-17 18:23:46,394 - mmaction - INFO - Epoch [2][400/792] lr: 3.750e-03, eta: 23:01:31, time: 0.513, data_time: 0.006, memory: 8335, top1_acc: 0.4885, top5_acc: 0.7656, loss_cls: 2.0416, loss: 2.0416, grad_norm: 3.9500, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8892, loss_cls/aux0: 1.2300, loss/aux0: 1.2300 2020-10-17 18:24:05,748 - mmaction - INFO - Epoch [2][420/792] lr: 3.750e-03, eta: 22:48:55, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.4943, top5_acc: 0.7635, loss_cls: 2.0492, loss: 2.0492, grad_norm: 3.9287, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8879, loss_cls/aux0: 1.2199, loss/aux0: 1.2199 2020-10-17 18:24:06,258 - mmaction - INFO - Epoch [2][420/792] lr: 3.750e-03, eta: 22:59:33, time: 0.496, data_time: 0.005, memory: 8335, top1_acc: 0.4943, top5_acc: 0.7635, loss_cls: 2.0492, loss: 2.0492, grad_norm: 3.9378, top1_acc/aux0: 0.6762, top5_acc/aux0: 0.8860, loss_cls/aux0: 1.2292, loss/aux0: 1.2292 2020-10-17 18:24:25,849 - mmaction - INFO - Epoch [2][440/792] lr: 3.750e-03, eta: 22:47:23, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.5094, top5_acc: 0.7453, loss_cls: 2.0866, loss: 2.0866, grad_norm: 3.9709, top1_acc/aux0: 0.6887, top5_acc/aux0: 0.8929, loss_cls/aux0: 1.1842, loss/aux0: 1.1842 2020-10-17 18:24:26,332 - mmaction - INFO - Epoch [2][440/792] lr: 3.750e-03, eta: 22:58:02, time: 0.505, data_time: 0.005, memory: 8335, top1_acc: 0.5094, top5_acc: 0.7453, loss_cls: 2.0866, loss: 2.0866, grad_norm: 3.9865, top1_acc/aux0: 0.6892, top5_acc/aux0: 0.8949, loss_cls/aux0: 1.1777, loss/aux0: 1.1777 2020-10-17 18:24:45,700 - mmaction - INFO - Epoch [2][460/792] lr: 3.750e-03, eta: 22:45:53, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.5083, top5_acc: 0.7552, loss_cls: 2.0949, loss: 2.0949, grad_norm: 3.9865, top1_acc/aux0: 0.6761, top5_acc/aux0: 0.8869, loss_cls/aux0: 1.2163, loss/aux0: 1.2163 2020-10-17 18:24:46,163 - mmaction - INFO - Epoch [2][460/792] lr: 3.750e-03, eta: 22:56:10, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5083, top5_acc: 0.7552, loss_cls: 2.0949, loss: 2.0949, grad_norm: 3.9811, top1_acc/aux0: 0.6788, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.2157, loss/aux0: 1.2157 2020-10-17 18:25:05,576 - mmaction - INFO - Epoch [2][480/792] lr: 3.750e-03, eta: 22:44:23, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.4990, top5_acc: 0.7729, loss_cls: 2.0559, loss: 2.0559, grad_norm: 4.1087, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8829, loss_cls/aux0: 1.2430, loss/aux0: 1.2430 2020-10-17 18:25:06,024 - mmaction - INFO - Epoch [2][480/792] lr: 3.750e-03, eta: 22:54:37, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.4990, top5_acc: 0.7729, loss_cls: 2.0559, loss: 2.0559, grad_norm: 4.1132, top1_acc/aux0: 0.6759, top5_acc/aux0: 0.8834, loss_cls/aux0: 1.2414, loss/aux0: 1.2414 2020-10-17 18:25:25,433 - mmaction - INFO - Epoch [2][500/792] lr: 3.750e-03, eta: 22:42:52, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.5203, top5_acc: 0.7687, loss_cls: 1.9994, loss: 1.9994, grad_norm: 4.0325, top1_acc/aux0: 0.6832, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.2106, loss/aux0: 1.2106 2020-10-17 18:25:26,024 - mmaction - INFO - Epoch [2][500/792] lr: 3.750e-03, eta: 22:52:56, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.5203, top5_acc: 0.7687, loss_cls: 1.9994, loss: 1.9994, grad_norm: 4.0360, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8848, loss_cls/aux0: 1.2166, loss/aux0: 1.2166 2020-10-17 18:25:45,373 - mmaction - INFO - Epoch [2][520/792] lr: 3.750e-03, eta: 22:41:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5115, top5_acc: 0.7677, loss_cls: 2.0152, loss: 2.0152, grad_norm: 3.9913, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1755, loss/aux0: 1.1755 2020-10-17 18:25:45,967 - mmaction - INFO - Epoch [2][520/792] lr: 3.750e-03, eta: 22:51:19, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.5115, top5_acc: 0.7677, loss_cls: 2.0152, loss: 2.0152, grad_norm: 3.9950, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8955, loss_cls/aux0: 1.1708, loss/aux0: 1.1708 2020-10-17 18:26:05,409 - mmaction - INFO - Epoch [2][540/792] lr: 3.750e-03, eta: 22:40:05, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.5115, top5_acc: 0.7714, loss_cls: 2.0142, loss: 2.0142, grad_norm: 3.9800, top1_acc/aux0: 0.6779, top5_acc/aux0: 0.8845, loss_cls/aux0: 1.2212, loss/aux0: 1.2212 2020-10-17 18:26:06,026 - mmaction - INFO - Epoch [2][540/792] lr: 3.750e-03, eta: 22:49:57, time: 0.507, data_time: 0.006, memory: 8335, top1_acc: 0.5115, top5_acc: 0.7714, loss_cls: 2.0142, loss: 2.0142, grad_norm: 3.9946, top1_acc/aux0: 0.6762, top5_acc/aux0: 0.8843, loss_cls/aux0: 1.2249, loss/aux0: 1.2249 2020-10-17 18:26:25,354 - mmaction - INFO - Epoch [2][560/792] lr: 3.750e-03, eta: 22:38:47, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.5031, top5_acc: 0.7594, loss_cls: 2.0896, loss: 2.0896, grad_norm: 4.0575, top1_acc/aux0: 0.6749, top5_acc/aux0: 0.8843, loss_cls/aux0: 1.2441, loss/aux0: 1.2441 2020-10-17 18:26:25,904 - mmaction - INFO - Epoch [2][560/792] lr: 3.750e-03, eta: 22:48:21, time: 0.499, data_time: 0.005, memory: 8335, top1_acc: 0.5031, top5_acc: 0.7594, loss_cls: 2.0896, loss: 2.0896, grad_norm: 4.0637, top1_acc/aux0: 0.6744, top5_acc/aux0: 0.8840, loss_cls/aux0: 1.2473, loss/aux0: 1.2473 2020-10-17 18:26:45,548 - mmaction - INFO - Epoch [2][580/792] lr: 3.750e-03, eta: 22:37:39, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.5057, top5_acc: 0.7745, loss_cls: 2.0212, loss: 2.0212, grad_norm: 4.0471, top1_acc/aux0: 0.6822, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1928, loss/aux0: 1.1928 2020-10-17 18:26:46,155 - mmaction - INFO - Epoch [2][580/792] lr: 3.750e-03, eta: 22:47:24, time: 0.516, data_time: 0.006, memory: 8335, top1_acc: 0.5057, top5_acc: 0.7745, loss_cls: 2.0212, loss: 2.0212, grad_norm: 4.0106, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1837, loss/aux0: 1.1837 2020-10-17 18:27:05,445 - mmaction - INFO - Epoch [2][600/792] lr: 3.750e-03, eta: 22:36:36, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5135, top5_acc: 0.7776, loss_cls: 2.0024, loss: 2.0024, grad_norm: 4.0482, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.2034, loss/aux0: 1.2034 2020-10-17 18:27:05,967 - mmaction - INFO - Epoch [2][600/792] lr: 3.750e-03, eta: 22:45:54, time: 0.499, data_time: 0.005, memory: 8335, top1_acc: 0.5135, top5_acc: 0.7776, loss_cls: 2.0024, loss: 2.0024, grad_norm: 4.0423, top1_acc/aux0: 0.6834, top5_acc/aux0: 0.8884, loss_cls/aux0: 1.2108, loss/aux0: 1.2108 2020-10-17 18:27:25,539 - mmaction - INFO - Epoch [2][620/792] lr: 3.750e-03, eta: 22:35:30, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.5083, top5_acc: 0.7635, loss_cls: 2.0384, loss: 2.0384, grad_norm: 4.0981, top1_acc/aux0: 0.6825, top5_acc/aux0: 0.8874, loss_cls/aux0: 1.2173, loss/aux0: 1.2173 2020-10-17 18:27:26,043 - mmaction - INFO - Epoch [2][620/792] lr: 3.750e-03, eta: 22:44:54, time: 0.512, data_time: 0.005, memory: 8335, top1_acc: 0.5083, top5_acc: 0.7635, loss_cls: 2.0384, loss: 2.0384, grad_norm: 4.0826, top1_acc/aux0: 0.6832, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.2072, loss/aux0: 1.2072 2020-10-17 18:27:45,278 - mmaction - INFO - Epoch [2][640/792] lr: 3.750e-03, eta: 22:34:24, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.5036, top5_acc: 0.7760, loss_cls: 2.0282, loss: 2.0282, grad_norm: 4.0797, top1_acc/aux0: 0.6912, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1888, loss/aux0: 1.1888 2020-10-17 18:27:45,817 - mmaction - INFO - Epoch [2][640/792] lr: 3.750e-03, eta: 22:43:25, time: 0.498, data_time: 0.007, memory: 8335, top1_acc: 0.5036, top5_acc: 0.7760, loss_cls: 2.0282, loss: 2.0282, grad_norm: 4.0743, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8897, loss_cls/aux0: 1.1916, loss/aux0: 1.1916 2020-10-17 18:28:05,288 - mmaction - INFO - Epoch [2][660/792] lr: 3.750e-03, eta: 22:33:12, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.5167, top5_acc: 0.7750, loss_cls: 1.9960, loss: 1.9960, grad_norm: 4.0949, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.2114, loss/aux0: 1.2114 2020-10-17 18:28:05,768 - mmaction - INFO - Epoch [2][660/792] lr: 3.750e-03, eta: 22:42:12, time: 0.504, data_time: 0.005, memory: 8335, top1_acc: 0.5167, top5_acc: 0.7750, loss_cls: 1.9960, loss: 1.9960, grad_norm: 4.0580, top1_acc/aux0: 0.6814, top5_acc/aux0: 0.8861, loss_cls/aux0: 1.2093, loss/aux0: 1.2093 2020-10-17 18:28:25,235 - mmaction - INFO - Epoch [2][680/792] lr: 3.750e-03, eta: 22:32:10, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.4995, top5_acc: 0.7635, loss_cls: 2.0284, loss: 2.0284, grad_norm: 4.0833, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1771, loss/aux0: 1.1771 2020-10-17 18:28:25,754 - mmaction - INFO - Epoch [2][680/792] lr: 3.750e-03, eta: 22:40:58, time: 0.501, data_time: 0.006, memory: 8335, top1_acc: 0.4995, top5_acc: 0.7635, loss_cls: 2.0284, loss: 2.0284, grad_norm: 4.1065, top1_acc/aux0: 0.6947, top5_acc/aux0: 0.8908, loss_cls/aux0: 1.1793, loss/aux0: 1.1793 2020-10-17 18:28:45,397 - mmaction - INFO - Epoch [2][700/792] lr: 3.750e-03, eta: 22:31:02, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5057, top5_acc: 0.7724, loss_cls: 2.0101, loss: 2.0101, grad_norm: 4.0171, top1_acc/aux0: 0.6886, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1736, loss/aux0: 1.1736 2020-10-17 18:28:45,909 - mmaction - INFO - Epoch [2][700/792] lr: 3.750e-03, eta: 22:39:46, time: 0.503, data_time: 0.006, memory: 8335, top1_acc: 0.5057, top5_acc: 0.7724, loss_cls: 2.0101, loss: 2.0101, grad_norm: 4.0318, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1756, loss/aux0: 1.1756 2020-10-17 18:29:05,411 - mmaction - INFO - Epoch [2][720/792] lr: 3.750e-03, eta: 22:30:00, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.4943, top5_acc: 0.7661, loss_cls: 2.0792, loss: 2.0792, grad_norm: 4.1251, top1_acc/aux0: 0.6889, top5_acc/aux0: 0.8926, loss_cls/aux0: 1.1937, loss/aux0: 1.1937 2020-10-17 18:29:05,898 - mmaction - INFO - Epoch [2][720/792] lr: 3.750e-03, eta: 22:38:40, time: 0.506, data_time: 0.006, memory: 8335, top1_acc: 0.4943, top5_acc: 0.7661, loss_cls: 2.0792, loss: 2.0792, grad_norm: 4.1502, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8915, loss_cls/aux0: 1.1995, loss/aux0: 1.1995 2020-10-17 18:29:25,357 - mmaction - INFO - Epoch [2][740/792] lr: 3.750e-03, eta: 22:28:55, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5047, top5_acc: 0.7682, loss_cls: 2.0559, loss: 2.0559, grad_norm: 4.0854, top1_acc/aux0: 0.6980, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.1586, loss/aux0: 1.1586 2020-10-17 18:29:25,810 - mmaction - INFO - Epoch [2][740/792] lr: 3.750e-03, eta: 22:37:18, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5047, top5_acc: 0.7682, loss_cls: 2.0559, loss: 2.0559, grad_norm: 4.0888, top1_acc/aux0: 0.6993, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1561, loss/aux0: 1.1561 2020-10-17 18:29:45,456 - mmaction - INFO - Epoch [2][760/792] lr: 3.750e-03, eta: 22:27:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5135, top5_acc: 0.7714, loss_cls: 2.0234, loss: 2.0234, grad_norm: 4.0548, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8866, loss_cls/aux0: 1.1910, loss/aux0: 1.1910 2020-10-17 18:29:45,931 - mmaction - INFO - Epoch [2][760/792] lr: 3.750e-03, eta: 22:36:06, time: 0.499, data_time: 0.005, memory: 8335, top1_acc: 0.5135, top5_acc: 0.7714, loss_cls: 2.0234, loss: 2.0234, grad_norm: 4.0419, top1_acc/aux0: 0.6892, top5_acc/aux0: 0.8868, loss_cls/aux0: 1.1923, loss/aux0: 1.1923 2020-10-17 18:30:05,457 - mmaction - INFO - Epoch [2][780/792] lr: 3.750e-03, eta: 22:26:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5120, top5_acc: 0.7703, loss_cls: 1.9933, loss: 1.9933, grad_norm: 4.1645, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1569, loss/aux0: 1.1569 2020-10-17 18:30:05,946 - mmaction - INFO - Epoch [2][780/792] lr: 3.750e-03, eta: 22:34:57, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.5120, top5_acc: 0.7703, loss_cls: 1.9933, loss: 1.9933, grad_norm: 4.1692, top1_acc/aux0: 0.6939, top5_acc/aux0: 0.8957, loss_cls/aux0: 1.1537, loss/aux0: 1.1537 2020-10-17 18:30:20,167 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-10-17 18:33:15,266 - mmaction - INFO - Epoch [3][20/792] lr: 3.750e-03, eta: 22:15:25, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5359, top5_acc: 0.7859, loss_cls: 1.9508, loss: 1.9508, grad_norm: 4.0449, top1_acc/aux0: 0.6994, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1459, loss/aux0: 1.1459 2020-10-17 18:33:15,732 - mmaction - INFO - Epoch [3][20/792] lr: 3.750e-03, eta: 22:23:32, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.5359, top5_acc: 0.7859, loss_cls: 1.9508, loss: 1.9508, grad_norm: 4.0183, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1462, loss/aux0: 1.1462 2020-10-17 18:33:35,033 - mmaction - INFO - Epoch [3][40/792] lr: 3.750e-03, eta: 22:14:27, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.5307, top5_acc: 0.7687, loss_cls: 1.9457, loss: 1.9457, grad_norm: 4.1248, top1_acc/aux0: 0.6871, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1761, loss/aux0: 1.1761 2020-10-17 18:33:35,542 - mmaction - INFO - Epoch [3][40/792] lr: 3.750e-03, eta: 22:22:22, time: 0.497, data_time: 0.007, memory: 8335, top1_acc: 0.5307, top5_acc: 0.7687, loss_cls: 1.9457, loss: 1.9457, grad_norm: 4.1415, top1_acc/aux0: 0.6863, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1825, loss/aux0: 1.1825 2020-10-17 18:33:55,086 - mmaction - INFO - Epoch [3][60/792] lr: 3.750e-03, eta: 22:13:32, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5443, top5_acc: 0.7859, loss_cls: 1.8698, loss: 1.8698, grad_norm: 4.2323, top1_acc/aux0: 0.6835, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2085, loss/aux0: 1.2085 2020-10-17 18:33:55,558 - mmaction - INFO - Epoch [3][60/792] lr: 3.750e-03, eta: 22:21:26, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.5443, top5_acc: 0.7859, loss_cls: 1.8698, loss: 1.8698, grad_norm: 4.1993, top1_acc/aux0: 0.6842, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.2004, loss/aux0: 1.2004 2020-10-17 18:34:15,048 - mmaction - INFO - Epoch [3][80/792] lr: 3.750e-03, eta: 22:12:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5344, top5_acc: 0.7818, loss_cls: 1.9440, loss: 1.9440, grad_norm: 4.1384, top1_acc/aux0: 0.6973, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1394, loss/aux0: 1.1394 2020-10-17 18:34:15,542 - mmaction - INFO - Epoch [3][80/792] lr: 3.750e-03, eta: 22:20:33, time: 0.504, data_time: 0.006, memory: 8335, top1_acc: 0.5344, top5_acc: 0.7818, loss_cls: 1.9440, loss: 1.9440, grad_norm: 4.1121, top1_acc/aux0: 0.6989, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1376, loss/aux0: 1.1376 2020-10-17 18:34:35,050 - mmaction - INFO - Epoch [3][100/792] lr: 3.750e-03, eta: 22:12:02, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.5260, top5_acc: 0.7688, loss_cls: 1.9792, loss: 1.9792, grad_norm: 4.2147, top1_acc/aux0: 0.6976, top5_acc/aux0: 0.8920, loss_cls/aux0: 1.1611, loss/aux0: 1.1611 2020-10-17 18:34:35,504 - mmaction - INFO - Epoch [3][100/792] lr: 3.750e-03, eta: 22:19:49, time: 0.507, data_time: 0.003, memory: 8335, top1_acc: 0.5260, top5_acc: 0.7688, loss_cls: 1.9792, loss: 1.9792, grad_norm: 4.2198, top1_acc/aux0: 0.6957, top5_acc/aux0: 0.8907, loss_cls/aux0: 1.1672, loss/aux0: 1.1672 2020-10-17 18:34:55,007 - mmaction - INFO - Epoch [3][120/792] lr: 3.750e-03, eta: 22:11:16, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5411, top5_acc: 0.7786, loss_cls: 1.9213, loss: 1.9213, grad_norm: 4.1142, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8902, loss_cls/aux0: 1.1784, loss/aux0: 1.1784 2020-10-17 18:34:55,461 - mmaction - INFO - Epoch [3][120/792] lr: 3.750e-03, eta: 22:18:50, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.5411, top5_acc: 0.7786, loss_cls: 1.9213, loss: 1.9213, grad_norm: 4.1309, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1835, loss/aux0: 1.1835 2020-10-17 18:35:14,996 - mmaction - INFO - Epoch [3][140/792] lr: 3.750e-03, eta: 22:10:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5312, top5_acc: 0.7792, loss_cls: 1.9560, loss: 1.9560, grad_norm: 4.1662, top1_acc/aux0: 0.6991, top5_acc/aux0: 0.8912, loss_cls/aux0: 1.1619, loss/aux0: 1.1619 2020-10-17 18:35:15,444 - mmaction - INFO - Epoch [3][140/792] lr: 3.750e-03, eta: 22:17:51, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.5312, top5_acc: 0.7792, loss_cls: 1.9560, loss: 1.9560, grad_norm: 4.1601, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1508, loss/aux0: 1.1508 2020-10-17 18:35:34,891 - mmaction - INFO - Epoch [3][160/792] lr: 3.750e-03, eta: 22:09:27, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5448, top5_acc: 0.7943, loss_cls: 1.8975, loss: 1.8975, grad_norm: 4.1304, top1_acc/aux0: 0.7035, top5_acc/aux0: 0.8986, loss_cls/aux0: 1.1231, loss/aux0: 1.1231 2020-10-17 18:35:35,330 - mmaction - INFO - Epoch [3][160/792] lr: 3.750e-03, eta: 22:16:48, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5448, top5_acc: 0.7943, loss_cls: 1.8975, loss: 1.8975, grad_norm: 4.1205, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8980, loss_cls/aux0: 1.1249, loss/aux0: 1.1249 2020-10-17 18:35:54,853 - mmaction - INFO - Epoch [3][180/792] lr: 3.750e-03, eta: 22:08:37, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.5307, top5_acc: 0.7849, loss_cls: 1.9091, loss: 1.9091, grad_norm: 4.0864, top1_acc/aux0: 0.7041, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.1265, loss/aux0: 1.1265 2020-10-17 18:35:55,314 - mmaction - INFO - Epoch [3][180/792] lr: 3.750e-03, eta: 22:15:59, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.5307, top5_acc: 0.7849, loss_cls: 1.9091, loss: 1.9091, grad_norm: 4.0748, top1_acc/aux0: 0.7050, top5_acc/aux0: 0.9007, loss_cls/aux0: 1.1289, loss/aux0: 1.1289 2020-10-17 18:36:14,799 - mmaction - INFO - Epoch [3][200/792] lr: 3.750e-03, eta: 22:07:55, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.5214, top5_acc: 0.7839, loss_cls: 1.9266, loss: 1.9266, grad_norm: 4.1266, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8920, loss_cls/aux0: 1.1639, loss/aux0: 1.1639 2020-10-17 18:36:15,267 - mmaction - INFO - Epoch [3][200/792] lr: 3.750e-03, eta: 22:15:14, time: 0.505, data_time: 0.004, memory: 8335, top1_acc: 0.5214, top5_acc: 0.7839, loss_cls: 1.9266, loss: 1.9266, grad_norm: 4.1587, top1_acc/aux0: 0.6988, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1621, loss/aux0: 1.1621 2020-10-17 18:36:34,865 - mmaction - INFO - Epoch [3][220/792] lr: 3.750e-03, eta: 22:07:17, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.5344, top5_acc: 0.8062, loss_cls: 1.8479, loss: 1.8479, grad_norm: 4.1695, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8989, loss_cls/aux0: 1.1176, loss/aux0: 1.1176 2020-10-17 18:36:35,368 - mmaction - INFO - Epoch [3][220/792] lr: 3.750e-03, eta: 22:14:33, time: 0.508, data_time: 0.005, memory: 8335, top1_acc: 0.5344, top5_acc: 0.8062, loss_cls: 1.8479, loss: 1.8479, grad_norm: 4.1670, top1_acc/aux0: 0.7022, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.1139, loss/aux0: 1.1139 2020-10-17 18:36:55,060 - mmaction - INFO - Epoch [3][240/792] lr: 3.750e-03, eta: 22:06:46, time: 0.509, data_time: 0.000, memory: 8335, top1_acc: 0.5151, top5_acc: 0.7781, loss_cls: 1.9754, loss: 1.9754, grad_norm: 4.1320, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1406, loss/aux0: 1.1406 2020-10-17 18:36:55,523 - mmaction - INFO - Epoch [3][240/792] lr: 3.750e-03, eta: 22:14:00, time: 0.511, data_time: 0.003, memory: 8335, top1_acc: 0.5151, top5_acc: 0.7781, loss_cls: 1.9754, loss: 1.9754, grad_norm: 4.1256, top1_acc/aux0: 0.7019, top5_acc/aux0: 0.8925, loss_cls/aux0: 1.1427, loss/aux0: 1.1427 2020-10-17 18:37:14,977 - mmaction - INFO - Epoch [3][260/792] lr: 3.750e-03, eta: 22:06:11, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.5229, top5_acc: 0.7844, loss_cls: 1.9141, loss: 1.9141, grad_norm: 4.2836, top1_acc/aux0: 0.7030, top5_acc/aux0: 0.8946, loss_cls/aux0: 1.1383, loss/aux0: 1.1383 2020-10-17 18:37:15,429 - mmaction - INFO - Epoch [3][260/792] lr: 3.750e-03, eta: 22:13:10, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.5229, top5_acc: 0.7844, loss_cls: 1.9141, loss: 1.9141, grad_norm: 4.2697, top1_acc/aux0: 0.7051, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1354, loss/aux0: 1.1354 2020-10-17 18:37:34,977 - mmaction - INFO - Epoch [3][280/792] lr: 3.750e-03, eta: 22:05:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5214, top5_acc: 0.7901, loss_cls: 1.9415, loss: 1.9415, grad_norm: 4.1967, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8978, loss_cls/aux0: 1.1051, loss/aux0: 1.1051 2020-10-17 18:37:35,431 - mmaction - INFO - Epoch [3][280/792] lr: 3.750e-03, eta: 22:12:18, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.5214, top5_acc: 0.7901, loss_cls: 1.9415, loss: 1.9415, grad_norm: 4.2070, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.1098, loss/aux0: 1.1098 2020-10-17 18:37:54,789 - mmaction - INFO - Epoch [3][300/792] lr: 3.750e-03, eta: 22:04:33, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.5177, top5_acc: 0.7760, loss_cls: 1.9577, loss: 1.9577, grad_norm: 4.2724, top1_acc/aux0: 0.7105, top5_acc/aux0: 0.8994, loss_cls/aux0: 1.1071, loss/aux0: 1.1071 2020-10-17 18:37:55,255 - mmaction - INFO - Epoch [3][300/792] lr: 3.750e-03, eta: 22:11:18, time: 0.494, data_time: 0.004, memory: 8335, top1_acc: 0.5177, top5_acc: 0.7760, loss_cls: 1.9577, loss: 1.9577, grad_norm: 4.2640, top1_acc/aux0: 0.7100, top5_acc/aux0: 0.8988, loss_cls/aux0: 1.1131, loss/aux0: 1.1131 2020-10-17 18:38:14,800 - mmaction - INFO - Epoch [3][320/792] lr: 3.750e-03, eta: 22:03:48, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.5339, top5_acc: 0.7807, loss_cls: 1.9331, loss: 1.9331, grad_norm: 4.1917, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1531, loss/aux0: 1.1531 2020-10-17 18:38:15,265 - mmaction - INFO - Epoch [3][320/792] lr: 3.750e-03, eta: 22:10:40, time: 0.508, data_time: 0.004, memory: 8335, top1_acc: 0.5339, top5_acc: 0.7807, loss_cls: 1.9331, loss: 1.9331, grad_norm: 4.1553, top1_acc/aux0: 0.7009, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1448, loss/aux0: 1.1448 2020-10-17 18:38:34,612 - mmaction - INFO - Epoch [3][340/792] lr: 3.750e-03, eta: 22:03:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5297, top5_acc: 0.7833, loss_cls: 1.9400, loss: 1.9400, grad_norm: 4.2247, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.1031, loss/aux0: 1.1031 2020-10-17 18:38:35,079 - mmaction - INFO - Epoch [3][340/792] lr: 3.750e-03, eta: 22:09:46, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.5297, top5_acc: 0.7833, loss_cls: 1.9400, loss: 1.9400, grad_norm: 4.2372, top1_acc/aux0: 0.7064, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.1041, loss/aux0: 1.1041 2020-10-17 18:38:54,316 - mmaction - INFO - Epoch [3][360/792] lr: 3.750e-03, eta: 22:02:15, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.5229, top5_acc: 0.7859, loss_cls: 1.9389, loss: 1.9389, grad_norm: 4.1697, top1_acc/aux0: 0.7001, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.1271, loss/aux0: 1.1271 2020-10-17 18:38:54,760 - mmaction - INFO - Epoch [3][360/792] lr: 3.750e-03, eta: 22:08:47, time: 0.493, data_time: 0.004, memory: 8335, top1_acc: 0.5229, top5_acc: 0.7859, loss_cls: 1.9389, loss: 1.9389, grad_norm: 4.1740, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.1267, loss/aux0: 1.1267 2020-10-17 18:39:14,285 - mmaction - INFO - Epoch [3][380/792] lr: 3.750e-03, eta: 22:01:29, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.5542, top5_acc: 0.7849, loss_cls: 1.8948, loss: 1.8948, grad_norm: 4.1842, top1_acc/aux0: 0.7066, top5_acc/aux0: 0.9022, loss_cls/aux0: 1.1040, loss/aux0: 1.1040 2020-10-17 18:39:14,737 - mmaction - INFO - Epoch [3][380/792] lr: 3.750e-03, eta: 22:08:03, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.5542, top5_acc: 0.7849, loss_cls: 1.8948, loss: 1.8948, grad_norm: 4.2114, top1_acc/aux0: 0.7050, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.1098, loss/aux0: 1.1098 2020-10-17 18:39:34,330 - mmaction - INFO - Epoch [3][400/792] lr: 3.750e-03, eta: 22:00:44, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5396, top5_acc: 0.7823, loss_cls: 1.9191, loss: 1.9191, grad_norm: 4.2211, top1_acc/aux0: 0.6986, top5_acc/aux0: 0.8915, loss_cls/aux0: 1.1493, loss/aux0: 1.1493 2020-10-17 18:39:34,867 - mmaction - INFO - Epoch [3][400/792] lr: 3.750e-03, eta: 22:07:14, time: 0.501, data_time: 0.007, memory: 8335, top1_acc: 0.5396, top5_acc: 0.7823, loss_cls: 1.9191, loss: 1.9191, grad_norm: 4.2104, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8934, loss_cls/aux0: 1.1444, loss/aux0: 1.1444 2020-10-17 18:39:54,496 - mmaction - INFO - Epoch [3][420/792] lr: 3.750e-03, eta: 22:00:10, time: 0.508, data_time: 0.000, memory: 8335, top1_acc: 0.5484, top5_acc: 0.7974, loss_cls: 1.8390, loss: 1.8390, grad_norm: 4.2560, top1_acc/aux0: 0.7059, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1258, loss/aux0: 1.1258 2020-10-17 18:39:54,979 - mmaction - INFO - Epoch [3][420/792] lr: 3.750e-03, eta: 22:06:43, time: 0.510, data_time: 0.003, memory: 8335, top1_acc: 0.5484, top5_acc: 0.7974, loss_cls: 1.8390, loss: 1.8390, grad_norm: 4.2344, top1_acc/aux0: 0.7075, top5_acc/aux0: 0.8944, loss_cls/aux0: 1.1203, loss/aux0: 1.1203 2020-10-17 18:40:14,334 - mmaction - INFO - Epoch [3][440/792] lr: 3.750e-03, eta: 21:59:33, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5391, top5_acc: 0.7990, loss_cls: 1.8671, loss: 1.8671, grad_norm: 4.2808, top1_acc/aux0: 0.7061, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1233, loss/aux0: 1.1233 2020-10-17 18:40:14,884 - mmaction - INFO - Epoch [3][440/792] lr: 3.750e-03, eta: 22:05:54, time: 0.500, data_time: 0.005, memory: 8335, top1_acc: 0.5391, top5_acc: 0.7990, loss_cls: 1.8671, loss: 1.8671, grad_norm: 4.2804, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8975, loss_cls/aux0: 1.1294, loss/aux0: 1.1294 2020-10-17 18:40:34,228 - mmaction - INFO - Epoch [3][460/792] lr: 3.750e-03, eta: 21:58:49, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5193, top5_acc: 0.7917, loss_cls: 1.8920, loss: 1.8920, grad_norm: 4.2336, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.1264, loss/aux0: 1.1264 2020-10-17 18:40:34,719 - mmaction - INFO - Epoch [3][460/792] lr: 3.750e-03, eta: 22:05:02, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.5193, top5_acc: 0.7917, loss_cls: 1.8920, loss: 1.8920, grad_norm: 4.2253, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1286, loss/aux0: 1.1286 2020-10-17 18:40:54,377 - mmaction - INFO - Epoch [3][480/792] lr: 3.750e-03, eta: 21:58:15, time: 0.513, data_time: 0.000, memory: 8335, top1_acc: 0.5365, top5_acc: 0.7937, loss_cls: 1.8830, loss: 1.8830, grad_norm: 4.3269, top1_acc/aux0: 0.7015, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1299, loss/aux0: 1.1299 2020-10-17 18:40:54,934 - mmaction - INFO - Epoch [3][480/792] lr: 3.750e-03, eta: 22:04:42, time: 0.518, data_time: 0.004, memory: 8335, top1_acc: 0.5365, top5_acc: 0.7937, loss_cls: 1.8830, loss: 1.8830, grad_norm: 4.3126, top1_acc/aux0: 0.7037, top5_acc/aux0: 0.8955, loss_cls/aux0: 1.1190, loss/aux0: 1.1190 2020-10-17 18:41:14,250 - mmaction - INFO - Epoch [3][500/792] lr: 3.750e-03, eta: 21:57:45, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5448, top5_acc: 0.7990, loss_cls: 1.8802, loss: 1.8802, grad_norm: 4.2688, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8981, loss_cls/aux0: 1.0970, loss/aux0: 1.0970 2020-10-17 18:41:14,752 - mmaction - INFO - Epoch [3][500/792] lr: 3.750e-03, eta: 22:03:53, time: 0.498, data_time: 0.006, memory: 8335, top1_acc: 0.5448, top5_acc: 0.7990, loss_cls: 1.8802, loss: 1.8802, grad_norm: 4.2940, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1006, loss/aux0: 1.1006 2020-10-17 18:41:34,324 - mmaction - INFO - Epoch [3][520/792] lr: 3.750e-03, eta: 21:57:08, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.5437, top5_acc: 0.7964, loss_cls: 1.8415, loss: 1.8415, grad_norm: 4.2311, top1_acc/aux0: 0.7136, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0941, loss/aux0: 1.0941 2020-10-17 18:41:34,823 - mmaction - INFO - Epoch [3][520/792] lr: 3.750e-03, eta: 22:03:20, time: 0.507, data_time: 0.005, memory: 8335, top1_acc: 0.5437, top5_acc: 0.7964, loss_cls: 1.8415, loss: 1.8415, grad_norm: 4.2429, top1_acc/aux0: 0.7137, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.1002, loss/aux0: 1.1002 2020-10-17 18:41:53,993 - mmaction - INFO - Epoch [3][540/792] lr: 3.750e-03, eta: 21:56:29, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.5245, top5_acc: 0.7849, loss_cls: 1.8920, loss: 1.8920, grad_norm: 4.2632, top1_acc/aux0: 0.7058, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.1086, loss/aux0: 1.1086 2020-10-17 18:41:54,456 - mmaction - INFO - Epoch [3][540/792] lr: 3.750e-03, eta: 22:02:26, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.5245, top5_acc: 0.7849, loss_cls: 1.8920, loss: 1.8920, grad_norm: 4.2775, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8988, loss_cls/aux0: 1.1063, loss/aux0: 1.1063 2020-10-17 18:42:14,009 - mmaction - INFO - Epoch [3][560/792] lr: 3.750e-03, eta: 21:55:49, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.5391, top5_acc: 0.7724, loss_cls: 1.9295, loss: 1.9295, grad_norm: 4.1635, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0990, loss/aux0: 1.0990 2020-10-17 18:42:14,490 - mmaction - INFO - Epoch [3][560/792] lr: 3.750e-03, eta: 22:01:55, time: 0.510, data_time: 0.004, memory: 8335, top1_acc: 0.5391, top5_acc: 0.7724, loss_cls: 1.9295, loss: 1.9295, grad_norm: 4.1532, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8986, loss_cls/aux0: 1.0986, loss/aux0: 1.0986 2020-10-17 18:42:33,873 - mmaction - INFO - Epoch [3][580/792] lr: 3.750e-03, eta: 21:55:14, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5411, top5_acc: 0.7932, loss_cls: 1.8805, loss: 1.8805, grad_norm: 4.3199, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.1029, loss/aux0: 1.1029 2020-10-17 18:42:34,331 - mmaction - INFO - Epoch [3][580/792] lr: 3.750e-03, eta: 22:01:07, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.5411, top5_acc: 0.7932, loss_cls: 1.8805, loss: 1.8805, grad_norm: 4.3217, top1_acc/aux0: 0.7124, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.1059, loss/aux0: 1.1059 2020-10-17 18:42:54,034 - mmaction - INFO - Epoch [3][600/792] lr: 3.750e-03, eta: 21:54:29, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5323, top5_acc: 0.7833, loss_cls: 1.9103, loss: 1.9103, grad_norm: 4.2766, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.1016, loss/aux0: 1.1016 2020-10-17 18:42:54,514 - mmaction - INFO - Epoch [3][600/792] lr: 3.750e-03, eta: 22:00:19, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.5323, top5_acc: 0.7833, loss_cls: 1.9103, loss: 1.9103, grad_norm: 4.2937, top1_acc/aux0: 0.7100, top5_acc/aux0: 0.9007, loss_cls/aux0: 1.0960, loss/aux0: 1.0960 2020-10-17 18:43:14,154 - mmaction - INFO - Epoch [3][620/792] lr: 3.750e-03, eta: 21:53:49, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5422, top5_acc: 0.7974, loss_cls: 1.8921, loss: 1.8921, grad_norm: 4.1967, top1_acc/aux0: 0.7085, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.1053, loss/aux0: 1.1053 2020-10-17 18:43:14,626 - mmaction - INFO - Epoch [3][620/792] lr: 3.750e-03, eta: 21:59:39, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.5422, top5_acc: 0.7974, loss_cls: 1.8921, loss: 1.8921, grad_norm: 4.1990, top1_acc/aux0: 0.7082, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1061, loss/aux0: 1.1061 2020-10-17 18:43:34,113 - mmaction - INFO - Epoch [3][640/792] lr: 3.750e-03, eta: 21:53:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5427, top5_acc: 0.7839, loss_cls: 1.8783, loss: 1.8783, grad_norm: 4.2897, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8967, loss_cls/aux0: 1.1096, loss/aux0: 1.1096 2020-10-17 18:43:34,598 - mmaction - INFO - Epoch [3][640/792] lr: 3.750e-03, eta: 21:58:55, time: 0.500, data_time: 0.005, memory: 8335, top1_acc: 0.5427, top5_acc: 0.7839, loss_cls: 1.8783, loss: 1.8783, grad_norm: 4.2601, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1056, loss/aux0: 1.1056 2020-10-17 18:43:54,115 - mmaction - INFO - Epoch [3][660/792] lr: 3.750e-03, eta: 21:52:33, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.5464, top5_acc: 0.7760, loss_cls: 1.9171, loss: 1.9171, grad_norm: 4.3508, top1_acc/aux0: 0.7090, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0902, loss/aux0: 1.0902 2020-10-17 18:43:54,584 - mmaction - INFO - Epoch [3][660/792] lr: 3.750e-03, eta: 21:58:14, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.5464, top5_acc: 0.7760, loss_cls: 1.9171, loss: 1.9171, grad_norm: 4.3256, top1_acc/aux0: 0.7093, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0915, loss/aux0: 1.0915 2020-10-17 18:44:14,071 - mmaction - INFO - Epoch [3][680/792] lr: 3.750e-03, eta: 21:51:54, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.5260, top5_acc: 0.7911, loss_cls: 1.8931, loss: 1.8931, grad_norm: 4.2856, top1_acc/aux0: 0.7119, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1070, loss/aux0: 1.1070 2020-10-17 18:44:14,539 - mmaction - INFO - Epoch [3][680/792] lr: 3.750e-03, eta: 21:57:35, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.5260, top5_acc: 0.7911, loss_cls: 1.8931, loss: 1.8931, grad_norm: 4.2894, top1_acc/aux0: 0.7107, top5_acc/aux0: 0.8944, loss_cls/aux0: 1.1079, loss/aux0: 1.1079 2020-10-17 18:44:33,934 - mmaction - INFO - Epoch [3][700/792] lr: 3.750e-03, eta: 21:51:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5328, top5_acc: 0.7953, loss_cls: 1.8842, loss: 1.8842, grad_norm: 4.2703, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0857, loss/aux0: 1.0857 2020-10-17 18:44:34,423 - mmaction - INFO - Epoch [3][700/792] lr: 3.750e-03, eta: 21:56:51, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.5328, top5_acc: 0.7953, loss_cls: 1.8842, loss: 1.8842, grad_norm: 4.2893, top1_acc/aux0: 0.7194, top5_acc/aux0: 0.9043, loss_cls/aux0: 1.0834, loss/aux0: 1.0834 2020-10-17 18:44:53,828 - mmaction - INFO - Epoch [3][720/792] lr: 3.750e-03, eta: 21:50:35, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5396, top5_acc: 0.7969, loss_cls: 1.8504, loss: 1.8504, grad_norm: 4.3180, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0946, loss/aux0: 1.0946 2020-10-17 18:44:54,327 - mmaction - INFO - Epoch [3][720/792] lr: 3.750e-03, eta: 21:56:08, time: 0.499, data_time: 0.005, memory: 8335, top1_acc: 0.5396, top5_acc: 0.7969, loss_cls: 1.8504, loss: 1.8504, grad_norm: 4.3277, top1_acc/aux0: 0.7077, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1052, loss/aux0: 1.1052 2020-10-17 18:45:13,800 - mmaction - INFO - Epoch [3][740/792] lr: 3.750e-03, eta: 21:49:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5547, top5_acc: 0.7911, loss_cls: 1.8507, loss: 1.8507, grad_norm: 4.2489, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0651, loss/aux0: 1.0651 2020-10-17 18:45:14,234 - mmaction - INFO - Epoch [3][740/792] lr: 3.750e-03, eta: 21:55:24, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5547, top5_acc: 0.7911, loss_cls: 1.8507, loss: 1.8507, grad_norm: 4.2317, top1_acc/aux0: 0.7225, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0570, loss/aux0: 1.0570 2020-10-17 18:45:33,852 - mmaction - INFO - Epoch [3][760/792] lr: 3.750e-03, eta: 21:49:19, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.5557, top5_acc: 0.8104, loss_cls: 1.7874, loss: 1.7874, grad_norm: 4.2368, top1_acc/aux0: 0.7158, top5_acc/aux0: 0.9035, loss_cls/aux0: 1.0738, loss/aux0: 1.0738 2020-10-17 18:45:34,288 - mmaction - INFO - Epoch [3][760/792] lr: 3.750e-03, eta: 21:54:44, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.5557, top5_acc: 0.8104, loss_cls: 1.7874, loss: 1.7874, grad_norm: 4.2212, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0755, loss/aux0: 1.0755 2020-10-17 18:45:53,656 - mmaction - INFO - Epoch [3][780/792] lr: 3.750e-03, eta: 21:48:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5458, top5_acc: 0.8057, loss_cls: 1.8313, loss: 1.8313, grad_norm: 4.3391, top1_acc/aux0: 0.7096, top5_acc/aux0: 0.8970, loss_cls/aux0: 1.1046, loss/aux0: 1.1046 2020-10-17 18:45:54,159 - mmaction - INFO - Epoch [3][780/792] lr: 3.750e-03, eta: 21:54:04, time: 0.501, data_time: 0.006, memory: 8335, top1_acc: 0.5458, top5_acc: 0.8057, loss_cls: 1.8313, loss: 1.8313, grad_norm: 4.3637, top1_acc/aux0: 0.7072, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.1110, loss/aux0: 1.1110 2020-10-17 18:46:07,894 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-10-17 18:48:45,446 - mmaction - INFO - Epoch [4][20/792] lr: 3.750e-03, eta: 21:41:16, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5479, top5_acc: 0.7984, loss_cls: 1.8065, loss: 1.8065, grad_norm: 4.2989, top1_acc/aux0: 0.7119, top5_acc/aux0: 0.8996, loss_cls/aux0: 1.0861, loss/aux0: 1.0861 2020-10-17 18:48:45,896 - mmaction - INFO - Epoch [4][20/792] lr: 3.750e-03, eta: 21:46:35, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.5479, top5_acc: 0.7984, loss_cls: 1.8065, loss: 1.8065, grad_norm: 4.3085, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0878, loss/aux0: 1.0878 2020-10-17 18:49:05,107 - mmaction - INFO - Epoch [4][40/792] lr: 3.750e-03, eta: 21:40:39, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5479, top5_acc: 0.7995, loss_cls: 1.8081, loss: 1.8081, grad_norm: 4.2719, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.9025, loss_cls/aux0: 1.0887, loss/aux0: 1.0887 2020-10-17 18:49:05,564 - mmaction - INFO - Epoch [4][40/792] lr: 3.750e-03, eta: 21:45:54, time: 0.495, data_time: 0.004, memory: 8335, top1_acc: 0.5479, top5_acc: 0.7995, loss_cls: 1.8081, loss: 1.8081, grad_norm: 4.2991, top1_acc/aux0: 0.7092, top5_acc/aux0: 0.9030, loss_cls/aux0: 1.0893, loss/aux0: 1.0893 2020-10-17 18:49:24,982 - mmaction - INFO - Epoch [4][60/792] lr: 3.750e-03, eta: 21:40:02, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5667, top5_acc: 0.8125, loss_cls: 1.7740, loss: 1.7740, grad_norm: 4.2612, top1_acc/aux0: 0.7093, top5_acc/aux0: 0.9006, loss_cls/aux0: 1.0919, loss/aux0: 1.0919 2020-10-17 18:49:25,446 - mmaction - INFO - Epoch [4][60/792] lr: 3.750e-03, eta: 21:45:14, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5667, top5_acc: 0.8125, loss_cls: 1.7740, loss: 1.7740, grad_norm: 4.2978, top1_acc/aux0: 0.7106, top5_acc/aux0: 0.9014, loss_cls/aux0: 1.0890, loss/aux0: 1.0890 2020-10-17 18:49:44,737 - mmaction - INFO - Epoch [4][80/792] lr: 3.750e-03, eta: 21:39:24, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5552, top5_acc: 0.8047, loss_cls: 1.8068, loss: 1.8068, grad_norm: 4.2934, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0854, loss/aux0: 1.0854 2020-10-17 18:49:45,177 - mmaction - INFO - Epoch [4][80/792] lr: 3.750e-03, eta: 21:44:34, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.5552, top5_acc: 0.8047, loss_cls: 1.8068, loss: 1.8068, grad_norm: 4.2952, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8994, loss_cls/aux0: 1.0870, loss/aux0: 1.0870 2020-10-17 18:50:04,983 - mmaction - INFO - Epoch [4][100/792] lr: 3.750e-03, eta: 21:38:59, time: 0.513, data_time: 0.000, memory: 8335, top1_acc: 0.5578, top5_acc: 0.8031, loss_cls: 1.7691, loss: 1.7691, grad_norm: 4.2444, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.9017, loss_cls/aux0: 1.0485, loss/aux0: 1.0485 2020-10-17 18:50:05,451 - mmaction - INFO - Epoch [4][100/792] lr: 3.750e-03, eta: 21:44:16, time: 0.512, data_time: 0.004, memory: 8335, top1_acc: 0.5578, top5_acc: 0.8031, loss_cls: 1.7691, loss: 1.7691, grad_norm: 4.2422, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0453, loss/aux0: 1.0453 2020-10-17 18:50:24,894 - mmaction - INFO - Epoch [4][120/792] lr: 3.750e-03, eta: 21:38:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5599, top5_acc: 0.7979, loss_cls: 1.8025, loss: 1.8025, grad_norm: 4.3883, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.9038, loss_cls/aux0: 1.0768, loss/aux0: 1.0768 2020-10-17 18:50:25,365 - mmaction - INFO - Epoch [4][120/792] lr: 3.750e-03, eta: 21:43:40, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.5599, top5_acc: 0.7979, loss_cls: 1.8025, loss: 1.8025, grad_norm: 4.3974, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.9024, loss_cls/aux0: 1.0846, loss/aux0: 1.0846 2020-10-17 18:50:44,989 - mmaction - INFO - Epoch [4][140/792] lr: 3.750e-03, eta: 21:38:08, time: 0.509, data_time: 0.000, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8260, loss_cls: 1.7478, loss: 1.7478, grad_norm: 4.3272, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8986, loss_cls/aux0: 1.0904, loss/aux0: 1.0904 2020-10-17 18:50:45,451 - mmaction - INFO - Epoch [4][140/792] lr: 3.750e-03, eta: 21:43:18, time: 0.509, data_time: 0.004, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8260, loss_cls: 1.7478, loss: 1.7478, grad_norm: 4.3315, top1_acc/aux0: 0.7175, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0906, loss/aux0: 1.0906 2020-10-17 18:51:04,786 - mmaction - INFO - Epoch [4][160/792] lr: 3.750e-03, eta: 21:37:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5469, top5_acc: 0.7896, loss_cls: 1.8592, loss: 1.8592, grad_norm: 4.2688, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0439, loss/aux0: 1.0439 2020-10-17 18:51:05,363 - mmaction - INFO - Epoch [4][160/792] lr: 3.750e-03, eta: 21:42:44, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.5469, top5_acc: 0.7896, loss_cls: 1.8592, loss: 1.8592, grad_norm: 4.2873, top1_acc/aux0: 0.7264, top5_acc/aux0: 0.9077, loss_cls/aux0: 1.0399, loss/aux0: 1.0399 2020-10-17 18:51:24,592 - mmaction - INFO - Epoch [4][180/792] lr: 3.750e-03, eta: 21:37:07, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.5505, top5_acc: 0.7964, loss_cls: 1.8380, loss: 1.8380, grad_norm: 4.2877, top1_acc/aux0: 0.7259, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0467, loss/aux0: 1.0467 2020-10-17 18:51:25,067 - mmaction - INFO - Epoch [4][180/792] lr: 3.750e-03, eta: 21:42:03, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.5505, top5_acc: 0.7964, loss_cls: 1.8380, loss: 1.8380, grad_norm: 4.2783, top1_acc/aux0: 0.7269, top5_acc/aux0: 0.9033, loss_cls/aux0: 1.0456, loss/aux0: 1.0456 2020-10-17 18:51:44,465 - mmaction - INFO - Epoch [4][200/792] lr: 3.750e-03, eta: 21:36:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.5677, top5_acc: 0.8083, loss_cls: 1.7684, loss: 1.7684, grad_norm: 4.3399, top1_acc/aux0: 0.7165, top5_acc/aux0: 0.9051, loss_cls/aux0: 1.0714, loss/aux0: 1.0714 2020-10-17 18:51:44,937 - mmaction - INFO - Epoch [4][200/792] lr: 3.750e-03, eta: 21:41:30, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.5677, top5_acc: 0.8083, loss_cls: 1.7684, loss: 1.7684, grad_norm: 4.3658, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9071, loss_cls/aux0: 1.0659, loss/aux0: 1.0659 2020-10-17 18:52:04,674 - mmaction - INFO - Epoch [4][220/792] lr: 3.750e-03, eta: 21:36:03, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.5630, top5_acc: 0.7943, loss_cls: 1.7940, loss: 1.7940, grad_norm: 4.3332, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.9011, loss_cls/aux0: 1.0618, loss/aux0: 1.0618 2020-10-17 18:52:05,233 - mmaction - INFO - Epoch [4][220/792] lr: 3.750e-03, eta: 21:41:02, time: 0.507, data_time: 0.007, memory: 8335, top1_acc: 0.5630, top5_acc: 0.7943, loss_cls: 1.7940, loss: 1.7940, grad_norm: 4.3407, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0614, loss/aux0: 1.0614 2020-10-17 18:52:24,629 - mmaction - INFO - Epoch [4][240/792] lr: 3.750e-03, eta: 21:35:36, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5557, top5_acc: 0.8052, loss_cls: 1.7843, loss: 1.7843, grad_norm: 4.3253, top1_acc/aux0: 0.7222, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0551, loss/aux0: 1.0551 2020-10-17 18:52:25,103 - mmaction - INFO - Epoch [4][240/792] lr: 3.750e-03, eta: 21:40:27, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.5557, top5_acc: 0.8052, loss_cls: 1.7843, loss: 1.7843, grad_norm: 4.3327, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9053, loss_cls/aux0: 1.0612, loss/aux0: 1.0612 2020-10-17 18:52:44,746 - mmaction - INFO - Epoch [4][260/792] lr: 3.750e-03, eta: 21:35:06, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.5635, top5_acc: 0.7990, loss_cls: 1.7857, loss: 1.7857, grad_norm: 4.2837, top1_acc/aux0: 0.7153, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0805, loss/aux0: 1.0805 2020-10-17 18:52:45,215 - mmaction - INFO - Epoch [4][260/792] lr: 3.750e-03, eta: 21:39:59, time: 0.504, data_time: 0.004, memory: 8335, top1_acc: 0.5635, top5_acc: 0.7990, loss_cls: 1.7857, loss: 1.7857, grad_norm: 4.3341, top1_acc/aux0: 0.7149, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0834, loss/aux0: 1.0834 2020-10-17 18:53:04,609 - mmaction - INFO - Epoch [4][280/792] lr: 3.750e-03, eta: 21:34:35, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8016, loss_cls: 1.7687, loss: 1.7687, grad_norm: 4.2695, top1_acc/aux0: 0.7254, top5_acc/aux0: 0.9085, loss_cls/aux0: 1.0397, loss/aux0: 1.0397 2020-10-17 18:53:05,054 - mmaction - INFO - Epoch [4][280/792] lr: 3.750e-03, eta: 21:39:20, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8016, loss_cls: 1.7687, loss: 1.7687, grad_norm: 4.2763, top1_acc/aux0: 0.7261, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0309, loss/aux0: 1.0309 2020-10-17 18:53:24,705 - mmaction - INFO - Epoch [4][300/792] lr: 3.750e-03, eta: 21:34:08, time: 0.509, data_time: 0.000, memory: 8335, top1_acc: 0.5698, top5_acc: 0.8245, loss_cls: 1.7057, loss: 1.7057, grad_norm: 4.2930, top1_acc/aux0: 0.7176, top5_acc/aux0: 0.9014, loss_cls/aux0: 1.0668, loss/aux0: 1.0668 2020-10-17 18:53:25,160 - mmaction - INFO - Epoch [4][300/792] lr: 3.750e-03, eta: 21:39:01, time: 0.512, data_time: 0.003, memory: 8335, top1_acc: 0.5698, top5_acc: 0.8245, loss_cls: 1.7057, loss: 1.7057, grad_norm: 4.2962, top1_acc/aux0: 0.7158, top5_acc/aux0: 0.9004, loss_cls/aux0: 1.0746, loss/aux0: 1.0746 2020-10-17 18:53:44,592 - mmaction - INFO - Epoch [4][320/792] lr: 3.750e-03, eta: 21:33:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.5568, top5_acc: 0.8031, loss_cls: 1.7907, loss: 1.7907, grad_norm: 4.4504, top1_acc/aux0: 0.7191, top5_acc/aux0: 0.9058, loss_cls/aux0: 1.0692, loss/aux0: 1.0692 2020-10-17 18:53:45,048 - mmaction - INFO - Epoch [4][320/792] lr: 3.750e-03, eta: 21:38:29, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.5568, top5_acc: 0.8031, loss_cls: 1.7907, loss: 1.7907, grad_norm: 4.4391, top1_acc/aux0: 0.7215, top5_acc/aux0: 0.9059, loss_cls/aux0: 1.0658, loss/aux0: 1.0658 2020-10-17 18:54:04,497 - mmaction - INFO - Epoch [4][340/792] lr: 3.750e-03, eta: 21:33:16, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.5615, top5_acc: 0.8036, loss_cls: 1.8022, loss: 1.8022, grad_norm: 4.4506, top1_acc/aux0: 0.7233, top5_acc/aux0: 0.9045, loss_cls/aux0: 1.0612, loss/aux0: 1.0612 2020-10-17 18:54:04,982 - mmaction - INFO - Epoch [4][340/792] lr: 3.750e-03, eta: 21:37:58, time: 0.502, data_time: 0.005, memory: 8335, top1_acc: 0.5615, top5_acc: 0.8036, loss_cls: 1.8022, loss: 1.8022, grad_norm: 4.4615, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9046, loss_cls/aux0: 1.0581, loss/aux0: 1.0581 2020-10-17 18:54:24,481 - mmaction - INFO - Epoch [4][360/792] lr: 3.750e-03, eta: 21:32:48, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.5552, top5_acc: 0.7943, loss_cls: 1.8130, loss: 1.8130, grad_norm: 4.3795, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0396, loss/aux0: 1.0396 2020-10-17 18:54:24,918 - mmaction - INFO - Epoch [4][360/792] lr: 3.750e-03, eta: 21:37:28, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.5552, top5_acc: 0.7943, loss_cls: 1.8130, loss: 1.8130, grad_norm: 4.3907, top1_acc/aux0: 0.7274, top5_acc/aux0: 0.9041, loss_cls/aux0: 1.0476, loss/aux0: 1.0476 2020-10-17 18:54:44,443 - mmaction - INFO - Epoch [4][380/792] lr: 3.750e-03, eta: 21:32:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5625, top5_acc: 0.7969, loss_cls: 1.7980, loss: 1.7980, grad_norm: 4.3823, top1_acc/aux0: 0.7218, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0517, loss/aux0: 1.0517 2020-10-17 18:54:44,929 - mmaction - INFO - Epoch [4][380/792] lr: 3.750e-03, eta: 21:36:56, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.5625, top5_acc: 0.7969, loss_cls: 1.7980, loss: 1.7980, grad_norm: 4.3908, top1_acc/aux0: 0.7202, top5_acc/aux0: 0.9082, loss_cls/aux0: 1.0485, loss/aux0: 1.0485 2020-10-17 18:55:04,324 - mmaction - INFO - Epoch [4][400/792] lr: 3.750e-03, eta: 21:31:47, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8125, loss_cls: 1.7595, loss: 1.7595, grad_norm: 4.4054, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9087, loss_cls/aux0: 1.0483, loss/aux0: 1.0483 2020-10-17 18:55:04,793 - mmaction - INFO - Epoch [4][400/792] lr: 3.750e-03, eta: 21:36:22, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8125, loss_cls: 1.7595, loss: 1.7595, grad_norm: 4.3672, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9090, loss_cls/aux0: 1.0429, loss/aux0: 1.0429 2020-10-17 18:55:24,396 - mmaction - INFO - Epoch [4][420/792] lr: 3.750e-03, eta: 21:31:21, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.5510, top5_acc: 0.7964, loss_cls: 1.8402, loss: 1.8402, grad_norm: 4.4096, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9040, loss_cls/aux0: 1.0599, loss/aux0: 1.0599 2020-10-17 18:55:24,847 - mmaction - INFO - Epoch [4][420/792] lr: 3.750e-03, eta: 21:35:58, time: 0.506, data_time: 0.002, memory: 8335, top1_acc: 0.5510, top5_acc: 0.7964, loss_cls: 1.8402, loss: 1.8402, grad_norm: 4.4030, top1_acc/aux0: 0.7238, top5_acc/aux0: 0.9046, loss_cls/aux0: 1.0582, loss/aux0: 1.0582 2020-10-17 18:55:44,443 - mmaction - INFO - Epoch [4][440/792] lr: 3.750e-03, eta: 21:30:55, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5661, top5_acc: 0.8089, loss_cls: 1.7706, loss: 1.7706, grad_norm: 4.3022, top1_acc/aux0: 0.7162, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0670, loss/aux0: 1.0670 2020-10-17 18:55:44,904 - mmaction - INFO - Epoch [4][440/792] lr: 3.750e-03, eta: 21:35:25, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.5661, top5_acc: 0.8089, loss_cls: 1.7706, loss: 1.7706, grad_norm: 4.3325, top1_acc/aux0: 0.7144, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0759, loss/aux0: 1.0759 2020-10-17 18:56:04,235 - mmaction - INFO - Epoch [4][460/792] lr: 3.750e-03, eta: 21:30:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8130, loss_cls: 1.7617, loss: 1.7617, grad_norm: 4.3845, top1_acc/aux0: 0.7175, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.0828, loss/aux0: 1.0828 2020-10-17 18:56:04,703 - mmaction - INFO - Epoch [4][460/792] lr: 3.750e-03, eta: 21:34:52, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8130, loss_cls: 1.7617, loss: 1.7617, grad_norm: 4.3872, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0792, loss/aux0: 1.0792 2020-10-17 18:56:24,698 - mmaction - INFO - Epoch [4][480/792] lr: 3.750e-03, eta: 21:29:53, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5615, top5_acc: 0.8063, loss_cls: 1.7742, loss: 1.7742, grad_norm: 4.3677, top1_acc/aux0: 0.7170, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0773, loss/aux0: 1.0773 2020-10-17 18:56:25,159 - mmaction - INFO - Epoch [4][480/792] lr: 3.750e-03, eta: 21:34:21, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.5615, top5_acc: 0.8063, loss_cls: 1.7742, loss: 1.7742, grad_norm: 4.3664, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0749, loss/aux0: 1.0749 2020-10-17 18:56:44,575 - mmaction - INFO - Epoch [4][500/792] lr: 3.750e-03, eta: 21:29:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5630, top5_acc: 0.8141, loss_cls: 1.7726, loss: 1.7726, grad_norm: 4.3789, top1_acc/aux0: 0.7295, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0599, loss/aux0: 1.0599 2020-10-17 18:56:45,035 - mmaction - INFO - Epoch [4][500/792] lr: 3.750e-03, eta: 21:33:49, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.5630, top5_acc: 0.8141, loss_cls: 1.7726, loss: 1.7726, grad_norm: 4.3686, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.8999, loss_cls/aux0: 1.0622, loss/aux0: 1.0622 2020-10-17 18:57:04,300 - mmaction - INFO - Epoch [4][520/792] lr: 3.750e-03, eta: 21:28:50, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.5609, top5_acc: 0.7948, loss_cls: 1.8236, loss: 1.8236, grad_norm: 4.3895, top1_acc/aux0: 0.7175, top5_acc/aux0: 0.9045, loss_cls/aux0: 1.0703, loss/aux0: 1.0703 2020-10-17 18:57:04,741 - mmaction - INFO - Epoch [4][520/792] lr: 3.750e-03, eta: 21:33:08, time: 0.491, data_time: 0.003, memory: 8335, top1_acc: 0.5609, top5_acc: 0.7948, loss_cls: 1.8236, loss: 1.8236, grad_norm: 4.4073, top1_acc/aux0: 0.7192, top5_acc/aux0: 0.9054, loss_cls/aux0: 1.0676, loss/aux0: 1.0676 2020-10-17 18:57:24,039 - mmaction - INFO - Epoch [4][540/792] lr: 3.750e-03, eta: 21:28:13, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.5755, top5_acc: 0.8141, loss_cls: 1.7030, loss: 1.7030, grad_norm: 4.3258, top1_acc/aux0: 0.7252, top5_acc/aux0: 0.9025, loss_cls/aux0: 1.0595, loss/aux0: 1.0595 2020-10-17 18:57:24,517 - mmaction - INFO - Epoch [4][540/792] lr: 3.750e-03, eta: 21:32:32, time: 0.495, data_time: 0.005, memory: 8335, top1_acc: 0.5755, top5_acc: 0.8141, loss_cls: 1.7030, loss: 1.7030, grad_norm: 4.3787, top1_acc/aux0: 0.7241, top5_acc/aux0: 0.9007, loss_cls/aux0: 1.0664, loss/aux0: 1.0664 2020-10-17 18:57:43,883 - mmaction - INFO - Epoch [4][560/792] lr: 3.750e-03, eta: 21:27:40, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5437, top5_acc: 0.7776, loss_cls: 1.8669, loss: 1.8669, grad_norm: 4.4404, top1_acc/aux0: 0.7186, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0687, loss/aux0: 1.0687 2020-10-17 18:57:44,335 - mmaction - INFO - Epoch [4][560/792] lr: 3.750e-03, eta: 21:31:57, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.5437, top5_acc: 0.7776, loss_cls: 1.8669, loss: 1.8669, grad_norm: 4.4174, top1_acc/aux0: 0.7189, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0631, loss/aux0: 1.0631 2020-10-17 18:58:03,803 - mmaction - INFO - Epoch [4][580/792] lr: 3.750e-03, eta: 21:27:08, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8130, loss_cls: 1.7026, loss: 1.7026, grad_norm: 4.2848, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9106, loss_cls/aux0: 1.0177, loss/aux0: 1.0177 2020-10-17 18:58:04,247 - mmaction - INFO - Epoch [4][580/792] lr: 3.750e-03, eta: 21:31:23, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8130, loss_cls: 1.7026, loss: 1.7026, grad_norm: 4.2519, top1_acc/aux0: 0.7316, top5_acc/aux0: 0.9112, loss_cls/aux0: 1.0146, loss/aux0: 1.0146 2020-10-17 18:58:23,807 - mmaction - INFO - Epoch [4][600/792] lr: 3.750e-03, eta: 21:26:41, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.5474, top5_acc: 0.7948, loss_cls: 1.8031, loss: 1.8031, grad_norm: 4.3827, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0501, loss/aux0: 1.0501 2020-10-17 18:58:24,263 - mmaction - INFO - Epoch [4][600/792] lr: 3.750e-03, eta: 21:31:01, time: 0.508, data_time: 0.004, memory: 8335, top1_acc: 0.5474, top5_acc: 0.7948, loss_cls: 1.8031, loss: 1.8031, grad_norm: 4.3947, top1_acc/aux0: 0.7186, top5_acc/aux0: 0.9084, loss_cls/aux0: 1.0541, loss/aux0: 1.0541 2020-10-17 18:58:43,577 - mmaction - INFO - Epoch [4][620/792] lr: 3.750e-03, eta: 21:26:13, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.5641, top5_acc: 0.7964, loss_cls: 1.7741, loss: 1.7741, grad_norm: 4.2051, top1_acc/aux0: 0.7346, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0392, loss/aux0: 1.0392 2020-10-17 18:58:44,033 - mmaction - INFO - Epoch [4][620/792] lr: 3.750e-03, eta: 21:30:24, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.5641, top5_acc: 0.7964, loss_cls: 1.7741, loss: 1.7741, grad_norm: 4.2233, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9027, loss_cls/aux0: 1.0415, loss/aux0: 1.0415 2020-10-17 18:59:03,526 - mmaction - INFO - Epoch [4][640/792] lr: 3.750e-03, eta: 21:25:44, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.5625, top5_acc: 0.7979, loss_cls: 1.7873, loss: 1.7873, grad_norm: 4.4152, top1_acc/aux0: 0.7183, top5_acc/aux0: 0.9033, loss_cls/aux0: 1.0617, loss/aux0: 1.0617 2020-10-17 18:59:03,983 - mmaction - INFO - Epoch [4][640/792] lr: 3.750e-03, eta: 21:30:00, time: 0.506, data_time: 0.004, memory: 8335, top1_acc: 0.5625, top5_acc: 0.7979, loss_cls: 1.7873, loss: 1.7873, grad_norm: 4.3903, top1_acc/aux0: 0.7189, top5_acc/aux0: 0.9030, loss_cls/aux0: 1.0591, loss/aux0: 1.0591 2020-10-17 18:59:23,398 - mmaction - INFO - Epoch [4][660/792] lr: 3.750e-03, eta: 21:25:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5719, top5_acc: 0.8120, loss_cls: 1.7817, loss: 1.7817, grad_norm: 4.4260, top1_acc/aux0: 0.7291, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0222, loss/aux0: 1.0222 2020-10-17 18:59:23,866 - mmaction - INFO - Epoch [4][660/792] lr: 3.750e-03, eta: 21:29:28, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.5719, top5_acc: 0.8120, loss_cls: 1.7817, loss: 1.7817, grad_norm: 4.4320, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9088, loss_cls/aux0: 1.0217, loss/aux0: 1.0217 2020-10-17 18:59:43,396 - mmaction - INFO - Epoch [4][680/792] lr: 3.750e-03, eta: 21:24:52, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8047, loss_cls: 1.7729, loss: 1.7729, grad_norm: 4.4465, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0405, loss/aux0: 1.0405 2020-10-17 18:59:43,834 - mmaction - INFO - Epoch [4][680/792] lr: 3.750e-03, eta: 21:29:04, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8047, loss_cls: 1.7729, loss: 1.7729, grad_norm: 4.4620, top1_acc/aux0: 0.7254, top5_acc/aux0: 0.9058, loss_cls/aux0: 1.0389, loss/aux0: 1.0389 2020-10-17 19:00:03,562 - mmaction - INFO - Epoch [4][700/792] lr: 3.750e-03, eta: 21:24:32, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.5859, top5_acc: 0.8307, loss_cls: 1.6760, loss: 1.6760, grad_norm: 4.3424, top1_acc/aux0: 0.7340, top5_acc/aux0: 0.9097, loss_cls/aux0: 1.0262, loss/aux0: 1.0262 2020-10-17 19:00:04,021 - mmaction - INFO - Epoch [4][700/792] lr: 3.750e-03, eta: 21:28:40, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.5859, top5_acc: 0.8307, loss_cls: 1.6760, loss: 1.6760, grad_norm: 4.3890, top1_acc/aux0: 0.7314, top5_acc/aux0: 0.9100, loss_cls/aux0: 1.0324, loss/aux0: 1.0324 2020-10-17 19:00:23,547 - mmaction - INFO - Epoch [4][720/792] lr: 3.750e-03, eta: 21:24:05, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.5583, top5_acc: 0.8083, loss_cls: 1.7587, loss: 1.7587, grad_norm: 4.4292, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.9148, loss_cls/aux0: 1.0024, loss/aux0: 1.0024 2020-10-17 19:00:24,063 - mmaction - INFO - Epoch [4][720/792] lr: 3.750e-03, eta: 21:28:13, time: 0.504, data_time: 0.005, memory: 8335, top1_acc: 0.5583, top5_acc: 0.8083, loss_cls: 1.7587, loss: 1.7587, grad_norm: 4.4266, top1_acc/aux0: 0.7350, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9995, loss/aux0: 0.9995 2020-10-17 19:00:43,550 - mmaction - INFO - Epoch [4][740/792] lr: 3.750e-03, eta: 21:23:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5557, top5_acc: 0.8000, loss_cls: 1.7983, loss: 1.7983, grad_norm: 4.3402, top1_acc/aux0: 0.7254, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0440, loss/aux0: 1.0440 2020-10-17 19:00:43,984 - mmaction - INFO - Epoch [4][740/792] lr: 3.750e-03, eta: 21:27:40, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.5557, top5_acc: 0.8000, loss_cls: 1.7983, loss: 1.7983, grad_norm: 4.3501, top1_acc/aux0: 0.7261, top5_acc/aux0: 0.9082, loss_cls/aux0: 1.0366, loss/aux0: 1.0366 2020-10-17 19:01:03,320 - mmaction - INFO - Epoch [4][760/792] lr: 3.750e-03, eta: 21:23:07, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5865, top5_acc: 0.8240, loss_cls: 1.6688, loss: 1.6688, grad_norm: 4.3370, top1_acc/aux0: 0.7356, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0067, loss/aux0: 1.0067 2020-10-17 19:01:03,793 - mmaction - INFO - Epoch [4][760/792] lr: 3.750e-03, eta: 21:27:08, time: 0.497, data_time: 0.005, memory: 8335, top1_acc: 0.5865, top5_acc: 0.8240, loss_cls: 1.6688, loss: 1.6688, grad_norm: 4.3113, top1_acc/aux0: 0.7363, top5_acc/aux0: 0.9074, loss_cls/aux0: 1.0121, loss/aux0: 1.0121 2020-10-17 19:01:23,321 - mmaction - INFO - Epoch [4][780/792] lr: 3.750e-03, eta: 21:22:42, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.5734, top5_acc: 0.8115, loss_cls: 1.7543, loss: 1.7543, grad_norm: 4.3759, top1_acc/aux0: 0.7262, top5_acc/aux0: 0.9067, loss_cls/aux0: 1.0349, loss/aux0: 1.0349 2020-10-17 19:01:23,842 - mmaction - INFO - Epoch [4][780/792] lr: 3.750e-03, eta: 21:26:48, time: 0.512, data_time: 0.004, memory: 8335, top1_acc: 0.5734, top5_acc: 0.8115, loss_cls: 1.7543, loss: 1.7543, grad_norm: 4.3823, top1_acc/aux0: 0.7256, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0329, loss/aux0: 1.0329 2020-10-17 19:01:38,196 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-10-17 19:04:23,957 - mmaction - INFO - Epoch [5][20/792] lr: 3.750e-03, eta: 21:17:24, time: 0.510, data_time: 0.000, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8255, loss_cls: 1.6213, loss: 1.6213, grad_norm: 4.3436, top1_acc/aux0: 0.7327, top5_acc/aux0: 0.9084, loss_cls/aux0: 1.0114, loss/aux0: 1.0114 2020-10-17 19:04:24,386 - mmaction - INFO - Epoch [5][20/792] lr: 3.750e-03, eta: 21:21:27, time: 0.509, data_time: 0.002, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8255, loss_cls: 1.6213, loss: 1.6213, grad_norm: 4.2860, top1_acc/aux0: 0.7335, top5_acc/aux0: 0.9093, loss_cls/aux0: 1.0094, loss/aux0: 1.0094 2020-10-17 19:04:43,742 - mmaction - INFO - Epoch [5][40/792] lr: 3.750e-03, eta: 21:17:02, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5750, top5_acc: 0.8151, loss_cls: 1.7202, loss: 1.7202, grad_norm: 4.3272, top1_acc/aux0: 0.7316, top5_acc/aux0: 0.9071, loss_cls/aux0: 1.0244, loss/aux0: 1.0244 2020-10-17 19:04:44,194 - mmaction - INFO - Epoch [5][40/792] lr: 3.750e-03, eta: 21:20:58, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.5750, top5_acc: 0.8151, loss_cls: 1.7202, loss: 1.7202, grad_norm: 4.3517, top1_acc/aux0: 0.7300, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0305, loss/aux0: 1.0305 2020-10-17 19:05:03,517 - mmaction - INFO - Epoch [5][60/792] lr: 3.750e-03, eta: 21:16:35, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5682, top5_acc: 0.8109, loss_cls: 1.7544, loss: 1.7544, grad_norm: 4.3840, top1_acc/aux0: 0.7265, top5_acc/aux0: 0.9032, loss_cls/aux0: 1.0428, loss/aux0: 1.0428 2020-10-17 19:05:04,025 - mmaction - INFO - Epoch [5][60/792] lr: 3.750e-03, eta: 21:20:31, time: 0.501, data_time: 0.005, memory: 8335, top1_acc: 0.5682, top5_acc: 0.8109, loss_cls: 1.7544, loss: 1.7544, grad_norm: 4.4078, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9017, loss_cls/aux0: 1.0475, loss/aux0: 1.0475 2020-10-17 19:05:23,611 - mmaction - INFO - Epoch [5][80/792] lr: 3.750e-03, eta: 21:16:14, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.5682, top5_acc: 0.8156, loss_cls: 1.7344, loss: 1.7344, grad_norm: 4.3819, top1_acc/aux0: 0.7298, top5_acc/aux0: 0.9048, loss_cls/aux0: 1.0307, loss/aux0: 1.0307 2020-10-17 19:05:24,064 - mmaction - INFO - Epoch [5][80/792] lr: 3.750e-03, eta: 21:20:11, time: 0.507, data_time: 0.003, memory: 8335, top1_acc: 0.5682, top5_acc: 0.8156, loss_cls: 1.7344, loss: 1.7344, grad_norm: 4.4047, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9067, loss_cls/aux0: 1.0286, loss/aux0: 1.0286 2020-10-17 19:05:43,564 - mmaction - INFO - Epoch [5][100/792] lr: 3.750e-03, eta: 21:15:54, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8187, loss_cls: 1.6891, loss: 1.6891, grad_norm: 4.3774, top1_acc/aux0: 0.7329, top5_acc/aux0: 0.9098, loss_cls/aux0: 1.0140, loss/aux0: 1.0140 2020-10-17 19:05:44,023 - mmaction - INFO - Epoch [5][100/792] lr: 3.750e-03, eta: 21:19:47, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8187, loss_cls: 1.6891, loss: 1.6891, grad_norm: 4.3955, top1_acc/aux0: 0.7330, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0086, loss/aux0: 1.0086 2020-10-17 19:06:03,510 - mmaction - INFO - Epoch [5][120/792] lr: 3.750e-03, eta: 21:15:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8203, loss_cls: 1.7195, loss: 1.7195, grad_norm: 4.4574, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9069, loss_cls/aux0: 1.0158, loss/aux0: 1.0158 2020-10-17 19:06:03,962 - mmaction - INFO - Epoch [5][120/792] lr: 3.750e-03, eta: 21:19:21, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8203, loss_cls: 1.7195, loss: 1.7195, grad_norm: 4.4569, top1_acc/aux0: 0.7308, top5_acc/aux0: 0.9075, loss_cls/aux0: 1.0118, loss/aux0: 1.0118 2020-10-17 19:06:23,324 - mmaction - INFO - Epoch [5][140/792] lr: 3.750e-03, eta: 21:15:02, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.5917, top5_acc: 0.8120, loss_cls: 1.6711, loss: 1.6711, grad_norm: 4.3999, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0328, loss/aux0: 1.0328 2020-10-17 19:06:23,774 - mmaction - INFO - Epoch [5][140/792] lr: 3.750e-03, eta: 21:18:49, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.5917, top5_acc: 0.8120, loss_cls: 1.6711, loss: 1.6711, grad_norm: 4.3980, top1_acc/aux0: 0.7295, top5_acc/aux0: 0.9056, loss_cls/aux0: 1.0364, loss/aux0: 1.0364 2020-10-17 19:06:43,183 - mmaction - INFO - Epoch [5][160/792] lr: 3.750e-03, eta: 21:14:35, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5990, top5_acc: 0.8193, loss_cls: 1.6966, loss: 1.6966, grad_norm: 4.4633, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9033, loss_cls/aux0: 1.0451, loss/aux0: 1.0451 2020-10-17 19:06:43,649 - mmaction - INFO - Epoch [5][160/792] lr: 3.750e-03, eta: 21:18:22, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.5990, top5_acc: 0.8193, loss_cls: 1.6966, loss: 1.6966, grad_norm: 4.4541, top1_acc/aux0: 0.7243, top5_acc/aux0: 0.9038, loss_cls/aux0: 1.0438, loss/aux0: 1.0438 2020-10-17 19:07:03,061 - mmaction - INFO - Epoch [5][180/792] lr: 3.750e-03, eta: 21:14:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8156, loss_cls: 1.7052, loss: 1.7052, grad_norm: 4.4143, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0338, loss/aux0: 1.0338 2020-10-17 19:07:03,513 - mmaction - INFO - Epoch [5][180/792] lr: 3.750e-03, eta: 21:17:54, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8156, loss_cls: 1.7052, loss: 1.7052, grad_norm: 4.3955, top1_acc/aux0: 0.7314, top5_acc/aux0: 0.9075, loss_cls/aux0: 1.0269, loss/aux0: 1.0269 2020-10-17 19:07:23,030 - mmaction - INFO - Epoch [5][200/792] lr: 3.750e-03, eta: 21:13:45, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.5792, top5_acc: 0.8208, loss_cls: 1.6869, loss: 1.6869, grad_norm: 4.4510, top1_acc/aux0: 0.7334, top5_acc/aux0: 0.9077, loss_cls/aux0: 1.0136, loss/aux0: 1.0136 2020-10-17 19:07:23,503 - mmaction - INFO - Epoch [5][200/792] lr: 3.750e-03, eta: 21:17:33, time: 0.507, data_time: 0.004, memory: 8335, top1_acc: 0.5792, top5_acc: 0.8208, loss_cls: 1.6869, loss: 1.6869, grad_norm: 4.4298, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.9071, loss_cls/aux0: 1.0203, loss/aux0: 1.0203 2020-10-17 19:07:42,916 - mmaction - INFO - Epoch [5][220/792] lr: 3.750e-03, eta: 21:13:22, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8182, loss_cls: 1.7072, loss: 1.7072, grad_norm: 4.4403, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0268, loss/aux0: 1.0268 2020-10-17 19:07:43,386 - mmaction - INFO - Epoch [5][220/792] lr: 3.750e-03, eta: 21:17:05, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8182, loss_cls: 1.7072, loss: 1.7072, grad_norm: 4.4552, top1_acc/aux0: 0.7304, top5_acc/aux0: 0.9069, loss_cls/aux0: 1.0338, loss/aux0: 1.0338 2020-10-17 19:08:02,965 - mmaction - INFO - Epoch [5][240/792] lr: 3.750e-03, eta: 21:12:58, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.5625, top5_acc: 0.8151, loss_cls: 1.7135, loss: 1.7135, grad_norm: 4.2780, top1_acc/aux0: 0.7340, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0129, loss/aux0: 1.0129 2020-10-17 19:08:03,442 - mmaction - INFO - Epoch [5][240/792] lr: 3.750e-03, eta: 21:16:42, time: 0.504, data_time: 0.004, memory: 8335, top1_acc: 0.5625, top5_acc: 0.8151, loss_cls: 1.7135, loss: 1.7135, grad_norm: 4.2683, top1_acc/aux0: 0.7353, top5_acc/aux0: 0.9085, loss_cls/aux0: 1.0032, loss/aux0: 1.0032 2020-10-17 19:08:22,928 - mmaction - INFO - Epoch [5][260/792] lr: 3.750e-03, eta: 21:12:36, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.5859, top5_acc: 0.8313, loss_cls: 1.7051, loss: 1.7051, grad_norm: 4.4813, top1_acc/aux0: 0.7270, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0218, loss/aux0: 1.0218 2020-10-17 19:08:23,348 - mmaction - INFO - Epoch [5][260/792] lr: 3.750e-03, eta: 21:16:17, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.5859, top5_acc: 0.8313, loss_cls: 1.7051, loss: 1.7051, grad_norm: 4.4966, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9100, loss_cls/aux0: 1.0223, loss/aux0: 1.0223 2020-10-17 19:08:43,090 - mmaction - INFO - Epoch [5][280/792] lr: 3.750e-03, eta: 21:12:16, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8146, loss_cls: 1.6991, loss: 1.6991, grad_norm: 4.3942, top1_acc/aux0: 0.7267, top5_acc/aux0: 0.9090, loss_cls/aux0: 1.0205, loss/aux0: 1.0205 2020-10-17 19:08:43,531 - mmaction - INFO - Epoch [5][280/792] lr: 3.750e-03, eta: 21:15:59, time: 0.508, data_time: 0.003, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8146, loss_cls: 1.6991, loss: 1.6991, grad_norm: 4.3855, top1_acc/aux0: 0.7277, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0206, loss/aux0: 1.0206 2020-10-17 19:09:02,984 - mmaction - INFO - Epoch [5][300/792] lr: 3.750e-03, eta: 21:11:57, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.5828, top5_acc: 0.8203, loss_cls: 1.7015, loss: 1.7015, grad_norm: 4.3120, top1_acc/aux0: 0.7355, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0012, loss/aux0: 1.0012 2020-10-17 19:09:03,428 - mmaction - INFO - Epoch [5][300/792] lr: 3.750e-03, eta: 21:15:37, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.5828, top5_acc: 0.8203, loss_cls: 1.7015, loss: 1.7015, grad_norm: 4.3146, top1_acc/aux0: 0.7334, top5_acc/aux0: 0.9088, loss_cls/aux0: 1.0082, loss/aux0: 1.0082 2020-10-17 19:09:22,941 - mmaction - INFO - Epoch [5][320/792] lr: 3.750e-03, eta: 21:11:37, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.5922, top5_acc: 0.8083, loss_cls: 1.6908, loss: 1.6908, grad_norm: 4.3448, top1_acc/aux0: 0.7231, top5_acc/aux0: 0.9043, loss_cls/aux0: 1.0368, loss/aux0: 1.0368 2020-10-17 19:09:23,410 - mmaction - INFO - Epoch [5][320/792] lr: 3.750e-03, eta: 21:15:16, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.5922, top5_acc: 0.8083, loss_cls: 1.6908, loss: 1.6908, grad_norm: 4.3528, top1_acc/aux0: 0.7243, top5_acc/aux0: 0.9056, loss_cls/aux0: 1.0294, loss/aux0: 1.0294 2020-10-17 19:09:42,779 - mmaction - INFO - Epoch [5][340/792] lr: 3.750e-03, eta: 21:11:13, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5990, top5_acc: 0.8391, loss_cls: 1.6036, loss: 1.6036, grad_norm: 4.3554, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9136, loss_cls/aux0: 0.9840, loss/aux0: 0.9840 2020-10-17 19:09:43,270 - mmaction - INFO - Epoch [5][340/792] lr: 3.750e-03, eta: 21:14:48, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.5990, top5_acc: 0.8391, loss_cls: 1.6036, loss: 1.6036, grad_norm: 4.3417, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9865, loss/aux0: 0.9865 2020-10-17 19:10:02,658 - mmaction - INFO - Epoch [5][360/792] lr: 3.750e-03, eta: 21:10:46, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5854, top5_acc: 0.8229, loss_cls: 1.6722, loss: 1.6722, grad_norm: 4.3068, top1_acc/aux0: 0.7363, top5_acc/aux0: 0.9071, loss_cls/aux0: 1.0116, loss/aux0: 1.0116 2020-10-17 19:10:03,101 - mmaction - INFO - Epoch [5][360/792] lr: 3.750e-03, eta: 21:14:19, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.5854, top5_acc: 0.8229, loss_cls: 1.6722, loss: 1.6722, grad_norm: 4.3681, top1_acc/aux0: 0.7346, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0146, loss/aux0: 1.0146 2020-10-17 19:10:22,586 - mmaction - INFO - Epoch [5][380/792] lr: 3.750e-03, eta: 21:10:21, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8255, loss_cls: 1.6179, loss: 1.6179, grad_norm: 4.3810, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9124, loss_cls/aux0: 1.0076, loss/aux0: 1.0076 2020-10-17 19:10:23,046 - mmaction - INFO - Epoch [5][380/792] lr: 3.750e-03, eta: 21:13:55, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8255, loss_cls: 1.6179, loss: 1.6179, grad_norm: 4.4404, top1_acc/aux0: 0.7351, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0105, loss/aux0: 1.0105 2020-10-17 19:10:42,400 - mmaction - INFO - Epoch [5][400/792] lr: 3.750e-03, eta: 21:09:56, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5766, top5_acc: 0.8036, loss_cls: 1.7493, loss: 1.7493, grad_norm: 4.4019, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.9061, loss_cls/aux0: 1.0279, loss/aux0: 1.0279 2020-10-17 19:10:42,941 - mmaction - INFO - Epoch [5][400/792] lr: 3.750e-03, eta: 21:13:29, time: 0.502, data_time: 0.005, memory: 8335, top1_acc: 0.5766, top5_acc: 0.8036, loss_cls: 1.7493, loss: 1.7493, grad_norm: 4.3988, top1_acc/aux0: 0.7329, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0239, loss/aux0: 1.0239 2020-10-17 19:11:02,274 - mmaction - INFO - Epoch [5][420/792] lr: 3.750e-03, eta: 21:09:32, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5646, top5_acc: 0.8172, loss_cls: 1.7369, loss: 1.7369, grad_norm: 4.4711, top1_acc/aux0: 0.7301, top5_acc/aux0: 0.9069, loss_cls/aux0: 1.0327, loss/aux0: 1.0327 2020-10-17 19:11:02,790 - mmaction - INFO - Epoch [5][420/792] lr: 3.750e-03, eta: 21:13:03, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.5646, top5_acc: 0.8172, loss_cls: 1.7369, loss: 1.7369, grad_norm: 4.4759, top1_acc/aux0: 0.7300, top5_acc/aux0: 0.9061, loss_cls/aux0: 1.0369, loss/aux0: 1.0369 2020-10-17 19:11:22,157 - mmaction - INFO - Epoch [5][440/792] lr: 3.750e-03, eta: 21:09:07, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8271, loss_cls: 1.6565, loss: 1.6565, grad_norm: 4.4692, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0324, loss/aux0: 1.0324 2020-10-17 19:11:22,595 - mmaction - INFO - Epoch [5][440/792] lr: 3.750e-03, eta: 21:12:35, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8271, loss_cls: 1.6565, loss: 1.6565, grad_norm: 4.4572, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0287, loss/aux0: 1.0287 2020-10-17 19:11:41,953 - mmaction - INFO - Epoch [5][460/792] lr: 3.750e-03, eta: 21:08:39, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5865, top5_acc: 0.8130, loss_cls: 1.6971, loss: 1.6971, grad_norm: 4.4287, top1_acc/aux0: 0.7295, top5_acc/aux0: 0.9119, loss_cls/aux0: 1.0139, loss/aux0: 1.0139 2020-10-17 19:11:42,386 - mmaction - INFO - Epoch [5][460/792] lr: 3.750e-03, eta: 21:12:05, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.5865, top5_acc: 0.8130, loss_cls: 1.6971, loss: 1.6971, grad_norm: 4.4383, top1_acc/aux0: 0.7304, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0118, loss/aux0: 1.0118 2020-10-17 19:12:01,981 - mmaction - INFO - Epoch [5][480/792] lr: 3.750e-03, eta: 21:08:12, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8307, loss_cls: 1.6464, loss: 1.6464, grad_norm: 4.5003, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0191, loss/aux0: 1.0191 2020-10-17 19:12:02,400 - mmaction - INFO - Epoch [5][480/792] lr: 3.750e-03, eta: 21:11:37, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8307, loss_cls: 1.6464, loss: 1.6464, grad_norm: 4.4901, top1_acc/aux0: 0.7327, top5_acc/aux0: 0.9111, loss_cls/aux0: 1.0129, loss/aux0: 1.0129 2020-10-17 19:12:22,019 - mmaction - INFO - Epoch [5][500/792] lr: 3.750e-03, eta: 21:07:48, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8161, loss_cls: 1.6873, loss: 1.6873, grad_norm: 4.4777, top1_acc/aux0: 0.7244, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0487, loss/aux0: 1.0487 2020-10-17 19:12:22,491 - mmaction - INFO - Epoch [5][500/792] lr: 3.750e-03, eta: 21:11:15, time: 0.504, data_time: 0.004, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8161, loss_cls: 1.6873, loss: 1.6873, grad_norm: 4.4560, top1_acc/aux0: 0.7223, top5_acc/aux0: 0.9040, loss_cls/aux0: 1.0586, loss/aux0: 1.0586 2020-10-17 19:12:41,849 - mmaction - INFO - Epoch [5][520/792] lr: 3.750e-03, eta: 21:07:24, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8151, loss_cls: 1.6910, loss: 1.6910, grad_norm: 4.4309, top1_acc/aux0: 0.7389, top5_acc/aux0: 0.9093, loss_cls/aux0: 0.9981, loss/aux0: 0.9981 2020-10-17 19:12:42,277 - mmaction - INFO - Epoch [5][520/792] lr: 3.750e-03, eta: 21:10:46, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8151, loss_cls: 1.6910, loss: 1.6910, grad_norm: 4.4494, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0009, loss/aux0: 1.0009 2020-10-17 19:13:01,631 - mmaction - INFO - Epoch [5][540/792] lr: 3.750e-03, eta: 21:06:56, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5844, top5_acc: 0.8328, loss_cls: 1.6254, loss: 1.6254, grad_norm: 4.5574, top1_acc/aux0: 0.7340, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0087, loss/aux0: 1.0087 2020-10-17 19:13:02,079 - mmaction - INFO - Epoch [5][540/792] lr: 3.750e-03, eta: 21:10:18, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.5844, top5_acc: 0.8328, loss_cls: 1.6254, loss: 1.6254, grad_norm: 4.5138, top1_acc/aux0: 0.7382, top5_acc/aux0: 0.9110, loss_cls/aux0: 0.9963, loss/aux0: 0.9963 2020-10-17 19:13:21,447 - mmaction - INFO - Epoch [5][560/792] lr: 3.750e-03, eta: 21:06:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5875, top5_acc: 0.8245, loss_cls: 1.6893, loss: 1.6893, grad_norm: 4.4664, top1_acc/aux0: 0.7301, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0195, loss/aux0: 1.0195 2020-10-17 19:13:21,895 - mmaction - INFO - Epoch [5][560/792] lr: 3.750e-03, eta: 21:09:50, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.5875, top5_acc: 0.8245, loss_cls: 1.6893, loss: 1.6893, grad_norm: 4.4463, top1_acc/aux0: 0.7287, top5_acc/aux0: 0.9072, loss_cls/aux0: 1.0240, loss/aux0: 1.0240 2020-10-17 19:13:41,249 - mmaction - INFO - Epoch [5][580/792] lr: 3.750e-03, eta: 21:06:02, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5755, top5_acc: 0.8208, loss_cls: 1.7097, loss: 1.7097, grad_norm: 4.5025, top1_acc/aux0: 0.7257, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0372, loss/aux0: 1.0372 2020-10-17 19:13:41,744 - mmaction - INFO - Epoch [5][580/792] lr: 3.750e-03, eta: 21:09:22, time: 0.496, data_time: 0.005, memory: 8335, top1_acc: 0.5755, top5_acc: 0.8208, loss_cls: 1.7097, loss: 1.7097, grad_norm: 4.4888, top1_acc/aux0: 0.7256, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0387, loss/aux0: 1.0387 2020-10-17 19:14:01,143 - mmaction - INFO - Epoch [5][600/792] lr: 3.750e-03, eta: 21:05:36, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5870, top5_acc: 0.8000, loss_cls: 1.7116, loss: 1.7116, grad_norm: 4.4932, top1_acc/aux0: 0.7356, top5_acc/aux0: 0.9118, loss_cls/aux0: 1.0006, loss/aux0: 1.0006 2020-10-17 19:14:01,559 - mmaction - INFO - Epoch [5][600/792] lr: 3.750e-03, eta: 21:08:55, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.5870, top5_acc: 0.8000, loss_cls: 1.7116, loss: 1.7116, grad_norm: 4.4691, top1_acc/aux0: 0.7358, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9969, loss/aux0: 0.9969 2020-10-17 19:14:21,107 - mmaction - INFO - Epoch [5][620/792] lr: 3.750e-03, eta: 21:05:15, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.6000, top5_acc: 0.8307, loss_cls: 1.6028, loss: 1.6028, grad_norm: 4.3036, top1_acc/aux0: 0.7454, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9686, loss/aux0: 0.9686 2020-10-17 19:14:21,546 - mmaction - INFO - Epoch [5][620/792] lr: 3.750e-03, eta: 21:08:37, time: 0.508, data_time: 0.002, memory: 8335, top1_acc: 0.6000, top5_acc: 0.8307, loss_cls: 1.6028, loss: 1.6028, grad_norm: 4.3289, top1_acc/aux0: 0.7452, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9655, loss/aux0: 0.9655 2020-10-17 19:14:41,101 - mmaction - INFO - Epoch [5][640/792] lr: 3.750e-03, eta: 21:04:56, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.5766, top5_acc: 0.8203, loss_cls: 1.6996, loss: 1.6996, grad_norm: 4.3312, top1_acc/aux0: 0.7478, top5_acc/aux0: 0.9145, loss_cls/aux0: 0.9692, loss/aux0: 0.9692 2020-10-17 19:14:41,537 - mmaction - INFO - Epoch [5][640/792] lr: 3.750e-03, eta: 21:08:12, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5766, top5_acc: 0.8203, loss_cls: 1.6996, loss: 1.6996, grad_norm: 4.3236, top1_acc/aux0: 0.7467, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9734, loss/aux0: 0.9734 2020-10-17 19:15:00,977 - mmaction - INFO - Epoch [5][660/792] lr: 3.750e-03, eta: 21:04:32, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8141, loss_cls: 1.6947, loss: 1.6947, grad_norm: 4.4020, top1_acc/aux0: 0.7366, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9953, loss/aux0: 0.9953 2020-10-17 19:15:01,424 - mmaction - INFO - Epoch [5][660/792] lr: 3.750e-03, eta: 21:07:49, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8141, loss_cls: 1.6947, loss: 1.6947, grad_norm: 4.3821, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.9939, loss/aux0: 0.9939 2020-10-17 19:15:20,918 - mmaction - INFO - Epoch [5][680/792] lr: 3.750e-03, eta: 21:04:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5953, top5_acc: 0.8042, loss_cls: 1.7098, loss: 1.7098, grad_norm: 4.3744, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9969, loss/aux0: 0.9969 2020-10-17 19:15:21,374 - mmaction - INFO - Epoch [5][680/792] lr: 3.750e-03, eta: 21:07:24, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.5953, top5_acc: 0.8042, loss_cls: 1.7098, loss: 1.7098, grad_norm: 4.3849, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9121, loss_cls/aux0: 0.9987, loss/aux0: 0.9987 2020-10-17 19:15:40,761 - mmaction - INFO - Epoch [5][700/792] lr: 3.750e-03, eta: 21:03:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8161, loss_cls: 1.7174, loss: 1.7174, grad_norm: 4.4477, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0076, loss/aux0: 1.0076 2020-10-17 19:15:41,206 - mmaction - INFO - Epoch [5][700/792] lr: 3.750e-03, eta: 21:06:57, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8161, loss_cls: 1.7174, loss: 1.7174, grad_norm: 4.4577, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9098, loss_cls/aux0: 1.0068, loss/aux0: 1.0068 2020-10-17 19:16:00,518 - mmaction - INFO - Epoch [5][720/792] lr: 3.750e-03, eta: 21:03:17, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8245, loss_cls: 1.6788, loss: 1.6788, grad_norm: 4.4367, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0008, loss/aux0: 1.0008 2020-10-17 19:16:00,967 - mmaction - INFO - Epoch [5][720/792] lr: 3.750e-03, eta: 21:06:29, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8245, loss_cls: 1.6788, loss: 1.6788, grad_norm: 4.4207, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9095, loss_cls/aux0: 1.0023, loss/aux0: 1.0023 2020-10-17 19:16:20,602 - mmaction - INFO - Epoch [5][740/792] lr: 3.750e-03, eta: 21:02:54, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.5818, top5_acc: 0.8359, loss_cls: 1.6624, loss: 1.6624, grad_norm: 4.5008, top1_acc/aux0: 0.7309, top5_acc/aux0: 0.9027, loss_cls/aux0: 1.0365, loss/aux0: 1.0365 2020-10-17 19:16:21,033 - mmaction - INFO - Epoch [5][740/792] lr: 3.750e-03, eta: 21:06:08, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.5818, top5_acc: 0.8359, loss_cls: 1.6624, loss: 1.6624, grad_norm: 4.5149, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0402, loss/aux0: 1.0402 2020-10-17 19:16:40,527 - mmaction - INFO - Epoch [5][760/792] lr: 3.750e-03, eta: 21:02:32, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8036, loss_cls: 1.7303, loss: 1.7303, grad_norm: 4.5834, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9069, loss_cls/aux0: 1.0095, loss/aux0: 1.0095 2020-10-17 19:16:40,966 - mmaction - INFO - Epoch [5][760/792] lr: 3.750e-03, eta: 21:05:45, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8036, loss_cls: 1.7303, loss: 1.7303, grad_norm: 4.6080, top1_acc/aux0: 0.7386, top5_acc/aux0: 0.9079, loss_cls/aux0: 1.0049, loss/aux0: 1.0049 2020-10-17 19:17:00,459 - mmaction - INFO - Epoch [5][780/792] lr: 3.750e-03, eta: 21:02:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5698, top5_acc: 0.8146, loss_cls: 1.6957, loss: 1.6957, grad_norm: 4.4357, top1_acc/aux0: 0.7366, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0177, loss/aux0: 1.0177 2020-10-17 19:17:00,938 - mmaction - INFO - Epoch [5][780/792] lr: 3.750e-03, eta: 21:05:19, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.5698, top5_acc: 0.8146, loss_cls: 1.6957, loss: 1.6957, grad_norm: 4.4271, top1_acc/aux0: 0.7381, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0203, loss/aux0: 1.0203 2020-10-17 19:17:14,063 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-10-17 19:18:38,108 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-17 19:18:38,295 - mmaction - INFO - top1_acc 0.7133 top5_acc 0.9078 2020-10-17 19:18:38,296 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-17 19:18:38,341 - mmaction - INFO - mean_acc 0.7135 2020-10-17 19:18:38,342 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-10-17 19:18:38,356 - mmaction - INFO - Epoch(val) [5][792] top1_acc: 0.7133, top5_acc: 0.9078, mean_class_accuracy: 0.7135 2020-10-17 19:21:41,441 - mmaction - INFO - Epoch [6][20/792] lr: 3.750e-03, eta: 20:57:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8417, loss_cls: 1.5583, loss: 1.5583, grad_norm: 4.5110, top1_acc/aux0: 0.7280, top5_acc/aux0: 0.9037, loss_cls/aux0: 1.0445, loss/aux0: 1.0445 2020-10-17 19:21:41,912 - mmaction - INFO - Epoch [6][20/792] lr: 3.750e-03, eta: 21:00:55, time: 0.503, data_time: 0.005, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8417, loss_cls: 1.5583, loss: 1.5583, grad_norm: 4.4981, top1_acc/aux0: 0.7287, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0411, loss/aux0: 1.0411 2020-10-17 19:22:01,145 - mmaction - INFO - Epoch [6][40/792] lr: 3.750e-03, eta: 20:57:21, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.5813, top5_acc: 0.8271, loss_cls: 1.6784, loss: 1.6784, grad_norm: 4.4035, top1_acc/aux0: 0.7387, top5_acc/aux0: 0.9093, loss_cls/aux0: 0.9997, loss/aux0: 0.9997 2020-10-17 19:22:01,583 - mmaction - INFO - Epoch [6][40/792] lr: 3.750e-03, eta: 21:00:26, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.5813, top5_acc: 0.8271, loss_cls: 1.6784, loss: 1.6784, grad_norm: 4.4003, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9097, loss_cls/aux0: 1.0007, loss/aux0: 1.0007 2020-10-17 19:22:20,798 - mmaction - INFO - Epoch [6][60/792] lr: 3.750e-03, eta: 20:56:53, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8375, loss_cls: 1.5575, loss: 1.5575, grad_norm: 4.4234, top1_acc/aux0: 0.7360, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9985, loss/aux0: 0.9985 2020-10-17 19:22:21,345 - mmaction - INFO - Epoch [6][60/792] lr: 3.750e-03, eta: 20:59:59, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8375, loss_cls: 1.5575, loss: 1.5575, grad_norm: 4.3958, top1_acc/aux0: 0.7373, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9960, loss/aux0: 0.9960 2020-10-17 19:22:40,707 - mmaction - INFO - Epoch [6][80/792] lr: 3.750e-03, eta: 20:56:31, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.6135, top5_acc: 0.8401, loss_cls: 1.5580, loss: 1.5580, grad_norm: 4.3235, top1_acc/aux0: 0.7446, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.9708, loss/aux0: 0.9708 2020-10-17 19:22:41,149 - mmaction - INFO - Epoch [6][80/792] lr: 3.750e-03, eta: 20:59:38, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6135, top5_acc: 0.8401, loss_cls: 1.5580, loss: 1.5580, grad_norm: 4.3466, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9731, loss/aux0: 0.9731 2020-10-17 19:23:00,560 - mmaction - INFO - Epoch [6][100/792] lr: 3.750e-03, eta: 20:56:09, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8208, loss_cls: 1.6582, loss: 1.6582, grad_norm: 4.4326, top1_acc/aux0: 0.7308, top5_acc/aux0: 0.9129, loss_cls/aux0: 1.0083, loss/aux0: 1.0083 2020-10-17 19:23:01,051 - mmaction - INFO - Epoch [6][100/792] lr: 3.750e-03, eta: 20:59:12, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8208, loss_cls: 1.6582, loss: 1.6582, grad_norm: 4.4437, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9117, loss_cls/aux0: 1.0065, loss/aux0: 1.0065 2020-10-17 19:23:20,426 - mmaction - INFO - Epoch [6][120/792] lr: 3.750e-03, eta: 20:55:45, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8240, loss_cls: 1.6404, loss: 1.6404, grad_norm: 4.3971, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9562, loss/aux0: 0.9562 2020-10-17 19:23:20,886 - mmaction - INFO - Epoch [6][120/792] lr: 3.750e-03, eta: 20:58:49, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8240, loss_cls: 1.6404, loss: 1.6404, grad_norm: 4.3895, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.9541, loss/aux0: 0.9541 2020-10-17 19:23:40,198 - mmaction - INFO - Epoch [6][140/792] lr: 3.750e-03, eta: 20:55:22, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8281, loss_cls: 1.5951, loss: 1.5951, grad_norm: 4.5170, top1_acc/aux0: 0.7351, top5_acc/aux0: 0.9118, loss_cls/aux0: 1.0079, loss/aux0: 1.0079 2020-10-17 19:23:40,632 - mmaction - INFO - Epoch [6][140/792] lr: 3.750e-03, eta: 20:58:24, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8281, loss_cls: 1.5951, loss: 1.5951, grad_norm: 4.5035, top1_acc/aux0: 0.7351, top5_acc/aux0: 0.9111, loss_cls/aux0: 1.0120, loss/aux0: 1.0120 2020-10-17 19:24:00,141 - mmaction - INFO - Epoch [6][160/792] lr: 3.750e-03, eta: 20:54:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5932, top5_acc: 0.8266, loss_cls: 1.6207, loss: 1.6207, grad_norm: 4.4395, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9744, loss/aux0: 0.9744 2020-10-17 19:24:00,583 - mmaction - INFO - Epoch [6][160/792] lr: 3.750e-03, eta: 20:58:00, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.5932, top5_acc: 0.8266, loss_cls: 1.6207, loss: 1.6207, grad_norm: 4.4869, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.9761, loss/aux0: 0.9761 2020-10-17 19:24:19,946 - mmaction - INFO - Epoch [6][180/792] lr: 3.750e-03, eta: 20:54:34, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5917, top5_acc: 0.8323, loss_cls: 1.5987, loss: 1.5987, grad_norm: 4.4157, top1_acc/aux0: 0.7361, top5_acc/aux0: 0.9101, loss_cls/aux0: 1.0016, loss/aux0: 1.0016 2020-10-17 19:24:20,385 - mmaction - INFO - Epoch [6][180/792] lr: 3.750e-03, eta: 20:57:34, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5917, top5_acc: 0.8323, loss_cls: 1.5987, loss: 1.5987, grad_norm: 4.4026, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9114, loss_cls/aux0: 0.9941, loss/aux0: 0.9941 2020-10-17 19:24:39,859 - mmaction - INFO - Epoch [6][200/792] lr: 3.750e-03, eta: 20:54:09, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8391, loss_cls: 1.5518, loss: 1.5518, grad_norm: 4.4428, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9998, loss/aux0: 0.9998 2020-10-17 19:24:40,302 - mmaction - INFO - Epoch [6][200/792] lr: 3.750e-03, eta: 20:57:08, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8391, loss_cls: 1.5518, loss: 1.5518, grad_norm: 4.4222, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.9106, loss_cls/aux0: 1.0060, loss/aux0: 1.0060 2020-10-17 19:24:59,660 - mmaction - INFO - Epoch [6][220/792] lr: 3.750e-03, eta: 20:53:44, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8292, loss_cls: 1.6203, loss: 1.6203, grad_norm: 4.4242, top1_acc/aux0: 0.7346, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0000, loss/aux0: 1.0000 2020-10-17 19:25:00,089 - mmaction - INFO - Epoch [6][220/792] lr: 3.750e-03, eta: 20:56:41, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8292, loss_cls: 1.6203, loss: 1.6203, grad_norm: 4.3804, top1_acc/aux0: 0.7358, top5_acc/aux0: 0.9074, loss_cls/aux0: 0.9973, loss/aux0: 0.9973 2020-10-17 19:25:19,640 - mmaction - INFO - Epoch [6][240/792] lr: 3.750e-03, eta: 20:53:22, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8276, loss_cls: 1.5991, loss: 1.5991, grad_norm: 4.5011, top1_acc/aux0: 0.7353, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9831, loss/aux0: 0.9831 2020-10-17 19:25:20,116 - mmaction - INFO - Epoch [6][240/792] lr: 3.750e-03, eta: 20:56:23, time: 0.507, data_time: 0.005, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8276, loss_cls: 1.5991, loss: 1.5991, grad_norm: 4.4760, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9826, loss/aux0: 0.9826 2020-10-17 19:25:39,643 - mmaction - INFO - Epoch [6][260/792] lr: 3.750e-03, eta: 20:53:04, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8427, loss_cls: 1.5269, loss: 1.5269, grad_norm: 4.4511, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9944, loss/aux0: 0.9944 2020-10-17 19:25:40,089 - mmaction - INFO - Epoch [6][260/792] lr: 3.750e-03, eta: 20:56:03, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8427, loss_cls: 1.5269, loss: 1.5269, grad_norm: 4.4429, top1_acc/aux0: 0.7431, top5_acc/aux0: 0.9145, loss_cls/aux0: 0.9916, loss/aux0: 0.9916 2020-10-17 19:25:59,550 - mmaction - INFO - Epoch [6][280/792] lr: 3.750e-03, eta: 20:52:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8094, loss_cls: 1.7143, loss: 1.7143, grad_norm: 4.5068, top1_acc/aux0: 0.7392, top5_acc/aux0: 0.9102, loss_cls/aux0: 1.0054, loss/aux0: 1.0054 2020-10-17 19:25:59,983 - mmaction - INFO - Epoch [6][280/792] lr: 3.750e-03, eta: 20:55:38, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8094, loss_cls: 1.7143, loss: 1.7143, grad_norm: 4.4644, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9098, loss_cls/aux0: 1.0054, loss/aux0: 1.0054 2020-10-17 19:26:19,367 - mmaction - INFO - Epoch [6][300/792] lr: 3.750e-03, eta: 20:52:17, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8297, loss_cls: 1.6558, loss: 1.6558, grad_norm: 4.5564, top1_acc/aux0: 0.7395, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.9891, loss/aux0: 0.9891 2020-10-17 19:26:19,825 - mmaction - INFO - Epoch [6][300/792] lr: 3.750e-03, eta: 20:55:11, time: 0.495, data_time: 0.004, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8297, loss_cls: 1.6558, loss: 1.6558, grad_norm: 4.5443, top1_acc/aux0: 0.7371, top5_acc/aux0: 0.9121, loss_cls/aux0: 0.9966, loss/aux0: 0.9966 2020-10-17 19:26:39,211 - mmaction - INFO - Epoch [6][320/792] lr: 3.750e-03, eta: 20:51:52, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5891, top5_acc: 0.8203, loss_cls: 1.6368, loss: 1.6368, grad_norm: 4.4113, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0057, loss/aux0: 1.0057 2020-10-17 19:26:39,657 - mmaction - INFO - Epoch [6][320/792] lr: 3.750e-03, eta: 20:54:47, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.5891, top5_acc: 0.8203, loss_cls: 1.6368, loss: 1.6368, grad_norm: 4.4332, top1_acc/aux0: 0.7348, top5_acc/aux0: 0.9093, loss_cls/aux0: 1.0062, loss/aux0: 1.0062 2020-10-17 19:26:59,085 - mmaction - INFO - Epoch [6][340/792] lr: 3.750e-03, eta: 20:51:30, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8151, loss_cls: 1.6830, loss: 1.6830, grad_norm: 4.4653, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0238, loss/aux0: 1.0238 2020-10-17 19:26:59,532 - mmaction - INFO - Epoch [6][340/792] lr: 3.750e-03, eta: 20:54:22, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8151, loss_cls: 1.6830, loss: 1.6830, grad_norm: 4.4615, top1_acc/aux0: 0.7387, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0215, loss/aux0: 1.0215 2020-10-17 19:27:18,765 - mmaction - INFO - Epoch [6][360/792] lr: 3.750e-03, eta: 20:51:05, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8286, loss_cls: 1.6190, loss: 1.6190, grad_norm: 4.4055, top1_acc/aux0: 0.7373, top5_acc/aux0: 0.9152, loss_cls/aux0: 0.9743, loss/aux0: 0.9743 2020-10-17 19:27:19,229 - mmaction - INFO - Epoch [6][360/792] lr: 3.750e-03, eta: 20:53:57, time: 0.497, data_time: 0.005, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8286, loss_cls: 1.6190, loss: 1.6190, grad_norm: 4.4125, top1_acc/aux0: 0.7364, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9785, loss/aux0: 0.9785 2020-10-17 19:27:38,577 - mmaction - INFO - Epoch [6][380/792] lr: 3.750e-03, eta: 20:50:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8281, loss_cls: 1.6333, loss: 1.6333, grad_norm: 4.4564, top1_acc/aux0: 0.7457, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9826, loss/aux0: 0.9826 2020-10-17 19:27:39,027 - mmaction - INFO - Epoch [6][380/792] lr: 3.750e-03, eta: 20:53:33, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8281, loss_cls: 1.6333, loss: 1.6333, grad_norm: 4.4402, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9121, loss_cls/aux0: 0.9809, loss/aux0: 0.9809 2020-10-17 19:27:58,328 - mmaction - INFO - Epoch [6][400/792] lr: 3.750e-03, eta: 20:50:17, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.5859, top5_acc: 0.8141, loss_cls: 1.6566, loss: 1.6566, grad_norm: 4.4615, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.9075, loss_cls/aux0: 1.0312, loss/aux0: 1.0312 2020-10-17 19:27:58,784 - mmaction - INFO - Epoch [6][400/792] lr: 3.750e-03, eta: 20:53:08, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.5859, top5_acc: 0.8141, loss_cls: 1.6566, loss: 1.6566, grad_norm: 4.4514, top1_acc/aux0: 0.7309, top5_acc/aux0: 0.9075, loss_cls/aux0: 1.0303, loss/aux0: 1.0303 2020-10-17 19:28:18,220 - mmaction - INFO - Epoch [6][420/792] lr: 3.750e-03, eta: 20:49:55, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8177, loss_cls: 1.6502, loss: 1.6502, grad_norm: 4.4630, top1_acc/aux0: 0.7384, top5_acc/aux0: 0.9074, loss_cls/aux0: 1.0087, loss/aux0: 1.0087 2020-10-17 19:28:18,653 - mmaction - INFO - Epoch [6][420/792] lr: 3.750e-03, eta: 20:52:45, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8177, loss_cls: 1.6502, loss: 1.6502, grad_norm: 4.5111, top1_acc/aux0: 0.7379, top5_acc/aux0: 0.9093, loss_cls/aux0: 1.0035, loss/aux0: 1.0035 2020-10-17 19:28:38,190 - mmaction - INFO - Epoch [6][440/792] lr: 3.750e-03, eta: 20:49:35, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8224, loss_cls: 1.6153, loss: 1.6153, grad_norm: 4.4798, top1_acc/aux0: 0.7389, top5_acc/aux0: 0.9119, loss_cls/aux0: 0.9834, loss/aux0: 0.9834 2020-10-17 19:28:38,622 - mmaction - INFO - Epoch [6][440/792] lr: 3.750e-03, eta: 20:52:26, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8224, loss_cls: 1.6153, loss: 1.6153, grad_norm: 4.4730, top1_acc/aux0: 0.7400, top5_acc/aux0: 0.9114, loss_cls/aux0: 0.9840, loss/aux0: 0.9840 2020-10-17 19:28:58,232 - mmaction - INFO - Epoch [6][460/792] lr: 3.750e-03, eta: 20:49:18, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.5943, top5_acc: 0.8224, loss_cls: 1.6529, loss: 1.6529, grad_norm: 4.4849, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9114, loss_cls/aux0: 0.9990, loss/aux0: 0.9990 2020-10-17 19:28:58,679 - mmaction - INFO - Epoch [6][460/792] lr: 3.750e-03, eta: 20:52:11, time: 0.511, data_time: 0.004, memory: 8335, top1_acc: 0.5943, top5_acc: 0.8224, loss_cls: 1.6529, loss: 1.6529, grad_norm: 4.4611, top1_acc/aux0: 0.7379, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9988, loss/aux0: 0.9988 2020-10-17 19:29:17,961 - mmaction - INFO - Epoch [6][480/792] lr: 3.750e-03, eta: 20:48:59, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8380, loss_cls: 1.5613, loss: 1.5613, grad_norm: 4.5191, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9938, loss/aux0: 0.9938 2020-10-17 19:29:18,377 - mmaction - INFO - Epoch [6][480/792] lr: 3.750e-03, eta: 20:51:45, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8380, loss_cls: 1.5613, loss: 1.5613, grad_norm: 4.5237, top1_acc/aux0: 0.7363, top5_acc/aux0: 0.9121, loss_cls/aux0: 0.9945, loss/aux0: 0.9945 2020-10-17 19:29:37,810 - mmaction - INFO - Epoch [6][500/792] lr: 3.750e-03, eta: 20:48:34, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5755, top5_acc: 0.8130, loss_cls: 1.6902, loss: 1.6902, grad_norm: 4.5637, top1_acc/aux0: 0.7324, top5_acc/aux0: 0.9098, loss_cls/aux0: 1.0105, loss/aux0: 1.0105 2020-10-17 19:29:38,265 - mmaction - INFO - Epoch [6][500/792] lr: 3.750e-03, eta: 20:51:20, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.5755, top5_acc: 0.8130, loss_cls: 1.6902, loss: 1.6902, grad_norm: 4.5913, top1_acc/aux0: 0.7317, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0154, loss/aux0: 1.0154 2020-10-17 19:29:57,850 - mmaction - INFO - Epoch [6][520/792] lr: 3.750e-03, eta: 20:48:11, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8302, loss_cls: 1.5946, loss: 1.5946, grad_norm: 4.5087, top1_acc/aux0: 0.7376, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0035, loss/aux0: 1.0035 2020-10-17 19:29:58,300 - mmaction - INFO - Epoch [6][520/792] lr: 3.750e-03, eta: 20:50:57, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8302, loss_cls: 1.5946, loss: 1.5946, grad_norm: 4.4854, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9962, loss/aux0: 0.9962 2020-10-17 19:30:17,947 - mmaction - INFO - Epoch [6][540/792] lr: 3.750e-03, eta: 20:47:52, time: 0.508, data_time: 0.000, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8583, loss_cls: 1.4803, loss: 1.4803, grad_norm: 4.3509, top1_acc/aux0: 0.7493, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9403, loss/aux0: 0.9403 2020-10-17 19:30:18,388 - mmaction - INFO - Epoch [6][540/792] lr: 3.750e-03, eta: 20:50:42, time: 0.510, data_time: 0.003, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8583, loss_cls: 1.4803, loss: 1.4803, grad_norm: 4.3645, top1_acc/aux0: 0.7488, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9399, loss/aux0: 0.9399 2020-10-17 19:30:37,715 - mmaction - INFO - Epoch [6][560/792] lr: 3.750e-03, eta: 20:47:33, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6141, top5_acc: 0.8271, loss_cls: 1.5828, loss: 1.5828, grad_norm: 4.4072, top1_acc/aux0: 0.7519, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9320, loss/aux0: 0.9320 2020-10-17 19:30:38,139 - mmaction - INFO - Epoch [6][560/792] lr: 3.750e-03, eta: 20:50:16, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6141, top5_acc: 0.8271, loss_cls: 1.5828, loss: 1.5828, grad_norm: 4.4133, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9328, loss/aux0: 0.9328 2020-10-17 19:30:57,587 - mmaction - INFO - Epoch [6][580/792] lr: 3.750e-03, eta: 20:47:09, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5844, top5_acc: 0.8250, loss_cls: 1.6286, loss: 1.6286, grad_norm: 4.4368, top1_acc/aux0: 0.7486, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9436, loss/aux0: 0.9436 2020-10-17 19:30:58,012 - mmaction - INFO - Epoch [6][580/792] lr: 3.750e-03, eta: 20:49:53, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.5844, top5_acc: 0.8250, loss_cls: 1.6286, loss: 1.6286, grad_norm: 4.4609, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9157, loss_cls/aux0: 0.9521, loss/aux0: 0.9521 2020-10-17 19:31:17,448 - mmaction - INFO - Epoch [6][600/792] lr: 3.750e-03, eta: 20:46:46, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6026, top5_acc: 0.8323, loss_cls: 1.6169, loss: 1.6169, grad_norm: 4.5991, top1_acc/aux0: 0.7368, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0170, loss/aux0: 1.0170 2020-10-17 19:31:17,875 - mmaction - INFO - Epoch [6][600/792] lr: 3.750e-03, eta: 20:49:28, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6026, top5_acc: 0.8323, loss_cls: 1.6169, loss: 1.6169, grad_norm: 4.6034, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0123, loss/aux0: 1.0123 2020-10-17 19:31:37,391 - mmaction - INFO - Epoch [6][620/792] lr: 3.750e-03, eta: 20:46:23, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5943, top5_acc: 0.8068, loss_cls: 1.6622, loss: 1.6622, grad_norm: 4.3558, top1_acc/aux0: 0.7447, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9665, loss/aux0: 0.9665 2020-10-17 19:31:37,831 - mmaction - INFO - Epoch [6][620/792] lr: 3.750e-03, eta: 20:49:06, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.5943, top5_acc: 0.8068, loss_cls: 1.6622, loss: 1.6622, grad_norm: 4.3703, top1_acc/aux0: 0.7442, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9670, loss/aux0: 0.9670 2020-10-17 19:31:57,220 - mmaction - INFO - Epoch [6][640/792] lr: 3.750e-03, eta: 20:46:01, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.5974, top5_acc: 0.8411, loss_cls: 1.5727, loss: 1.5727, grad_norm: 4.4727, top1_acc/aux0: 0.7441, top5_acc/aux0: 0.9126, loss_cls/aux0: 0.9784, loss/aux0: 0.9784 2020-10-17 19:31:57,681 - mmaction - INFO - Epoch [6][640/792] lr: 3.750e-03, eta: 20:48:42, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.5974, top5_acc: 0.8411, loss_cls: 1.5727, loss: 1.5727, grad_norm: 4.4388, top1_acc/aux0: 0.7454, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9742, loss/aux0: 0.9742 2020-10-17 19:32:17,114 - mmaction - INFO - Epoch [6][660/792] lr: 3.750e-03, eta: 20:45:39, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8276, loss_cls: 1.5786, loss: 1.5786, grad_norm: 4.4723, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9105, loss_cls/aux0: 0.9859, loss/aux0: 0.9859 2020-10-17 19:32:17,595 - mmaction - INFO - Epoch [6][660/792] lr: 3.750e-03, eta: 20:48:22, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8276, loss_cls: 1.5786, loss: 1.5786, grad_norm: 4.5286, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9903, loss/aux0: 0.9903 2020-10-17 19:32:37,026 - mmaction - INFO - Epoch [6][680/792] lr: 3.750e-03, eta: 20:45:18, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8229, loss_cls: 1.5856, loss: 1.5856, grad_norm: 4.4990, top1_acc/aux0: 0.7425, top5_acc/aux0: 0.9103, loss_cls/aux0: 0.9741, loss/aux0: 0.9741 2020-10-17 19:32:37,476 - mmaction - INFO - Epoch [6][680/792] lr: 3.750e-03, eta: 20:47:58, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8229, loss_cls: 1.5856, loss: 1.5856, grad_norm: 4.5148, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9704, loss/aux0: 0.9704 2020-10-17 19:32:56,865 - mmaction - INFO - Epoch [6][700/792] lr: 3.750e-03, eta: 20:44:54, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8240, loss_cls: 1.5870, loss: 1.5870, grad_norm: 4.3938, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9145, loss_cls/aux0: 0.9732, loss/aux0: 0.9732 2020-10-17 19:32:57,318 - mmaction - INFO - Epoch [6][700/792] lr: 3.750e-03, eta: 20:47:33, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8240, loss_cls: 1.5870, loss: 1.5870, grad_norm: 4.3770, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.9684, loss/aux0: 0.9684 2020-10-17 19:33:16,667 - mmaction - INFO - Epoch [6][720/792] lr: 3.750e-03, eta: 20:44:30, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5854, top5_acc: 0.8161, loss_cls: 1.6444, loss: 1.6444, grad_norm: 4.4463, top1_acc/aux0: 0.7473, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9577, loss/aux0: 0.9577 2020-10-17 19:33:17,104 - mmaction - INFO - Epoch [6][720/792] lr: 3.750e-03, eta: 20:47:08, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.5854, top5_acc: 0.8161, loss_cls: 1.6444, loss: 1.6444, grad_norm: 4.4488, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.9685, loss/aux0: 0.9685 2020-10-17 19:33:36,481 - mmaction - INFO - Epoch [6][740/792] lr: 3.750e-03, eta: 20:44:06, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8135, loss_cls: 1.6783, loss: 1.6783, grad_norm: 4.5764, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9619, loss/aux0: 0.9619 2020-10-17 19:33:36,918 - mmaction - INFO - Epoch [6][740/792] lr: 3.750e-03, eta: 20:46:43, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8135, loss_cls: 1.6783, loss: 1.6783, grad_norm: 4.5105, top1_acc/aux0: 0.7421, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9533, loss/aux0: 0.9533 2020-10-17 19:33:56,218 - mmaction - INFO - Epoch [6][760/792] lr: 3.750e-03, eta: 20:43:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8177, loss_cls: 1.6756, loss: 1.6756, grad_norm: 4.5653, top1_acc/aux0: 0.7434, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.9768, loss/aux0: 0.9768 2020-10-17 19:33:56,661 - mmaction - INFO - Epoch [6][760/792] lr: 3.750e-03, eta: 20:46:19, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8177, loss_cls: 1.6756, loss: 1.6756, grad_norm: 4.5742, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9845, loss/aux0: 0.9845 2020-10-17 19:34:16,064 - mmaction - INFO - Epoch [6][780/792] lr: 3.750e-03, eta: 20:43:18, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8172, loss_cls: 1.6219, loss: 1.6219, grad_norm: 4.5442, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9150, loss_cls/aux0: 0.9771, loss/aux0: 0.9771 2020-10-17 19:34:16,489 - mmaction - INFO - Epoch [6][780/792] lr: 3.750e-03, eta: 20:45:53, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8172, loss_cls: 1.6219, loss: 1.6219, grad_norm: 4.5399, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9707, loss/aux0: 0.9707 2020-10-17 19:34:32,011 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-10-17 19:37:42,287 - mmaction - INFO - Epoch [7][20/792] lr: 3.750e-03, eta: 20:39:36, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8344, loss_cls: 1.5754, loss: 1.5754, grad_norm: 4.3916, top1_acc/aux0: 0.7447, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9600, loss/aux0: 0.9600 2020-10-17 19:37:42,748 - mmaction - INFO - Epoch [7][20/792] lr: 3.750e-03, eta: 20:42:13, time: 0.501, data_time: 0.005, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8344, loss_cls: 1.5754, loss: 1.5754, grad_norm: 4.3705, top1_acc/aux0: 0.7452, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9602, loss/aux0: 0.9602 2020-10-17 19:38:02,086 - mmaction - INFO - Epoch [7][40/792] lr: 3.750e-03, eta: 20:39:16, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8448, loss_cls: 1.5305, loss: 1.5305, grad_norm: 4.5380, top1_acc/aux0: 0.7408, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9863, loss/aux0: 0.9863 2020-10-17 19:38:02,550 - mmaction - INFO - Epoch [7][40/792] lr: 3.750e-03, eta: 20:41:49, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8448, loss_cls: 1.5305, loss: 1.5305, grad_norm: 4.5510, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9878, loss/aux0: 0.9878 2020-10-17 19:38:21,831 - mmaction - INFO - Epoch [7][60/792] lr: 3.750e-03, eta: 20:38:52, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6000, top5_acc: 0.8266, loss_cls: 1.5935, loss: 1.5935, grad_norm: 4.4748, top1_acc/aux0: 0.7395, top5_acc/aux0: 0.9097, loss_cls/aux0: 0.9901, loss/aux0: 0.9901 2020-10-17 19:38:22,277 - mmaction - INFO - Epoch [7][60/792] lr: 3.750e-03, eta: 20:41:25, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6000, top5_acc: 0.8266, loss_cls: 1.5935, loss: 1.5935, grad_norm: 4.4614, top1_acc/aux0: 0.7407, top5_acc/aux0: 0.9100, loss_cls/aux0: 0.9876, loss/aux0: 0.9876 2020-10-17 19:38:41,782 - mmaction - INFO - Epoch [7][80/792] lr: 3.750e-03, eta: 20:38:31, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8516, loss_cls: 1.5149, loss: 1.5149, grad_norm: 4.4261, top1_acc/aux0: 0.7394, top5_acc/aux0: 0.9093, loss_cls/aux0: 0.9839, loss/aux0: 0.9839 2020-10-17 19:38:42,218 - mmaction - INFO - Epoch [7][80/792] lr: 3.750e-03, eta: 20:41:05, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8516, loss_cls: 1.5149, loss: 1.5149, grad_norm: 4.4155, top1_acc/aux0: 0.7405, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.9793, loss/aux0: 0.9793 2020-10-17 19:39:01,533 - mmaction - INFO - Epoch [7][100/792] lr: 3.750e-03, eta: 20:38:09, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8380, loss_cls: 1.5703, loss: 1.5703, grad_norm: 4.4521, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.9506, loss/aux0: 0.9506 2020-10-17 19:39:01,967 - mmaction - INFO - Epoch [7][100/792] lr: 3.750e-03, eta: 20:40:40, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8380, loss_cls: 1.5703, loss: 1.5703, grad_norm: 4.4464, top1_acc/aux0: 0.7512, top5_acc/aux0: 0.9162, loss_cls/aux0: 0.9541, loss/aux0: 0.9541 2020-10-17 19:39:21,474 - mmaction - INFO - Epoch [7][120/792] lr: 3.750e-03, eta: 20:37:45, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.5964, top5_acc: 0.8120, loss_cls: 1.6328, loss: 1.6328, grad_norm: 4.5057, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9192, loss_cls/aux0: 0.9597, loss/aux0: 0.9597 2020-10-17 19:39:21,947 - mmaction - INFO - Epoch [7][120/792] lr: 3.750e-03, eta: 20:40:16, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.5964, top5_acc: 0.8120, loss_cls: 1.6328, loss: 1.6328, grad_norm: 4.4744, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9607, loss/aux0: 0.9607 2020-10-17 19:39:41,231 - mmaction - INFO - Epoch [7][140/792] lr: 3.750e-03, eta: 20:37:21, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8365, loss_cls: 1.5694, loss: 1.5694, grad_norm: 4.4549, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9560, loss/aux0: 0.9560 2020-10-17 19:39:41,671 - mmaction - INFO - Epoch [7][140/792] lr: 3.750e-03, eta: 20:39:51, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8365, loss_cls: 1.5694, loss: 1.5694, grad_norm: 4.4323, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9539, loss/aux0: 0.9539 2020-10-17 19:40:01,230 - mmaction - INFO - Epoch [7][160/792] lr: 3.750e-03, eta: 20:36:58, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.5875, top5_acc: 0.8297, loss_cls: 1.6269, loss: 1.6269, grad_norm: 4.4768, top1_acc/aux0: 0.7434, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.9756, loss/aux0: 0.9756 2020-10-17 19:40:01,673 - mmaction - INFO - Epoch [7][160/792] lr: 3.750e-03, eta: 20:39:29, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.5875, top5_acc: 0.8297, loss_cls: 1.6269, loss: 1.6269, grad_norm: 4.5047, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9819, loss/aux0: 0.9819 2020-10-17 19:40:21,009 - mmaction - INFO - Epoch [7][180/792] lr: 3.750e-03, eta: 20:36:37, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8365, loss_cls: 1.5566, loss: 1.5566, grad_norm: 4.4073, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9441, loss/aux0: 0.9441 2020-10-17 19:40:21,433 - mmaction - INFO - Epoch [7][180/792] lr: 3.750e-03, eta: 20:39:07, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8365, loss_cls: 1.5566, loss: 1.5566, grad_norm: 4.4456, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9178, loss_cls/aux0: 0.9462, loss/aux0: 0.9462 2020-10-17 19:40:40,734 - mmaction - INFO - Epoch [7][200/792] lr: 3.750e-03, eta: 20:36:15, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8271, loss_cls: 1.6063, loss: 1.6063, grad_norm: 4.4551, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9396, loss/aux0: 0.9396 2020-10-17 19:40:41,172 - mmaction - INFO - Epoch [7][200/792] lr: 3.750e-03, eta: 20:38:44, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8271, loss_cls: 1.6063, loss: 1.6063, grad_norm: 4.4746, top1_acc/aux0: 0.7528, top5_acc/aux0: 0.9213, loss_cls/aux0: 0.9363, loss/aux0: 0.9363 2020-10-17 19:41:00,442 - mmaction - INFO - Epoch [7][220/792] lr: 3.750e-03, eta: 20:35:52, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8328, loss_cls: 1.6008, loss: 1.6008, grad_norm: 4.4357, top1_acc/aux0: 0.7509, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9530, loss/aux0: 0.9530 2020-10-17 19:41:00,857 - mmaction - INFO - Epoch [7][220/792] lr: 3.750e-03, eta: 20:38:19, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8328, loss_cls: 1.6008, loss: 1.6008, grad_norm: 4.4525, top1_acc/aux0: 0.7504, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9508, loss/aux0: 0.9508 2020-10-17 19:41:20,401 - mmaction - INFO - Epoch [7][240/792] lr: 3.750e-03, eta: 20:35:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5948, top5_acc: 0.8130, loss_cls: 1.6531, loss: 1.6531, grad_norm: 4.4359, top1_acc/aux0: 0.7475, top5_acc/aux0: 0.9152, loss_cls/aux0: 0.9743, loss/aux0: 0.9743 2020-10-17 19:41:20,857 - mmaction - INFO - Epoch [7][240/792] lr: 3.750e-03, eta: 20:37:58, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.5948, top5_acc: 0.8130, loss_cls: 1.6531, loss: 1.6531, grad_norm: 4.4322, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.9768, loss/aux0: 0.9768 2020-10-17 19:41:40,427 - mmaction - INFO - Epoch [7][260/792] lr: 3.750e-03, eta: 20:35:10, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8260, loss_cls: 1.5795, loss: 1.5795, grad_norm: 4.5153, top1_acc/aux0: 0.7449, top5_acc/aux0: 0.9124, loss_cls/aux0: 0.9837, loss/aux0: 0.9837 2020-10-17 19:41:40,861 - mmaction - INFO - Epoch [7][260/792] lr: 3.750e-03, eta: 20:37:39, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8260, loss_cls: 1.5795, loss: 1.5795, grad_norm: 4.5418, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9825, loss/aux0: 0.9825 2020-10-17 19:42:00,135 - mmaction - INFO - Epoch [7][280/792] lr: 3.750e-03, eta: 20:34:48, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8286, loss_cls: 1.5286, loss: 1.5286, grad_norm: 4.2223, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9152, loss_cls/aux0: 0.9490, loss/aux0: 0.9490 2020-10-17 19:42:00,626 - mmaction - INFO - Epoch [7][280/792] lr: 3.750e-03, eta: 20:37:14, time: 0.496, data_time: 0.005, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8286, loss_cls: 1.5286, loss: 1.5286, grad_norm: 4.1751, top1_acc/aux0: 0.7507, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9446, loss/aux0: 0.9446 2020-10-17 19:42:19,952 - mmaction - INFO - Epoch [7][300/792] lr: 3.750e-03, eta: 20:34:26, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8531, loss_cls: 1.5309, loss: 1.5309, grad_norm: 4.5133, top1_acc/aux0: 0.7515, top5_acc/aux0: 0.9165, loss_cls/aux0: 0.9503, loss/aux0: 0.9503 2020-10-17 19:42:20,386 - mmaction - INFO - Epoch [7][300/792] lr: 3.750e-03, eta: 20:36:51, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8531, loss_cls: 1.5309, loss: 1.5309, grad_norm: 4.4922, top1_acc/aux0: 0.7486, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.9554, loss/aux0: 0.9554 2020-10-17 19:42:39,856 - mmaction - INFO - Epoch [7][320/792] lr: 3.750e-03, eta: 20:34:05, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.6141, top5_acc: 0.8432, loss_cls: 1.5324, loss: 1.5324, grad_norm: 4.3943, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9599, loss/aux0: 0.9599 2020-10-17 19:42:40,326 - mmaction - INFO - Epoch [7][320/792] lr: 3.750e-03, eta: 20:36:32, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.6141, top5_acc: 0.8432, loss_cls: 1.5324, loss: 1.5324, grad_norm: 4.3631, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9581, loss/aux0: 0.9581 2020-10-17 19:42:59,606 - mmaction - INFO - Epoch [7][340/792] lr: 3.750e-03, eta: 20:33:45, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8370, loss_cls: 1.6244, loss: 1.6244, grad_norm: 4.5453, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9804, loss/aux0: 0.9804 2020-10-17 19:43:00,031 - mmaction - INFO - Epoch [7][340/792] lr: 3.750e-03, eta: 20:36:09, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8370, loss_cls: 1.6244, loss: 1.6244, grad_norm: 4.5434, top1_acc/aux0: 0.7431, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9839, loss/aux0: 0.9839 2020-10-17 19:43:19,424 - mmaction - INFO - Epoch [7][360/792] lr: 3.750e-03, eta: 20:33:20, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8292, loss_cls: 1.5758, loss: 1.5758, grad_norm: 4.5502, top1_acc/aux0: 0.7463, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9593, loss/aux0: 0.9593 2020-10-17 19:43:19,875 - mmaction - INFO - Epoch [7][360/792] lr: 3.750e-03, eta: 20:35:43, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8292, loss_cls: 1.5758, loss: 1.5758, grad_norm: 4.5468, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9565, loss/aux0: 0.9565 2020-10-17 19:43:39,292 - mmaction - INFO - Epoch [7][380/792] lr: 3.750e-03, eta: 20:32:57, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8307, loss_cls: 1.5917, loss: 1.5917, grad_norm: 4.4958, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9696, loss/aux0: 0.9696 2020-10-17 19:43:39,705 - mmaction - INFO - Epoch [7][380/792] lr: 3.750e-03, eta: 20:35:20, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8307, loss_cls: 1.5917, loss: 1.5917, grad_norm: 4.4989, top1_acc/aux0: 0.7463, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9648, loss/aux0: 0.9648 2020-10-17 19:43:58,995 - mmaction - INFO - Epoch [7][400/792] lr: 3.750e-03, eta: 20:32:34, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8328, loss_cls: 1.5527, loss: 1.5527, grad_norm: 4.4161, top1_acc/aux0: 0.7527, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.9449, loss/aux0: 0.9449 2020-10-17 19:43:59,415 - mmaction - INFO - Epoch [7][400/792] lr: 3.750e-03, eta: 20:34:56, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8328, loss_cls: 1.5527, loss: 1.5527, grad_norm: 4.4181, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9496, loss/aux0: 0.9496 2020-10-17 19:44:18,722 - mmaction - INFO - Epoch [7][420/792] lr: 3.750e-03, eta: 20:32:11, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8396, loss_cls: 1.5690, loss: 1.5690, grad_norm: 4.5378, top1_acc/aux0: 0.7473, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9586, loss/aux0: 0.9586 2020-10-17 19:44:19,170 - mmaction - INFO - Epoch [7][420/792] lr: 3.750e-03, eta: 20:34:32, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8396, loss_cls: 1.5690, loss: 1.5690, grad_norm: 4.5319, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.9604, loss/aux0: 0.9604 2020-10-17 19:44:38,631 - mmaction - INFO - Epoch [7][440/792] lr: 3.750e-03, eta: 20:31:49, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.5792, top5_acc: 0.8208, loss_cls: 1.6724, loss: 1.6724, grad_norm: 4.4084, top1_acc/aux0: 0.7498, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9552, loss/aux0: 0.9552 2020-10-17 19:44:39,079 - mmaction - INFO - Epoch [7][440/792] lr: 3.750e-03, eta: 20:34:12, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.5792, top5_acc: 0.8208, loss_cls: 1.6724, loss: 1.6724, grad_norm: 4.3949, top1_acc/aux0: 0.7499, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9519, loss/aux0: 0.9519 2020-10-17 19:44:58,359 - mmaction - INFO - Epoch [7][460/792] lr: 3.750e-03, eta: 20:31:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8432, loss_cls: 1.5071, loss: 1.5071, grad_norm: 4.5759, top1_acc/aux0: 0.7454, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9804, loss/aux0: 0.9804 2020-10-17 19:44:58,790 - mmaction - INFO - Epoch [7][460/792] lr: 3.750e-03, eta: 20:33:50, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8432, loss_cls: 1.5071, loss: 1.5071, grad_norm: 4.5282, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.9113, loss_cls/aux0: 0.9773, loss/aux0: 0.9773 2020-10-17 19:45:18,080 - mmaction - INFO - Epoch [7][480/792] lr: 3.750e-03, eta: 20:31:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6188, top5_acc: 0.8276, loss_cls: 1.5567, loss: 1.5567, grad_norm: 4.5174, top1_acc/aux0: 0.7452, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.9621, loss/aux0: 0.9621 2020-10-17 19:45:18,513 - mmaction - INFO - Epoch [7][480/792] lr: 3.750e-03, eta: 20:33:27, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6188, top5_acc: 0.8276, loss_cls: 1.5567, loss: 1.5567, grad_norm: 4.5637, top1_acc/aux0: 0.7441, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.9690, loss/aux0: 0.9690 2020-10-17 19:45:37,873 - mmaction - INFO - Epoch [7][500/792] lr: 3.750e-03, eta: 20:30:45, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8323, loss_cls: 1.5413, loss: 1.5413, grad_norm: 4.4723, top1_acc/aux0: 0.7467, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9694, loss/aux0: 0.9694 2020-10-17 19:45:38,314 - mmaction - INFO - Epoch [7][500/792] lr: 3.750e-03, eta: 20:33:05, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8323, loss_cls: 1.5413, loss: 1.5413, grad_norm: 4.4879, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.9684, loss/aux0: 0.9684 2020-10-17 19:45:57,748 - mmaction - INFO - Epoch [7][520/792] lr: 3.750e-03, eta: 20:30:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8427, loss_cls: 1.5446, loss: 1.5446, grad_norm: 4.4575, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9087, loss_cls/aux0: 0.9898, loss/aux0: 0.9898 2020-10-17 19:45:58,188 - mmaction - INFO - Epoch [7][520/792] lr: 3.750e-03, eta: 20:32:42, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8427, loss_cls: 1.5446, loss: 1.5446, grad_norm: 4.4363, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9087, loss_cls/aux0: 0.9851, loss/aux0: 0.9851 2020-10-17 19:46:17,637 - mmaction - INFO - Epoch [7][540/792] lr: 3.750e-03, eta: 20:30:00, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8318, loss_cls: 1.5984, loss: 1.5984, grad_norm: 4.4363, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9178, loss_cls/aux0: 0.9302, loss/aux0: 0.9302 2020-10-17 19:46:18,068 - mmaction - INFO - Epoch [7][540/792] lr: 3.750e-03, eta: 20:32:18, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8318, loss_cls: 1.5984, loss: 1.5984, grad_norm: 4.4582, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.9284, loss/aux0: 0.9284 2020-10-17 19:46:37,373 - mmaction - INFO - Epoch [7][560/792] lr: 3.750e-03, eta: 20:29:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8302, loss_cls: 1.5947, loss: 1.5947, grad_norm: 4.4650, top1_acc/aux0: 0.7509, top5_acc/aux0: 0.9147, loss_cls/aux0: 0.9566, loss/aux0: 0.9566 2020-10-17 19:46:37,800 - mmaction - INFO - Epoch [7][560/792] lr: 3.750e-03, eta: 20:31:55, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8302, loss_cls: 1.5947, loss: 1.5947, grad_norm: 4.4484, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.9560, loss/aux0: 0.9560 2020-10-17 19:46:57,240 - mmaction - INFO - Epoch [7][580/792] lr: 3.750e-03, eta: 20:29:14, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8292, loss_cls: 1.5767, loss: 1.5767, grad_norm: 4.5367, top1_acc/aux0: 0.7504, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9527, loss/aux0: 0.9527 2020-10-17 19:46:57,672 - mmaction - INFO - Epoch [7][580/792] lr: 3.750e-03, eta: 20:31:30, time: 0.494, data_time: 0.004, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8292, loss_cls: 1.5767, loss: 1.5767, grad_norm: 4.5294, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9136, loss_cls/aux0: 0.9586, loss/aux0: 0.9586 2020-10-17 19:47:16,999 - mmaction - INFO - Epoch [7][600/792] lr: 3.750e-03, eta: 20:28:50, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8354, loss_cls: 1.5715, loss: 1.5715, grad_norm: 4.4701, top1_acc/aux0: 0.7390, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9771, loss/aux0: 0.9771 2020-10-17 19:47:17,422 - mmaction - INFO - Epoch [7][600/792] lr: 3.750e-03, eta: 20:31:06, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8354, loss_cls: 1.5715, loss: 1.5715, grad_norm: 4.4746, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9763, loss/aux0: 0.9763 2020-10-17 19:47:36,701 - mmaction - INFO - Epoch [7][620/792] lr: 3.750e-03, eta: 20:28:27, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8432, loss_cls: 1.5458, loss: 1.5458, grad_norm: 4.4778, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.9562, loss/aux0: 0.9562 2020-10-17 19:47:37,140 - mmaction - INFO - Epoch [7][620/792] lr: 3.750e-03, eta: 20:30:43, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8432, loss_cls: 1.5458, loss: 1.5458, grad_norm: 4.4795, top1_acc/aux0: 0.7472, top5_acc/aux0: 0.9162, loss_cls/aux0: 0.9543, loss/aux0: 0.9543 2020-10-17 19:47:56,502 - mmaction - INFO - Epoch [7][640/792] lr: 3.750e-03, eta: 20:28:05, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8359, loss_cls: 1.5697, loss: 1.5697, grad_norm: 4.6278, top1_acc/aux0: 0.7486, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9468, loss/aux0: 0.9468 2020-10-17 19:47:56,945 - mmaction - INFO - Epoch [7][640/792] lr: 3.750e-03, eta: 20:30:22, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8359, loss_cls: 1.5697, loss: 1.5697, grad_norm: 4.6443, top1_acc/aux0: 0.7494, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.9431, loss/aux0: 0.9431 2020-10-17 19:48:16,407 - mmaction - INFO - Epoch [7][660/792] lr: 3.750e-03, eta: 20:27:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8411, loss_cls: 1.5419, loss: 1.5419, grad_norm: 4.4555, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.9590, loss/aux0: 0.9590 2020-10-17 19:48:16,821 - mmaction - INFO - Epoch [7][660/792] lr: 3.750e-03, eta: 20:30:00, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8411, loss_cls: 1.5419, loss: 1.5419, grad_norm: 4.4636, top1_acc/aux0: 0.7485, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9589, loss/aux0: 0.9589 2020-10-17 19:48:36,192 - mmaction - INFO - Epoch [7][680/792] lr: 3.750e-03, eta: 20:27:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6063, top5_acc: 0.8266, loss_cls: 1.5996, loss: 1.5996, grad_norm: 4.4390, top1_acc/aux0: 0.7564, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9359, loss/aux0: 0.9359 2020-10-17 19:48:36,651 - mmaction - INFO - Epoch [7][680/792] lr: 3.750e-03, eta: 20:29:37, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.6063, top5_acc: 0.8266, loss_cls: 1.5996, loss: 1.5996, grad_norm: 4.4297, top1_acc/aux0: 0.7551, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9435, loss/aux0: 0.9435 2020-10-17 19:48:55,931 - mmaction - INFO - Epoch [7][700/792] lr: 3.750e-03, eta: 20:27:00, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8479, loss_cls: 1.5270, loss: 1.5270, grad_norm: 4.3587, top1_acc/aux0: 0.7558, top5_acc/aux0: 0.9173, loss_cls/aux0: 0.9335, loss/aux0: 0.9335 2020-10-17 19:48:56,361 - mmaction - INFO - Epoch [7][700/792] lr: 3.750e-03, eta: 20:29:13, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8479, loss_cls: 1.5270, loss: 1.5270, grad_norm: 4.3746, top1_acc/aux0: 0.7558, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9294, loss/aux0: 0.9294 2020-10-17 19:49:15,774 - mmaction - INFO - Epoch [7][720/792] lr: 3.750e-03, eta: 20:26:38, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8224, loss_cls: 1.6179, loss: 1.6179, grad_norm: 4.4182, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9192, loss_cls/aux0: 0.9349, loss/aux0: 0.9349 2020-10-17 19:49:16,226 - mmaction - INFO - Epoch [7][720/792] lr: 3.750e-03, eta: 20:28:54, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8224, loss_cls: 1.6179, loss: 1.6179, grad_norm: 4.4047, top1_acc/aux0: 0.7528, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.9344, loss/aux0: 0.9344 2020-10-17 19:49:35,574 - mmaction - INFO - Epoch [7][740/792] lr: 3.750e-03, eta: 20:26:17, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.5839, top5_acc: 0.8286, loss_cls: 1.6185, loss: 1.6185, grad_norm: 4.4935, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9491, loss/aux0: 0.9491 2020-10-17 19:49:36,012 - mmaction - INFO - Epoch [7][740/792] lr: 3.750e-03, eta: 20:28:29, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.5839, top5_acc: 0.8286, loss_cls: 1.6185, loss: 1.6185, grad_norm: 4.5145, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.9475, loss/aux0: 0.9475 2020-10-17 19:49:55,388 - mmaction - INFO - Epoch [7][760/792] lr: 3.750e-03, eta: 20:25:54, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8495, loss_cls: 1.4956, loss: 1.4956, grad_norm: 4.4181, top1_acc/aux0: 0.7452, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9765, loss/aux0: 0.9765 2020-10-17 19:49:55,826 - mmaction - INFO - Epoch [7][760/792] lr: 3.750e-03, eta: 20:28:07, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8495, loss_cls: 1.4956, loss: 1.4956, grad_norm: 4.4399, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9121, loss_cls/aux0: 0.9801, loss/aux0: 0.9801 2020-10-17 19:50:15,413 - mmaction - INFO - Epoch [7][780/792] lr: 3.750e-03, eta: 20:25:35, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.5990, top5_acc: 0.8323, loss_cls: 1.5763, loss: 1.5763, grad_norm: 4.6524, top1_acc/aux0: 0.7472, top5_acc/aux0: 0.9145, loss_cls/aux0: 0.9599, loss/aux0: 0.9599 2020-10-17 19:50:15,862 - mmaction - INFO - Epoch [7][780/792] lr: 3.750e-03, eta: 20:27:49, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.5990, top5_acc: 0.8323, loss_cls: 1.5763, loss: 1.5763, grad_norm: 4.6462, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9619, loss/aux0: 0.9619 2020-10-17 19:50:31,548 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-10-17 19:53:08,319 - mmaction - INFO - Epoch [8][20/792] lr: 3.750e-03, eta: 20:22:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8385, loss_cls: 1.5059, loss: 1.5059, grad_norm: 4.4706, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9592, loss/aux0: 0.9592 2020-10-17 19:53:08,740 - mmaction - INFO - Epoch [8][20/792] lr: 3.750e-03, eta: 20:24:36, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8385, loss_cls: 1.5059, loss: 1.5059, grad_norm: 4.4716, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9647, loss/aux0: 0.9647 2020-10-17 19:53:28,012 - mmaction - INFO - Epoch [8][40/792] lr: 3.750e-03, eta: 20:22:03, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8281, loss_cls: 1.5588, loss: 1.5588, grad_norm: 4.4950, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9546, loss/aux0: 0.9546 2020-10-17 19:53:28,448 - mmaction - INFO - Epoch [8][40/792] lr: 3.750e-03, eta: 20:24:13, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8281, loss_cls: 1.5588, loss: 1.5588, grad_norm: 4.5005, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9503, loss/aux0: 0.9503 2020-10-17 19:53:47,741 - mmaction - INFO - Epoch [8][60/792] lr: 3.750e-03, eta: 20:21:41, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8333, loss_cls: 1.5635, loss: 1.5635, grad_norm: 4.4416, top1_acc/aux0: 0.7559, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9410, loss/aux0: 0.9410 2020-10-17 19:53:48,170 - mmaction - INFO - Epoch [8][60/792] lr: 3.750e-03, eta: 20:23:51, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8333, loss_cls: 1.5635, loss: 1.5635, grad_norm: 4.4658, top1_acc/aux0: 0.7567, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.9393, loss/aux0: 0.9393 2020-10-17 19:54:07,399 - mmaction - INFO - Epoch [8][80/792] lr: 3.750e-03, eta: 20:21:19, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8417, loss_cls: 1.5239, loss: 1.5239, grad_norm: 4.4266, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9228, loss_cls/aux0: 0.9098, loss/aux0: 0.9098 2020-10-17 19:54:07,830 - mmaction - INFO - Epoch [8][80/792] lr: 3.750e-03, eta: 20:23:29, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8417, loss_cls: 1.5239, loss: 1.5239, grad_norm: 4.4551, top1_acc/aux0: 0.7605, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.9099, loss/aux0: 0.9099 2020-10-17 19:54:27,150 - mmaction - INFO - Epoch [8][100/792] lr: 3.750e-03, eta: 20:20:57, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8370, loss_cls: 1.5703, loss: 1.5703, grad_norm: 4.4523, top1_acc/aux0: 0.7522, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.9430, loss/aux0: 0.9430 2020-10-17 19:54:27,593 - mmaction - INFO - Epoch [8][100/792] lr: 3.750e-03, eta: 20:23:05, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8370, loss_cls: 1.5703, loss: 1.5703, grad_norm: 4.4399, top1_acc/aux0: 0.7538, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.9407, loss/aux0: 0.9407 2020-10-17 19:54:46,858 - mmaction - INFO - Epoch [8][120/792] lr: 3.750e-03, eta: 20:20:34, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8292, loss_cls: 1.5397, loss: 1.5397, grad_norm: 4.4191, top1_acc/aux0: 0.7524, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.9400, loss/aux0: 0.9400 2020-10-17 19:54:47,286 - mmaction - INFO - Epoch [8][120/792] lr: 3.750e-03, eta: 20:22:41, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8292, loss_cls: 1.5397, loss: 1.5397, grad_norm: 4.4113, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9152, loss_cls/aux0: 0.9354, loss/aux0: 0.9354 2020-10-17 19:55:06,718 - mmaction - INFO - Epoch [8][140/792] lr: 3.750e-03, eta: 20:20:12, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.5911, top5_acc: 0.8156, loss_cls: 1.6442, loss: 1.6442, grad_norm: 4.5391, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9488, loss/aux0: 0.9488 2020-10-17 19:55:07,152 - mmaction - INFO - Epoch [8][140/792] lr: 3.750e-03, eta: 20:22:22, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.5911, top5_acc: 0.8156, loss_cls: 1.6442, loss: 1.6442, grad_norm: 4.5222, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9532, loss/aux0: 0.9532 2020-10-17 19:55:26,552 - mmaction - INFO - Epoch [8][160/792] lr: 3.750e-03, eta: 20:19:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8354, loss_cls: 1.5581, loss: 1.5581, grad_norm: 4.5207, top1_acc/aux0: 0.7493, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9452, loss/aux0: 0.9452 2020-10-17 19:55:27,018 - mmaction - INFO - Epoch [8][160/792] lr: 3.750e-03, eta: 20:22:01, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8354, loss_cls: 1.5581, loss: 1.5581, grad_norm: 4.5232, top1_acc/aux0: 0.7498, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9467, loss/aux0: 0.9467 2020-10-17 19:55:46,370 - mmaction - INFO - Epoch [8][180/792] lr: 3.750e-03, eta: 20:19:32, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8396, loss_cls: 1.5683, loss: 1.5683, grad_norm: 4.5367, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9585, loss/aux0: 0.9585 2020-10-17 19:55:46,808 - mmaction - INFO - Epoch [8][180/792] lr: 3.750e-03, eta: 20:21:40, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8396, loss_cls: 1.5683, loss: 1.5683, grad_norm: 4.5346, top1_acc/aux0: 0.7442, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9634, loss/aux0: 0.9634 2020-10-17 19:56:06,176 - mmaction - INFO - Epoch [8][200/792] lr: 3.750e-03, eta: 20:19:10, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6203, top5_acc: 0.8411, loss_cls: 1.5091, loss: 1.5091, grad_norm: 4.5033, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9165, loss_cls/aux0: 0.9537, loss/aux0: 0.9537 2020-10-17 19:56:06,638 - mmaction - INFO - Epoch [8][200/792] lr: 3.750e-03, eta: 20:21:17, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.6203, top5_acc: 0.8411, loss_cls: 1.5091, loss: 1.5091, grad_norm: 4.4797, top1_acc/aux0: 0.7514, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9511, loss/aux0: 0.9511 2020-10-17 19:56:26,157 - mmaction - INFO - Epoch [8][220/792] lr: 3.750e-03, eta: 20:18:51, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8354, loss_cls: 1.6081, loss: 1.6081, grad_norm: 4.5009, top1_acc/aux0: 0.7535, top5_acc/aux0: 0.9157, loss_cls/aux0: 0.9354, loss/aux0: 0.9354 2020-10-17 19:56:26,593 - mmaction - INFO - Epoch [8][220/792] lr: 3.750e-03, eta: 20:21:00, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8354, loss_cls: 1.6081, loss: 1.6081, grad_norm: 4.5242, top1_acc/aux0: 0.7551, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9337, loss/aux0: 0.9337 2020-10-17 19:56:45,940 - mmaction - INFO - Epoch [8][240/792] lr: 3.750e-03, eta: 20:18:32, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8474, loss_cls: 1.4913, loss: 1.4913, grad_norm: 4.4581, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9483, loss/aux0: 0.9483 2020-10-17 19:56:46,389 - mmaction - INFO - Epoch [8][240/792] lr: 3.750e-03, eta: 20:20:39, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8474, loss_cls: 1.4913, loss: 1.4913, grad_norm: 4.4494, top1_acc/aux0: 0.7543, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9440, loss/aux0: 0.9440 2020-10-17 19:57:05,897 - mmaction - INFO - Epoch [8][260/792] lr: 3.750e-03, eta: 20:18:14, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8562, loss_cls: 1.4442, loss: 1.4442, grad_norm: 4.4465, top1_acc/aux0: 0.7504, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9454, loss/aux0: 0.9454 2020-10-17 19:57:06,315 - mmaction - INFO - Epoch [8][260/792] lr: 3.750e-03, eta: 20:20:21, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8562, loss_cls: 1.4442, loss: 1.4442, grad_norm: 4.4721, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9539, loss/aux0: 0.9539 2020-10-17 19:57:25,782 - mmaction - INFO - Epoch [8][280/792] lr: 3.750e-03, eta: 20:17:56, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8510, loss_cls: 1.5024, loss: 1.5024, grad_norm: 4.5503, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9178, loss_cls/aux0: 0.9422, loss/aux0: 0.9422 2020-10-17 19:57:26,221 - mmaction - INFO - Epoch [8][280/792] lr: 3.750e-03, eta: 20:20:02, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8510, loss_cls: 1.5024, loss: 1.5024, grad_norm: 4.5318, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9364, loss/aux0: 0.9364 2020-10-17 19:57:45,512 - mmaction - INFO - Epoch [8][300/792] lr: 3.750e-03, eta: 20:17:35, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8417, loss_cls: 1.4881, loss: 1.4881, grad_norm: 4.4309, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9378, loss/aux0: 0.9378 2020-10-17 19:57:45,936 - mmaction - INFO - Epoch [8][300/792] lr: 3.750e-03, eta: 20:19:39, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8417, loss_cls: 1.4881, loss: 1.4881, grad_norm: 4.4212, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9380, loss/aux0: 0.9380 2020-10-17 19:58:05,288 - mmaction - INFO - Epoch [8][320/792] lr: 3.750e-03, eta: 20:17:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8453, loss_cls: 1.5125, loss: 1.5125, grad_norm: 4.4020, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9332, loss/aux0: 0.9332 2020-10-17 19:58:05,692 - mmaction - INFO - Epoch [8][320/792] lr: 3.750e-03, eta: 20:19:18, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8453, loss_cls: 1.5125, loss: 1.5125, grad_norm: 4.4277, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9289, loss/aux0: 0.9289 2020-10-17 19:58:25,129 - mmaction - INFO - Epoch [8][340/792] lr: 3.750e-03, eta: 20:16:52, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8313, loss_cls: 1.5630, loss: 1.5630, grad_norm: 4.4558, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.9226, loss/aux0: 0.9226 2020-10-17 19:58:25,562 - mmaction - INFO - Epoch [8][340/792] lr: 3.750e-03, eta: 20:18:54, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8313, loss_cls: 1.5630, loss: 1.5630, grad_norm: 4.4790, top1_acc/aux0: 0.7535, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.9301, loss/aux0: 0.9301 2020-10-17 19:58:45,043 - mmaction - INFO - Epoch [8][360/792] lr: 3.750e-03, eta: 20:16:31, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8380, loss_cls: 1.5320, loss: 1.5320, grad_norm: 4.4336, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.9485, loss/aux0: 0.9485 2020-10-17 19:58:45,468 - mmaction - INFO - Epoch [8][360/792] lr: 3.750e-03, eta: 20:18:36, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8380, loss_cls: 1.5320, loss: 1.5320, grad_norm: 4.3991, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9433, loss/aux0: 0.9433 2020-10-17 19:59:04,907 - mmaction - INFO - Epoch [8][380/792] lr: 3.750e-03, eta: 20:16:11, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8479, loss_cls: 1.4584, loss: 1.4584, grad_norm: 4.3820, top1_acc/aux0: 0.7546, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9229, loss/aux0: 0.9229 2020-10-17 19:59:05,328 - mmaction - INFO - Epoch [8][380/792] lr: 3.750e-03, eta: 20:18:14, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8479, loss_cls: 1.4584, loss: 1.4584, grad_norm: 4.3572, top1_acc/aux0: 0.7543, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9256, loss/aux0: 0.9256 2020-10-17 19:59:24,830 - mmaction - INFO - Epoch [8][400/792] lr: 3.750e-03, eta: 20:15:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8385, loss_cls: 1.5306, loss: 1.5306, grad_norm: 4.5763, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9162, loss_cls/aux0: 0.9559, loss/aux0: 0.9559 2020-10-17 19:59:25,279 - mmaction - INFO - Epoch [8][400/792] lr: 3.750e-03, eta: 20:17:54, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8385, loss_cls: 1.5306, loss: 1.5306, grad_norm: 4.5711, top1_acc/aux0: 0.7475, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9595, loss/aux0: 0.9595 2020-10-17 19:59:44,581 - mmaction - INFO - Epoch [8][420/792] lr: 3.750e-03, eta: 20:15:30, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6068, top5_acc: 0.8448, loss_cls: 1.5618, loss: 1.5618, grad_norm: 4.5615, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.9152, loss_cls/aux0: 0.9631, loss/aux0: 0.9631 2020-10-17 19:59:44,989 - mmaction - INFO - Epoch [8][420/792] lr: 3.750e-03, eta: 20:17:31, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6068, top5_acc: 0.8448, loss_cls: 1.5618, loss: 1.5618, grad_norm: 4.5582, top1_acc/aux0: 0.7454, top5_acc/aux0: 0.9157, loss_cls/aux0: 0.9647, loss/aux0: 0.9647 2020-10-17 20:00:04,320 - mmaction - INFO - Epoch [8][440/792] lr: 3.750e-03, eta: 20:15:08, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8260, loss_cls: 1.5744, loss: 1.5744, grad_norm: 4.5034, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9505, loss/aux0: 0.9505 2020-10-17 20:00:04,766 - mmaction - INFO - Epoch [8][440/792] lr: 3.750e-03, eta: 20:17:11, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8260, loss_cls: 1.5744, loss: 1.5744, grad_norm: 4.4735, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9434, loss/aux0: 0.9434 2020-10-17 20:00:24,051 - mmaction - INFO - Epoch [8][460/792] lr: 3.750e-03, eta: 20:14:48, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8307, loss_cls: 1.5350, loss: 1.5350, grad_norm: 4.4704, top1_acc/aux0: 0.7520, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9356, loss/aux0: 0.9356 2020-10-17 20:00:24,469 - mmaction - INFO - Epoch [8][460/792] lr: 3.750e-03, eta: 20:16:49, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8307, loss_cls: 1.5350, loss: 1.5350, grad_norm: 4.4812, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9379, loss/aux0: 0.9379 2020-10-17 20:00:43,840 - mmaction - INFO - Epoch [8][480/792] lr: 3.750e-03, eta: 20:14:27, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6271, top5_acc: 0.8427, loss_cls: 1.5180, loss: 1.5180, grad_norm: 4.4113, top1_acc/aux0: 0.7525, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.9463, loss/aux0: 0.9463 2020-10-17 20:00:44,261 - mmaction - INFO - Epoch [8][480/792] lr: 3.750e-03, eta: 20:16:27, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6271, top5_acc: 0.8427, loss_cls: 1.5180, loss: 1.5180, grad_norm: 4.4096, top1_acc/aux0: 0.7530, top5_acc/aux0: 0.9152, loss_cls/aux0: 0.9473, loss/aux0: 0.9473 2020-10-17 20:01:03,765 - mmaction - INFO - Epoch [8][500/792] lr: 3.750e-03, eta: 20:14:06, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8328, loss_cls: 1.5178, loss: 1.5178, grad_norm: 4.3990, top1_acc/aux0: 0.7519, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9343, loss/aux0: 0.9343 2020-10-17 20:01:04,171 - mmaction - INFO - Epoch [8][500/792] lr: 3.750e-03, eta: 20:16:06, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8328, loss_cls: 1.5178, loss: 1.5178, grad_norm: 4.3705, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9360, loss/aux0: 0.9360 2020-10-17 20:01:23,681 - mmaction - INFO - Epoch [8][520/792] lr: 3.750e-03, eta: 20:13:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8333, loss_cls: 1.5517, loss: 1.5517, grad_norm: 4.4163, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.9335, loss/aux0: 0.9335 2020-10-17 20:01:24,095 - mmaction - INFO - Epoch [8][520/792] lr: 3.750e-03, eta: 20:15:46, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8333, loss_cls: 1.5517, loss: 1.5517, grad_norm: 4.4092, top1_acc/aux0: 0.7597, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9277, loss/aux0: 0.9277 2020-10-17 20:01:43,431 - mmaction - INFO - Epoch [8][540/792] lr: 3.750e-03, eta: 20:13:24, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8432, loss_cls: 1.5290, loss: 1.5290, grad_norm: 4.5973, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9176, loss_cls/aux0: 0.9271, loss/aux0: 0.9271 2020-10-17 20:01:43,892 - mmaction - INFO - Epoch [8][540/792] lr: 3.750e-03, eta: 20:15:23, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8432, loss_cls: 1.5290, loss: 1.5290, grad_norm: 4.6265, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9165, loss_cls/aux0: 0.9364, loss/aux0: 0.9364 2020-10-17 20:02:03,275 - mmaction - INFO - Epoch [8][560/792] lr: 3.750e-03, eta: 20:13:03, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8344, loss_cls: 1.5367, loss: 1.5367, grad_norm: 4.4350, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9278, loss/aux0: 0.9278 2020-10-17 20:02:03,710 - mmaction - INFO - Epoch [8][560/792] lr: 3.750e-03, eta: 20:15:01, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8344, loss_cls: 1.5367, loss: 1.5367, grad_norm: 4.4626, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9264, loss/aux0: 0.9264 2020-10-17 20:02:23,077 - mmaction - INFO - Epoch [8][580/792] lr: 3.750e-03, eta: 20:12:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6109, top5_acc: 0.8339, loss_cls: 1.5618, loss: 1.5618, grad_norm: 4.5652, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9162, loss_cls/aux0: 0.9391, loss/aux0: 0.9391 2020-10-17 20:02:23,515 - mmaction - INFO - Epoch [8][580/792] lr: 3.750e-03, eta: 20:14:40, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6109, top5_acc: 0.8339, loss_cls: 1.5618, loss: 1.5618, grad_norm: 4.5165, top1_acc/aux0: 0.7496, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9295, loss/aux0: 0.9295 2020-10-17 20:02:42,846 - mmaction - INFO - Epoch [8][600/792] lr: 3.750e-03, eta: 20:12:20, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8349, loss_cls: 1.5725, loss: 1.5725, grad_norm: 4.5751, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9406, loss/aux0: 0.9406 2020-10-17 20:02:43,270 - mmaction - INFO - Epoch [8][600/792] lr: 3.750e-03, eta: 20:14:18, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8349, loss_cls: 1.5725, loss: 1.5725, grad_norm: 4.5596, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9458, loss/aux0: 0.9458 2020-10-17 20:03:02,545 - mmaction - INFO - Epoch [8][620/792] lr: 3.750e-03, eta: 20:11:58, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8432, loss_cls: 1.5079, loss: 1.5079, grad_norm: 4.3895, top1_acc/aux0: 0.7558, top5_acc/aux0: 0.9157, loss_cls/aux0: 0.9298, loss/aux0: 0.9298 2020-10-17 20:03:02,976 - mmaction - INFO - Epoch [8][620/792] lr: 3.750e-03, eta: 20:13:55, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8432, loss_cls: 1.5079, loss: 1.5079, grad_norm: 4.4116, top1_acc/aux0: 0.7556, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9297, loss/aux0: 0.9297 2020-10-17 20:03:22,438 - mmaction - INFO - Epoch [8][640/792] lr: 3.750e-03, eta: 20:11:36, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8396, loss_cls: 1.5090, loss: 1.5090, grad_norm: 4.4387, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.9476, loss/aux0: 0.9476 2020-10-17 20:03:22,880 - mmaction - INFO - Epoch [8][640/792] lr: 3.750e-03, eta: 20:13:33, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8396, loss_cls: 1.5090, loss: 1.5090, grad_norm: 4.4433, top1_acc/aux0: 0.7551, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9445, loss/aux0: 0.9445 2020-10-17 20:03:42,248 - mmaction - INFO - Epoch [8][660/792] lr: 3.750e-03, eta: 20:11:15, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6188, top5_acc: 0.8417, loss_cls: 1.5292, loss: 1.5292, grad_norm: 4.5472, top1_acc/aux0: 0.7543, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9379, loss/aux0: 0.9379 2020-10-17 20:03:42,671 - mmaction - INFO - Epoch [8][660/792] lr: 3.750e-03, eta: 20:13:12, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6188, top5_acc: 0.8417, loss_cls: 1.5292, loss: 1.5292, grad_norm: 4.5856, top1_acc/aux0: 0.7528, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.9444, loss/aux0: 0.9444 2020-10-17 20:04:02,016 - mmaction - INFO - Epoch [8][680/792] lr: 3.750e-03, eta: 20:10:53, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6313, top5_acc: 0.8479, loss_cls: 1.4692, loss: 1.4692, grad_norm: 4.4308, top1_acc/aux0: 0.7548, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9286, loss/aux0: 0.9286 2020-10-17 20:04:02,452 - mmaction - INFO - Epoch [8][680/792] lr: 3.750e-03, eta: 20:12:49, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6313, top5_acc: 0.8479, loss_cls: 1.4692, loss: 1.4692, grad_norm: 4.4492, top1_acc/aux0: 0.7558, top5_acc/aux0: 0.9176, loss_cls/aux0: 0.9262, loss/aux0: 0.9262 2020-10-17 20:04:21,990 - mmaction - INFO - Epoch [8][700/792] lr: 3.750e-03, eta: 20:10:32, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8370, loss_cls: 1.4831, loss: 1.4831, grad_norm: 4.4826, top1_acc/aux0: 0.7535, top5_acc/aux0: 0.9152, loss_cls/aux0: 0.9455, loss/aux0: 0.9455 2020-10-17 20:04:22,435 - mmaction - INFO - Epoch [8][700/792] lr: 3.750e-03, eta: 20:12:28, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8370, loss_cls: 1.4831, loss: 1.4831, grad_norm: 4.4740, top1_acc/aux0: 0.7545, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.9413, loss/aux0: 0.9413 2020-10-17 20:04:41,762 - mmaction - INFO - Epoch [8][720/792] lr: 3.750e-03, eta: 20:10:10, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6141, top5_acc: 0.8453, loss_cls: 1.5018, loss: 1.5018, grad_norm: 4.4425, top1_acc/aux0: 0.7588, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9127, loss/aux0: 0.9127 2020-10-17 20:04:42,209 - mmaction - INFO - Epoch [8][720/792] lr: 3.750e-03, eta: 20:12:05, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6141, top5_acc: 0.8453, loss_cls: 1.5018, loss: 1.5018, grad_norm: 4.4369, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9183, loss_cls/aux0: 0.9129, loss/aux0: 0.9129 2020-10-17 20:05:01,577 - mmaction - INFO - Epoch [8][740/792] lr: 3.750e-03, eta: 20:09:49, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8266, loss_cls: 1.5886, loss: 1.5886, grad_norm: 4.4606, top1_acc/aux0: 0.7506, top5_acc/aux0: 0.9173, loss_cls/aux0: 0.9344, loss/aux0: 0.9344 2020-10-17 20:05:02,061 - mmaction - INFO - Epoch [8][740/792] lr: 3.750e-03, eta: 20:11:45, time: 0.499, data_time: 0.005, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8266, loss_cls: 1.5886, loss: 1.5886, grad_norm: 4.4456, top1_acc/aux0: 0.7499, top5_acc/aux0: 0.9173, loss_cls/aux0: 0.9373, loss/aux0: 0.9373 2020-10-17 20:05:21,294 - mmaction - INFO - Epoch [8][760/792] lr: 3.750e-03, eta: 20:09:28, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8286, loss_cls: 1.5538, loss: 1.5538, grad_norm: 4.4945, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.9483, loss/aux0: 0.9483 2020-10-17 20:05:21,724 - mmaction - INFO - Epoch [8][760/792] lr: 3.750e-03, eta: 20:11:21, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8286, loss_cls: 1.5538, loss: 1.5538, grad_norm: 4.4907, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.9152, loss_cls/aux0: 0.9529, loss/aux0: 0.9529 2020-10-17 20:05:41,105 - mmaction - INFO - Epoch [8][780/792] lr: 3.750e-03, eta: 20:09:05, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8427, loss_cls: 1.5328, loss: 1.5328, grad_norm: 4.4795, top1_acc/aux0: 0.7522, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.9438, loss/aux0: 0.9438 2020-10-17 20:05:41,534 - mmaction - INFO - Epoch [8][780/792] lr: 3.750e-03, eta: 20:10:59, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8427, loss_cls: 1.5328, loss: 1.5328, grad_norm: 4.5151, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9157, loss_cls/aux0: 0.9437, loss/aux0: 0.9437 2020-10-17 20:05:56,582 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-17 20:09:06,199 - mmaction - INFO - Epoch [9][20/792] lr: 3.750e-03, eta: 20:06:16, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8464, loss_cls: 1.5034, loss: 1.5034, grad_norm: 4.4309, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9288, loss/aux0: 0.9288 2020-10-17 20:09:06,622 - mmaction - INFO - Epoch [9][20/792] lr: 3.750e-03, eta: 20:08:10, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8464, loss_cls: 1.5034, loss: 1.5034, grad_norm: 4.3842, top1_acc/aux0: 0.7571, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9290, loss/aux0: 0.9290 2020-10-17 20:09:26,031 - mmaction - INFO - Epoch [9][40/792] lr: 3.750e-03, eta: 20:05:56, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8391, loss_cls: 1.5227, loss: 1.5227, grad_norm: 4.4152, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9283, loss/aux0: 0.9283 2020-10-17 20:09:26,476 - mmaction - INFO - Epoch [9][40/792] lr: 3.750e-03, eta: 20:07:50, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8391, loss_cls: 1.5227, loss: 1.5227, grad_norm: 4.4242, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9293, loss/aux0: 0.9293 2020-10-17 20:09:45,633 - mmaction - INFO - Epoch [9][60/792] lr: 3.750e-03, eta: 20:05:35, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8448, loss_cls: 1.4983, loss: 1.4983, grad_norm: 4.5626, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.9141, loss/aux0: 0.9141 2020-10-17 20:09:46,076 - mmaction - INFO - Epoch [9][60/792] lr: 3.750e-03, eta: 20:07:28, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8448, loss_cls: 1.4983, loss: 1.4983, grad_norm: 4.5667, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9239, loss_cls/aux0: 0.9154, loss/aux0: 0.9154 2020-10-17 20:10:05,558 - mmaction - INFO - Epoch [9][80/792] lr: 3.750e-03, eta: 20:05:16, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8401, loss_cls: 1.4511, loss: 1.4511, grad_norm: 4.3693, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9209, loss_cls/aux0: 0.9057, loss/aux0: 0.9057 2020-10-17 20:10:05,990 - mmaction - INFO - Epoch [9][80/792] lr: 3.750e-03, eta: 20:07:10, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8401, loss_cls: 1.4511, loss: 1.4511, grad_norm: 4.3673, top1_acc/aux0: 0.7626, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.9008, loss/aux0: 0.9008 2020-10-17 20:10:25,463 - mmaction - INFO - Epoch [9][100/792] lr: 3.750e-03, eta: 20:04:59, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8401, loss_cls: 1.4928, loss: 1.4928, grad_norm: 4.4889, top1_acc/aux0: 0.7519, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9295, loss/aux0: 0.9295 2020-10-17 20:10:25,939 - mmaction - INFO - Epoch [9][100/792] lr: 3.750e-03, eta: 20:06:53, time: 0.505, data_time: 0.004, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8401, loss_cls: 1.4928, loss: 1.4928, grad_norm: 4.5328, top1_acc/aux0: 0.7499, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9382, loss/aux0: 0.9382 2020-10-17 20:10:45,307 - mmaction - INFO - Epoch [9][120/792] lr: 3.750e-03, eta: 20:04:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8422, loss_cls: 1.4820, loss: 1.4820, grad_norm: 4.4044, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9166, loss_cls/aux0: 0.9316, loss/aux0: 0.9316 2020-10-17 20:10:45,750 - mmaction - INFO - Epoch [9][120/792] lr: 3.750e-03, eta: 20:06:32, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8422, loss_cls: 1.4820, loss: 1.4820, grad_norm: 4.3867, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9322, loss/aux0: 0.9322 2020-10-17 20:11:05,021 - mmaction - INFO - Epoch [9][140/792] lr: 3.750e-03, eta: 20:04:20, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8432, loss_cls: 1.4906, loss: 1.4906, grad_norm: 4.3453, top1_acc/aux0: 0.7572, top5_acc/aux0: 0.9166, loss_cls/aux0: 0.9184, loss/aux0: 0.9184 2020-10-17 20:11:05,444 - mmaction - INFO - Epoch [9][140/792] lr: 3.750e-03, eta: 20:06:10, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8432, loss_cls: 1.4906, loss: 1.4906, grad_norm: 4.3784, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.9140, loss/aux0: 0.9140 2020-10-17 20:11:24,880 - mmaction - INFO - Epoch [9][160/792] lr: 3.750e-03, eta: 20:03:59, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8458, loss_cls: 1.4760, loss: 1.4760, grad_norm: 4.3989, top1_acc/aux0: 0.7566, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-17 20:11:25,350 - mmaction - INFO - Epoch [9][160/792] lr: 3.750e-03, eta: 20:05:51, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8458, loss_cls: 1.4760, loss: 1.4760, grad_norm: 4.4097, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9250, loss/aux0: 0.9250 2020-10-17 20:11:44,665 - mmaction - INFO - Epoch [9][180/792] lr: 3.750e-03, eta: 20:03:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8542, loss_cls: 1.3772, loss: 1.3772, grad_norm: 4.6362, top1_acc/aux0: 0.7485, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.9518, loss/aux0: 0.9518 2020-10-17 20:11:45,107 - mmaction - INFO - Epoch [9][180/792] lr: 3.750e-03, eta: 20:05:30, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8542, loss_cls: 1.3772, loss: 1.3772, grad_norm: 4.5870, top1_acc/aux0: 0.7493, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9506, loss/aux0: 0.9506 2020-10-17 20:12:04,378 - mmaction - INFO - Epoch [9][200/792] lr: 3.750e-03, eta: 20:03:18, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8323, loss_cls: 1.5234, loss: 1.5234, grad_norm: 4.4859, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9294, loss/aux0: 0.9294 2020-10-17 20:12:04,795 - mmaction - INFO - Epoch [9][200/792] lr: 3.750e-03, eta: 20:05:08, time: 0.491, data_time: 0.003, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8323, loss_cls: 1.5234, loss: 1.5234, grad_norm: 4.4505, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9287, loss/aux0: 0.9287 2020-10-17 20:12:24,100 - mmaction - INFO - Epoch [9][220/792] lr: 3.750e-03, eta: 20:02:57, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8526, loss_cls: 1.4196, loss: 1.4196, grad_norm: 4.4327, top1_acc/aux0: 0.7593, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9117, loss/aux0: 0.9117 2020-10-17 20:12:24,521 - mmaction - INFO - Epoch [9][220/792] lr: 3.750e-03, eta: 20:04:47, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8526, loss_cls: 1.4196, loss: 1.4196, grad_norm: 4.4861, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9183, loss/aux0: 0.9183 2020-10-17 20:12:43,970 - mmaction - INFO - Epoch [9][240/792] lr: 3.750e-03, eta: 20:02:37, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8417, loss_cls: 1.4925, loss: 1.4925, grad_norm: 4.4671, top1_acc/aux0: 0.7577, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.9162, loss/aux0: 0.9162 2020-10-17 20:12:44,385 - mmaction - INFO - Epoch [9][240/792] lr: 3.750e-03, eta: 20:04:27, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8417, loss_cls: 1.4925, loss: 1.4925, grad_norm: 4.5058, top1_acc/aux0: 0.7571, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.9134, loss/aux0: 0.9134 2020-10-17 20:13:03,666 - mmaction - INFO - Epoch [9][260/792] lr: 3.750e-03, eta: 20:02:16, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8422, loss_cls: 1.5385, loss: 1.5385, grad_norm: 4.6030, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.9453, loss/aux0: 0.9453 2020-10-17 20:13:04,084 - mmaction - INFO - Epoch [9][260/792] lr: 3.750e-03, eta: 20:04:05, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8422, loss_cls: 1.5385, loss: 1.5385, grad_norm: 4.6280, top1_acc/aux0: 0.7543, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.9444, loss/aux0: 0.9444 2020-10-17 20:13:23,539 - mmaction - INFO - Epoch [9][280/792] lr: 3.750e-03, eta: 20:01:57, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8474, loss_cls: 1.4688, loss: 1.4688, grad_norm: 4.5033, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9596, loss/aux0: 0.9596 2020-10-17 20:13:24,001 - mmaction - INFO - Epoch [9][280/792] lr: 3.750e-03, eta: 20:03:47, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8474, loss_cls: 1.4688, loss: 1.4688, grad_norm: 4.5090, top1_acc/aux0: 0.7550, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9652, loss/aux0: 0.9652 2020-10-17 20:13:43,408 - mmaction - INFO - Epoch [9][300/792] lr: 3.750e-03, eta: 20:01:38, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8516, loss_cls: 1.4736, loss: 1.4736, grad_norm: 4.4839, top1_acc/aux0: 0.7559, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9390, loss/aux0: 0.9390 2020-10-17 20:13:43,841 - mmaction - INFO - Epoch [9][300/792] lr: 3.750e-03, eta: 20:03:27, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8516, loss_cls: 1.4736, loss: 1.4736, grad_norm: 4.4678, top1_acc/aux0: 0.7569, top5_acc/aux0: 0.9173, loss_cls/aux0: 0.9338, loss/aux0: 0.9338 2020-10-17 20:14:03,375 - mmaction - INFO - Epoch [9][320/792] lr: 3.750e-03, eta: 20:01:20, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.5948, top5_acc: 0.8359, loss_cls: 1.5984, loss: 1.5984, grad_norm: 4.3911, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9088, loss/aux0: 0.9088 2020-10-17 20:14:03,824 - mmaction - INFO - Epoch [9][320/792] lr: 3.750e-03, eta: 20:03:10, time: 0.506, data_time: 0.003, memory: 8335, top1_acc: 0.5948, top5_acc: 0.8359, loss_cls: 1.5984, loss: 1.5984, grad_norm: 4.4275, top1_acc/aux0: 0.7621, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9085, loss/aux0: 0.9085 2020-10-17 20:14:23,197 - mmaction - INFO - Epoch [9][340/792] lr: 3.750e-03, eta: 20:01:02, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6266, top5_acc: 0.8448, loss_cls: 1.4897, loss: 1.4897, grad_norm: 4.5163, top1_acc/aux0: 0.7619, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.9066, loss/aux0: 0.9066 2020-10-17 20:14:23,628 - mmaction - INFO - Epoch [9][340/792] lr: 3.750e-03, eta: 20:02:51, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6266, top5_acc: 0.8448, loss_cls: 1.4897, loss: 1.4897, grad_norm: 4.5257, top1_acc/aux0: 0.7613, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9080, loss/aux0: 0.9080 2020-10-17 20:14:43,107 - mmaction - INFO - Epoch [9][360/792] lr: 3.750e-03, eta: 20:00:44, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8318, loss_cls: 1.5161, loss: 1.5161, grad_norm: 4.3986, top1_acc/aux0: 0.7538, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.9401, loss/aux0: 0.9401 2020-10-17 20:14:43,537 - mmaction - INFO - Epoch [9][360/792] lr: 3.750e-03, eta: 20:02:32, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8318, loss_cls: 1.5161, loss: 1.5161, grad_norm: 4.4132, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9183, loss_cls/aux0: 0.9390, loss/aux0: 0.9390 2020-10-17 20:15:02,932 - mmaction - INFO - Epoch [9][380/792] lr: 3.750e-03, eta: 20:00:23, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8448, loss_cls: 1.4429, loss: 1.4429, grad_norm: 4.3829, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9364, loss/aux0: 0.9364 2020-10-17 20:15:03,349 - mmaction - INFO - Epoch [9][380/792] lr: 3.750e-03, eta: 20:02:10, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8448, loss_cls: 1.4429, loss: 1.4429, grad_norm: 4.4248, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9375, loss/aux0: 0.9375 2020-10-17 20:15:22,749 - mmaction - INFO - Epoch [9][400/792] lr: 3.750e-03, eta: 20:00:03, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8453, loss_cls: 1.5017, loss: 1.5017, grad_norm: 4.5790, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9192, loss_cls/aux0: 0.9272, loss/aux0: 0.9272 2020-10-17 20:15:23,210 - mmaction - INFO - Epoch [9][400/792] lr: 3.750e-03, eta: 20:01:51, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8453, loss_cls: 1.5017, loss: 1.5017, grad_norm: 4.5842, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9262, loss/aux0: 0.9262 2020-10-17 20:15:42,614 - mmaction - INFO - Epoch [9][420/792] lr: 3.750e-03, eta: 19:59:44, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8229, loss_cls: 1.5663, loss: 1.5663, grad_norm: 4.5299, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.9268, loss/aux0: 0.9268 2020-10-17 20:15:43,033 - mmaction - INFO - Epoch [9][420/792] lr: 3.750e-03, eta: 20:01:31, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8229, loss_cls: 1.5663, loss: 1.5663, grad_norm: 4.5447, top1_acc/aux0: 0.7569, top5_acc/aux0: 0.9147, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-17 20:16:02,252 - mmaction - INFO - Epoch [9][440/792] lr: 3.750e-03, eta: 19:59:23, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8464, loss_cls: 1.4855, loss: 1.4855, grad_norm: 4.4853, top1_acc/aux0: 0.7575, top5_acc/aux0: 0.9192, loss_cls/aux0: 0.9257, loss/aux0: 0.9257 2020-10-17 20:16:02,677 - mmaction - INFO - Epoch [9][440/792] lr: 3.750e-03, eta: 20:01:07, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8464, loss_cls: 1.4855, loss: 1.4855, grad_norm: 4.5210, top1_acc/aux0: 0.7575, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9259, loss/aux0: 0.9259 2020-10-17 20:16:22,189 - mmaction - INFO - Epoch [9][460/792] lr: 3.750e-03, eta: 19:59:01, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8339, loss_cls: 1.5136, loss: 1.5136, grad_norm: 4.4926, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9365, loss/aux0: 0.9365 2020-10-17 20:16:22,636 - mmaction - INFO - Epoch [9][460/792] lr: 3.750e-03, eta: 20:00:46, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8339, loss_cls: 1.5136, loss: 1.5136, grad_norm: 4.4965, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.9306, loss/aux0: 0.9306 2020-10-17 20:16:41,948 - mmaction - INFO - Epoch [9][480/792] lr: 3.750e-03, eta: 19:58:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8594, loss_cls: 1.3930, loss: 1.3930, grad_norm: 4.5233, top1_acc/aux0: 0.7554, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9363, loss/aux0: 0.9363 2020-10-17 20:16:42,369 - mmaction - INFO - Epoch [9][480/792] lr: 3.750e-03, eta: 20:00:26, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8594, loss_cls: 1.3930, loss: 1.3930, grad_norm: 4.4902, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9183, loss_cls/aux0: 0.9351, loss/aux0: 0.9351 2020-10-17 20:17:01,771 - mmaction - INFO - Epoch [9][500/792] lr: 3.750e-03, eta: 19:58:20, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8406, loss_cls: 1.5560, loss: 1.5560, grad_norm: 4.5186, top1_acc/aux0: 0.7590, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9243, loss/aux0: 0.9243 2020-10-17 20:17:02,204 - mmaction - INFO - Epoch [9][500/792] lr: 3.750e-03, eta: 20:00:05, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8406, loss_cls: 1.5560, loss: 1.5560, grad_norm: 4.4925, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9260, loss/aux0: 0.9260 2020-10-17 20:17:21,643 - mmaction - INFO - Epoch [9][520/792] lr: 3.750e-03, eta: 19:57:59, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8406, loss_cls: 1.5099, loss: 1.5099, grad_norm: 4.4981, top1_acc/aux0: 0.7590, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9187, loss/aux0: 0.9187 2020-10-17 20:17:22,070 - mmaction - INFO - Epoch [9][520/792] lr: 3.750e-03, eta: 19:59:45, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8406, loss_cls: 1.5099, loss: 1.5099, grad_norm: 4.4920, top1_acc/aux0: 0.7575, top5_acc/aux0: 0.9197, loss_cls/aux0: 0.9229, loss/aux0: 0.9229 2020-10-17 20:17:41,497 - mmaction - INFO - Epoch [9][540/792] lr: 3.750e-03, eta: 19:57:40, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8495, loss_cls: 1.4465, loss: 1.4465, grad_norm: 4.5318, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8943, loss/aux0: 0.8943 2020-10-17 20:17:41,943 - mmaction - INFO - Epoch [9][540/792] lr: 3.750e-03, eta: 19:59:25, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8495, loss_cls: 1.4465, loss: 1.4465, grad_norm: 4.5912, top1_acc/aux0: 0.7606, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8997, loss/aux0: 0.8997 2020-10-17 20:18:01,270 - mmaction - INFO - Epoch [9][560/792] lr: 3.750e-03, eta: 19:57:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6266, top5_acc: 0.8484, loss_cls: 1.4725, loss: 1.4725, grad_norm: 4.7975, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9308, loss/aux0: 0.9308 2020-10-17 20:18:01,698 - mmaction - INFO - Epoch [9][560/792] lr: 3.750e-03, eta: 19:59:05, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6266, top5_acc: 0.8484, loss_cls: 1.4725, loss: 1.4725, grad_norm: 4.7567, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9183, loss_cls/aux0: 0.9204, loss/aux0: 0.9204 2020-10-17 20:18:20,868 - mmaction - INFO - Epoch [9][580/792] lr: 3.750e-03, eta: 19:56:59, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8453, loss_cls: 1.5061, loss: 1.5061, grad_norm: 4.5421, top1_acc/aux0: 0.7496, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9429, loss/aux0: 0.9429 2020-10-17 20:18:21,307 - mmaction - INFO - Epoch [9][580/792] lr: 3.750e-03, eta: 19:58:42, time: 0.489, data_time: 0.003, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8453, loss_cls: 1.5061, loss: 1.5061, grad_norm: 4.5664, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.9124, loss_cls/aux0: 0.9505, loss/aux0: 0.9505 2020-10-17 20:18:40,642 - mmaction - INFO - Epoch [9][600/792] lr: 3.750e-03, eta: 19:56:37, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8505, loss_cls: 1.4642, loss: 1.4642, grad_norm: 4.5101, top1_acc/aux0: 0.7572, top5_acc/aux0: 0.9162, loss_cls/aux0: 0.9366, loss/aux0: 0.9366 2020-10-17 20:18:41,074 - mmaction - INFO - Epoch [9][600/792] lr: 3.750e-03, eta: 19:58:20, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8505, loss_cls: 1.4642, loss: 1.4642, grad_norm: 4.4879, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9178, loss_cls/aux0: 0.9288, loss/aux0: 0.9288 2020-10-17 20:19:00,326 - mmaction - INFO - Epoch [9][620/792] lr: 3.750e-03, eta: 19:56:16, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8307, loss_cls: 1.5311, loss: 1.5311, grad_norm: 4.4099, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8984, loss/aux0: 0.8984 2020-10-17 20:19:00,748 - mmaction - INFO - Epoch [9][620/792] lr: 3.750e-03, eta: 19:57:58, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8307, loss_cls: 1.5311, loss: 1.5311, grad_norm: 4.4376, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9046, loss/aux0: 0.9046 2020-10-17 20:19:20,185 - mmaction - INFO - Epoch [9][640/792] lr: 3.750e-03, eta: 19:55:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8427, loss_cls: 1.5190, loss: 1.5190, grad_norm: 4.5981, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9349, loss/aux0: 0.9349 2020-10-17 20:19:20,611 - mmaction - INFO - Epoch [9][640/792] lr: 3.750e-03, eta: 19:57:37, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8427, loss_cls: 1.5190, loss: 1.5190, grad_norm: 4.5774, top1_acc/aux0: 0.7551, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9261, loss/aux0: 0.9261 2020-10-17 20:19:40,182 - mmaction - INFO - Epoch [9][660/792] lr: 3.750e-03, eta: 19:55:34, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6109, top5_acc: 0.8297, loss_cls: 1.5554, loss: 1.5554, grad_norm: 4.4920, top1_acc/aux0: 0.7587, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9254, loss/aux0: 0.9254 2020-10-17 20:19:40,611 - mmaction - INFO - Epoch [9][660/792] lr: 3.750e-03, eta: 19:57:17, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6109, top5_acc: 0.8297, loss_cls: 1.5554, loss: 1.5554, grad_norm: 4.5292, top1_acc/aux0: 0.7566, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.9352, loss/aux0: 0.9352 2020-10-17 20:20:00,002 - mmaction - INFO - Epoch [9][680/792] lr: 3.750e-03, eta: 19:55:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8484, loss_cls: 1.4670, loss: 1.4670, grad_norm: 4.5460, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9342, loss/aux0: 0.9342 2020-10-17 20:20:00,445 - mmaction - INFO - Epoch [9][680/792] lr: 3.750e-03, eta: 19:56:57, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8484, loss_cls: 1.4670, loss: 1.4670, grad_norm: 4.4981, top1_acc/aux0: 0.7590, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.9244, loss/aux0: 0.9244 2020-10-17 20:20:19,816 - mmaction - INFO - Epoch [9][700/792] lr: 3.750e-03, eta: 19:54:54, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8490, loss_cls: 1.4670, loss: 1.4670, grad_norm: 4.4140, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9236, loss/aux0: 0.9236 2020-10-17 20:20:20,238 - mmaction - INFO - Epoch [9][700/792] lr: 3.750e-03, eta: 19:56:36, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8490, loss_cls: 1.4670, loss: 1.4670, grad_norm: 4.4461, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9330, loss/aux0: 0.9330 2020-10-17 20:20:39,567 - mmaction - INFO - Epoch [9][720/792] lr: 3.750e-03, eta: 19:54:34, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8474, loss_cls: 1.5199, loss: 1.5199, grad_norm: 4.6415, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9559, loss/aux0: 0.9559 2020-10-17 20:20:40,001 - mmaction - INFO - Epoch [9][720/792] lr: 3.750e-03, eta: 19:56:15, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8474, loss_cls: 1.5199, loss: 1.5199, grad_norm: 4.6301, top1_acc/aux0: 0.7525, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9531, loss/aux0: 0.9531 2020-10-17 20:20:59,362 - mmaction - INFO - Epoch [9][740/792] lr: 3.750e-03, eta: 19:54:13, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8385, loss_cls: 1.5089, loss: 1.5089, grad_norm: 4.4379, top1_acc/aux0: 0.7605, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8992, loss/aux0: 0.8992 2020-10-17 20:20:59,801 - mmaction - INFO - Epoch [9][740/792] lr: 3.750e-03, eta: 19:55:55, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8385, loss_cls: 1.5089, loss: 1.5089, grad_norm: 4.4526, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9034, loss/aux0: 0.9034 2020-10-17 20:21:19,138 - mmaction - INFO - Epoch [9][760/792] lr: 3.750e-03, eta: 19:53:53, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8438, loss_cls: 1.5268, loss: 1.5268, grad_norm: 4.3928, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9274, loss/aux0: 0.9274 2020-10-17 20:21:19,608 - mmaction - INFO - Epoch [9][760/792] lr: 3.750e-03, eta: 19:55:34, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8438, loss_cls: 1.5268, loss: 1.5268, grad_norm: 4.3835, top1_acc/aux0: 0.7584, top5_acc/aux0: 0.9155, loss_cls/aux0: 0.9230, loss/aux0: 0.9230 2020-10-17 20:21:39,374 - mmaction - INFO - Epoch [9][780/792] lr: 3.750e-03, eta: 19:53:37, time: 0.516, data_time: 0.000, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8479, loss_cls: 1.4995, loss: 1.4995, grad_norm: 4.5901, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9149, loss_cls/aux0: 0.9523, loss/aux0: 0.9523 2020-10-17 20:21:39,791 - mmaction - INFO - Epoch [9][780/792] lr: 3.750e-03, eta: 19:55:22, time: 0.516, data_time: 0.002, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8479, loss_cls: 1.4995, loss: 1.4995, grad_norm: 4.6054, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9547, loss/aux0: 0.9547 2020-10-17 20:21:53,813 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-10-17 20:24:43,278 - mmaction - INFO - Epoch [10][20/792] lr: 3.750e-03, eta: 19:51:07, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8568, loss_cls: 1.4365, loss: 1.4365, grad_norm: 4.4434, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9169, loss/aux0: 0.9169 2020-10-17 20:24:43,712 - mmaction - INFO - Epoch [10][20/792] lr: 3.750e-03, eta: 19:52:46, time: 0.490, data_time: 0.003, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8568, loss_cls: 1.4365, loss: 1.4365, grad_norm: 4.3848, top1_acc/aux0: 0.7561, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.9130, loss/aux0: 0.9130 2020-10-17 20:25:02,959 - mmaction - INFO - Epoch [10][40/792] lr: 3.750e-03, eta: 19:50:46, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8568, loss_cls: 1.4438, loss: 1.4438, grad_norm: 4.4718, top1_acc/aux0: 0.7561, top5_acc/aux0: 0.9166, loss_cls/aux0: 0.9276, loss/aux0: 0.9276 2020-10-17 20:25:03,397 - mmaction - INFO - Epoch [10][40/792] lr: 3.750e-03, eta: 19:52:25, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8568, loss_cls: 1.4438, loss: 1.4438, grad_norm: 4.4577, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9291, loss/aux0: 0.9291 2020-10-17 20:25:22,594 - mmaction - INFO - Epoch [10][60/792] lr: 3.750e-03, eta: 19:50:24, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8359, loss_cls: 1.4699, loss: 1.4699, grad_norm: 4.4098, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.9181, loss/aux0: 0.9181 2020-10-17 20:25:23,098 - mmaction - INFO - Epoch [10][60/792] lr: 3.750e-03, eta: 19:52:03, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8359, loss_cls: 1.4699, loss: 1.4699, grad_norm: 4.3900, top1_acc/aux0: 0.7593, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9185, loss/aux0: 0.9185 2020-10-17 20:25:42,548 - mmaction - INFO - Epoch [10][80/792] lr: 3.750e-03, eta: 19:50:05, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8516, loss_cls: 1.4681, loss: 1.4681, grad_norm: 4.3769, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9238, loss/aux0: 0.9238 2020-10-17 20:25:43,014 - mmaction - INFO - Epoch [10][80/792] lr: 3.750e-03, eta: 19:51:45, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8516, loss_cls: 1.4681, loss: 1.4681, grad_norm: 4.3659, top1_acc/aux0: 0.7600, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9200, loss/aux0: 0.9200 2020-10-17 20:26:02,283 - mmaction - INFO - Epoch [10][100/792] lr: 3.750e-03, eta: 19:49:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8385, loss_cls: 1.5559, loss: 1.5559, grad_norm: 4.4670, top1_acc/aux0: 0.7597, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9230, loss/aux0: 0.9230 2020-10-17 20:26:02,765 - mmaction - INFO - Epoch [10][100/792] lr: 3.750e-03, eta: 19:51:25, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8385, loss_cls: 1.5559, loss: 1.5559, grad_norm: 4.4755, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9253, loss/aux0: 0.9253 2020-10-17 20:26:22,097 - mmaction - INFO - Epoch [10][120/792] lr: 3.750e-03, eta: 19:49:26, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8474, loss_cls: 1.4779, loss: 1.4779, grad_norm: 4.5161, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9117, loss/aux0: 0.9117 2020-10-17 20:26:22,517 - mmaction - INFO - Epoch [10][120/792] lr: 3.750e-03, eta: 19:51:03, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8474, loss_cls: 1.4779, loss: 1.4779, grad_norm: 4.5390, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.9204, loss/aux0: 0.9204 2020-10-17 20:26:41,992 - mmaction - INFO - Epoch [10][140/792] lr: 3.750e-03, eta: 19:49:04, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8453, loss_cls: 1.4809, loss: 1.4809, grad_norm: 4.4855, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9161, loss/aux0: 0.9161 2020-10-17 20:26:42,419 - mmaction - INFO - Epoch [10][140/792] lr: 3.750e-03, eta: 19:50:42, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8453, loss_cls: 1.4809, loss: 1.4809, grad_norm: 4.4792, top1_acc/aux0: 0.7595, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.9070, loss/aux0: 0.9070 2020-10-17 20:27:01,828 - mmaction - INFO - Epoch [10][160/792] lr: 3.750e-03, eta: 19:48:44, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8552, loss_cls: 1.4448, loss: 1.4448, grad_norm: 4.4975, top1_acc/aux0: 0.7665, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.8979, loss/aux0: 0.8979 2020-10-17 20:27:02,263 - mmaction - INFO - Epoch [10][160/792] lr: 3.750e-03, eta: 19:50:22, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8552, loss_cls: 1.4448, loss: 1.4448, grad_norm: 4.5145, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9209, loss_cls/aux0: 0.9043, loss/aux0: 0.9043 2020-10-17 20:27:21,705 - mmaction - INFO - Epoch [10][180/792] lr: 3.750e-03, eta: 19:48:24, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8516, loss_cls: 1.4081, loss: 1.4081, grad_norm: 4.5476, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9165, loss_cls/aux0: 0.9256, loss/aux0: 0.9256 2020-10-17 20:27:22,183 - mmaction - INFO - Epoch [10][180/792] lr: 3.750e-03, eta: 19:50:02, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8516, loss_cls: 1.4081, loss: 1.4081, grad_norm: 4.5546, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9219, loss/aux0: 0.9219 2020-10-17 20:27:41,521 - mmaction - INFO - Epoch [10][200/792] lr: 3.750e-03, eta: 19:48:05, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8531, loss_cls: 1.4467, loss: 1.4467, grad_norm: 4.5099, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9090, loss/aux0: 0.9090 2020-10-17 20:27:41,945 - mmaction - INFO - Epoch [10][200/792] lr: 3.750e-03, eta: 19:49:43, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8531, loss_cls: 1.4467, loss: 1.4467, grad_norm: 4.5205, top1_acc/aux0: 0.7597, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.9107, loss/aux0: 0.9107 2020-10-17 20:28:01,316 - mmaction - INFO - Epoch [10][220/792] lr: 3.750e-03, eta: 19:47:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8411, loss_cls: 1.4749, loss: 1.4749, grad_norm: 4.4312, top1_acc/aux0: 0.7577, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9279, loss/aux0: 0.9279 2020-10-17 20:28:01,754 - mmaction - INFO - Epoch [10][220/792] lr: 3.750e-03, eta: 19:49:24, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8411, loss_cls: 1.4749, loss: 1.4749, grad_norm: 4.4450, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9157, loss_cls/aux0: 0.9284, loss/aux0: 0.9284 2020-10-17 20:28:21,105 - mmaction - INFO - Epoch [10][240/792] lr: 3.750e-03, eta: 19:47:27, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8411, loss_cls: 1.4979, loss: 1.4979, grad_norm: 4.4803, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.9159, loss/aux0: 0.9159 2020-10-17 20:28:21,595 - mmaction - INFO - Epoch [10][240/792] lr: 3.750e-03, eta: 19:49:03, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8411, loss_cls: 1.4979, loss: 1.4979, grad_norm: 4.5093, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9150, loss/aux0: 0.9150 2020-10-17 20:28:40,935 - mmaction - INFO - Epoch [10][260/792] lr: 3.750e-03, eta: 19:47:06, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8651, loss_cls: 1.3933, loss: 1.3933, grad_norm: 4.4386, top1_acc/aux0: 0.7569, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9259, loss/aux0: 0.9259 2020-10-17 20:28:41,377 - mmaction - INFO - Epoch [10][260/792] lr: 3.750e-03, eta: 19:48:42, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8651, loss_cls: 1.3933, loss: 1.3933, grad_norm: 4.4301, top1_acc/aux0: 0.7587, top5_acc/aux0: 0.9178, loss_cls/aux0: 0.9189, loss/aux0: 0.9189 2020-10-17 20:29:00,704 - mmaction - INFO - Epoch [10][280/792] lr: 3.750e-03, eta: 19:46:45, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8635, loss_cls: 1.3699, loss: 1.3699, grad_norm: 4.5189, top1_acc/aux0: 0.7579, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.9230, loss/aux0: 0.9230 2020-10-17 20:29:01,126 - mmaction - INFO - Epoch [10][280/792] lr: 3.750e-03, eta: 19:48:21, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8635, loss_cls: 1.3699, loss: 1.3699, grad_norm: 4.5565, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9202, loss_cls/aux0: 0.9295, loss/aux0: 0.9295 2020-10-17 20:29:20,531 - mmaction - INFO - Epoch [10][300/792] lr: 3.750e-03, eta: 19:46:25, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8490, loss_cls: 1.4943, loss: 1.4943, grad_norm: 4.6005, top1_acc/aux0: 0.7572, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9147, loss/aux0: 0.9147 2020-10-17 20:29:20,974 - mmaction - INFO - Epoch [10][300/792] lr: 3.750e-03, eta: 19:48:01, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8490, loss_cls: 1.4943, loss: 1.4943, grad_norm: 4.5230, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.9107, loss/aux0: 0.9107 2020-10-17 20:29:40,274 - mmaction - INFO - Epoch [10][320/792] lr: 3.750e-03, eta: 19:46:05, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8448, loss_cls: 1.4239, loss: 1.4239, grad_norm: 4.4571, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9090, loss/aux0: 0.9090 2020-10-17 20:29:40,714 - mmaction - INFO - Epoch [10][320/792] lr: 3.750e-03, eta: 19:47:40, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8448, loss_cls: 1.4239, loss: 1.4239, grad_norm: 4.4764, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.9091, loss/aux0: 0.9091 2020-10-17 20:30:00,072 - mmaction - INFO - Epoch [10][340/792] lr: 3.750e-03, eta: 19:45:44, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8443, loss_cls: 1.4505, loss: 1.4505, grad_norm: 4.4276, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9011, loss/aux0: 0.9011 2020-10-17 20:30:00,491 - mmaction - INFO - Epoch [10][340/792] lr: 3.750e-03, eta: 19:47:19, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8443, loss_cls: 1.4505, loss: 1.4505, grad_norm: 4.4750, top1_acc/aux0: 0.7569, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.9111, loss/aux0: 0.9111 2020-10-17 20:30:19,804 - mmaction - INFO - Epoch [10][360/792] lr: 3.750e-03, eta: 19:45:24, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8500, loss_cls: 1.4329, loss: 1.4329, grad_norm: 4.4334, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9204, loss_cls/aux0: 0.9100, loss/aux0: 0.9100 2020-10-17 20:30:20,251 - mmaction - INFO - Epoch [10][360/792] lr: 3.750e-03, eta: 19:46:59, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8500, loss_cls: 1.4329, loss: 1.4329, grad_norm: 4.4470, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9023, loss/aux0: 0.9023 2020-10-17 20:30:39,619 - mmaction - INFO - Epoch [10][380/792] lr: 3.750e-03, eta: 19:45:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8656, loss_cls: 1.4092, loss: 1.4092, grad_norm: 4.4436, top1_acc/aux0: 0.7636, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8994, loss/aux0: 0.8994 2020-10-17 20:30:40,031 - mmaction - INFO - Epoch [10][380/792] lr: 3.750e-03, eta: 19:46:39, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8656, loss_cls: 1.4092, loss: 1.4092, grad_norm: 4.4660, top1_acc/aux0: 0.7639, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9018, loss/aux0: 0.9018 2020-10-17 20:30:59,400 - mmaction - INFO - Epoch [10][400/792] lr: 3.750e-03, eta: 19:44:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8464, loss_cls: 1.4933, loss: 1.4933, grad_norm: 4.5129, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9028, loss/aux0: 0.9028 2020-10-17 20:30:59,849 - mmaction - INFO - Epoch [10][400/792] lr: 3.750e-03, eta: 19:46:20, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8464, loss_cls: 1.4933, loss: 1.4933, grad_norm: 4.5049, top1_acc/aux0: 0.7619, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.9026, loss/aux0: 0.9026 2020-10-17 20:31:19,036 - mmaction - INFO - Epoch [10][420/792] lr: 3.750e-03, eta: 19:44:24, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8599, loss_cls: 1.3794, loss: 1.3794, grad_norm: 4.3570, top1_acc/aux0: 0.7571, top5_acc/aux0: 0.9145, loss_cls/aux0: 0.9244, loss/aux0: 0.9244 2020-10-17 20:31:19,451 - mmaction - INFO - Epoch [10][420/792] lr: 3.750e-03, eta: 19:45:57, time: 0.491, data_time: 0.003, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8599, loss_cls: 1.3794, loss: 1.3794, grad_norm: 4.3601, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9153, loss_cls/aux0: 0.9191, loss/aux0: 0.9191 2020-10-17 20:31:38,870 - mmaction - INFO - Epoch [10][440/792] lr: 3.750e-03, eta: 19:44:03, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8448, loss_cls: 1.4639, loss: 1.4639, grad_norm: 4.5035, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9162, loss_cls/aux0: 0.9236, loss/aux0: 0.9236 2020-10-17 20:31:39,313 - mmaction - INFO - Epoch [10][440/792] lr: 3.750e-03, eta: 19:45:36, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8448, loss_cls: 1.4639, loss: 1.4639, grad_norm: 4.4915, top1_acc/aux0: 0.7593, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9295, loss/aux0: 0.9295 2020-10-17 20:31:58,759 - mmaction - INFO - Epoch [10][460/792] lr: 3.750e-03, eta: 19:43:42, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8542, loss_cls: 1.4525, loss: 1.4525, grad_norm: 4.4498, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8977, loss/aux0: 0.8977 2020-10-17 20:31:59,217 - mmaction - INFO - Epoch [10][460/792] lr: 3.750e-03, eta: 19:45:15, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8542, loss_cls: 1.4525, loss: 1.4525, grad_norm: 4.4553, top1_acc/aux0: 0.7603, top5_acc/aux0: 0.9225, loss_cls/aux0: 0.8984, loss/aux0: 0.8984 2020-10-17 20:32:18,772 - mmaction - INFO - Epoch [10][480/792] lr: 3.750e-03, eta: 19:43:23, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6188, top5_acc: 0.8406, loss_cls: 1.5304, loss: 1.5304, grad_norm: 4.6692, top1_acc/aux0: 0.7551, top5_acc/aux0: 0.9197, loss_cls/aux0: 0.9247, loss/aux0: 0.9247 2020-10-17 20:32:19,214 - mmaction - INFO - Epoch [10][480/792] lr: 3.750e-03, eta: 19:44:57, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6188, top5_acc: 0.8406, loss_cls: 1.5304, loss: 1.5304, grad_norm: 4.6737, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9196, loss_cls/aux0: 0.9244, loss/aux0: 0.9244 2020-10-17 20:32:38,655 - mmaction - INFO - Epoch [10][500/792] lr: 3.750e-03, eta: 19:43:05, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8359, loss_cls: 1.5224, loss: 1.5224, grad_norm: 4.5578, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.9235, loss/aux0: 0.9235 2020-10-17 20:32:39,083 - mmaction - INFO - Epoch [10][500/792] lr: 3.750e-03, eta: 19:44:39, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8359, loss_cls: 1.5224, loss: 1.5224, grad_norm: 4.5452, top1_acc/aux0: 0.7579, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9166, loss/aux0: 0.9166 2020-10-17 20:32:58,487 - mmaction - INFO - Epoch [10][520/792] lr: 3.750e-03, eta: 19:42:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8443, loss_cls: 1.5089, loss: 1.5089, grad_norm: 4.4276, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.8937, loss/aux0: 0.8937 2020-10-17 20:32:58,913 - mmaction - INFO - Epoch [10][520/792] lr: 3.750e-03, eta: 19:44:19, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8443, loss_cls: 1.5089, loss: 1.5089, grad_norm: 4.4054, top1_acc/aux0: 0.7689, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8973, loss/aux0: 0.8973 2020-10-17 20:33:18,241 - mmaction - INFO - Epoch [10][540/792] lr: 3.750e-03, eta: 19:42:25, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8510, loss_cls: 1.4062, loss: 1.4062, grad_norm: 4.3952, top1_acc/aux0: 0.7580, top5_acc/aux0: 0.9192, loss_cls/aux0: 0.9189, loss/aux0: 0.9189 2020-10-17 20:33:18,658 - mmaction - INFO - Epoch [10][540/792] lr: 3.750e-03, eta: 19:43:57, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8510, loss_cls: 1.4062, loss: 1.4062, grad_norm: 4.4441, top1_acc/aux0: 0.7553, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.9256, loss/aux0: 0.9256 2020-10-17 20:33:38,066 - mmaction - INFO - Epoch [10][560/792] lr: 3.750e-03, eta: 19:42:04, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8557, loss_cls: 1.4235, loss: 1.4235, grad_norm: 4.4127, top1_acc/aux0: 0.7606, top5_acc/aux0: 0.9173, loss_cls/aux0: 0.9134, loss/aux0: 0.9134 2020-10-17 20:33:38,501 - mmaction - INFO - Epoch [10][560/792] lr: 3.750e-03, eta: 19:43:36, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8557, loss_cls: 1.4235, loss: 1.4235, grad_norm: 4.4523, top1_acc/aux0: 0.7618, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9111, loss/aux0: 0.9111 2020-10-17 20:33:57,937 - mmaction - INFO - Epoch [10][580/792] lr: 3.750e-03, eta: 19:41:45, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8411, loss_cls: 1.4776, loss: 1.4776, grad_norm: 4.4221, top1_acc/aux0: 0.7624, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.9148, loss/aux0: 0.9148 2020-10-17 20:33:58,367 - mmaction - INFO - Epoch [10][580/792] lr: 3.750e-03, eta: 19:43:17, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8411, loss_cls: 1.4776, loss: 1.4776, grad_norm: 4.3874, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9097, loss/aux0: 0.9097 2020-10-17 20:34:17,717 - mmaction - INFO - Epoch [10][600/792] lr: 3.750e-03, eta: 19:41:26, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8453, loss_cls: 1.4651, loss: 1.4651, grad_norm: 4.4190, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9232, loss/aux0: 0.9232 2020-10-17 20:34:18,173 - mmaction - INFO - Epoch [10][600/792] lr: 3.750e-03, eta: 19:42:58, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8453, loss_cls: 1.4651, loss: 1.4651, grad_norm: 4.4593, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-17 20:34:37,453 - mmaction - INFO - Epoch [10][620/792] lr: 3.750e-03, eta: 19:41:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8500, loss_cls: 1.4352, loss: 1.4352, grad_norm: 4.5464, top1_acc/aux0: 0.7629, top5_acc/aux0: 0.9197, loss_cls/aux0: 0.8999, loss/aux0: 0.8999 2020-10-17 20:34:37,879 - mmaction - INFO - Epoch [10][620/792] lr: 3.750e-03, eta: 19:42:37, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8500, loss_cls: 1.4352, loss: 1.4352, grad_norm: 4.5747, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9006, loss/aux0: 0.9006 2020-10-17 20:34:57,167 - mmaction - INFO - Epoch [10][640/792] lr: 3.750e-03, eta: 19:40:45, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8609, loss_cls: 1.3851, loss: 1.3851, grad_norm: 4.3432, top1_acc/aux0: 0.7588, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9205, loss/aux0: 0.9205 2020-10-17 20:34:57,597 - mmaction - INFO - Epoch [10][640/792] lr: 3.750e-03, eta: 19:42:16, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8609, loss_cls: 1.3851, loss: 1.3851, grad_norm: 4.3155, top1_acc/aux0: 0.7611, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.9146, loss/aux0: 0.9146 2020-10-17 20:35:17,059 - mmaction - INFO - Epoch [10][660/792] lr: 3.750e-03, eta: 19:40:26, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8458, loss_cls: 1.4711, loss: 1.4711, grad_norm: 4.5521, top1_acc/aux0: 0.7588, top5_acc/aux0: 0.9183, loss_cls/aux0: 0.9220, loss/aux0: 0.9220 2020-10-17 20:35:17,514 - mmaction - INFO - Epoch [10][660/792] lr: 3.750e-03, eta: 19:41:59, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8458, loss_cls: 1.4711, loss: 1.4711, grad_norm: 4.5657, top1_acc/aux0: 0.7577, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9216, loss/aux0: 0.9216 2020-10-17 20:35:36,983 - mmaction - INFO - Epoch [10][680/792] lr: 3.750e-03, eta: 19:40:09, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8495, loss_cls: 1.4617, loss: 1.4617, grad_norm: 4.4958, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9172, loss/aux0: 0.9172 2020-10-17 20:35:37,393 - mmaction - INFO - Epoch [10][680/792] lr: 3.750e-03, eta: 19:41:40, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8495, loss_cls: 1.4617, loss: 1.4617, grad_norm: 4.4368, top1_acc/aux0: 0.7572, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9153, loss/aux0: 0.9153 2020-10-17 20:35:56,715 - mmaction - INFO - Epoch [10][700/792] lr: 3.750e-03, eta: 19:39:49, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8510, loss_cls: 1.4571, loss: 1.4571, grad_norm: 4.3869, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8818, loss/aux0: 0.8818 2020-10-17 20:35:57,141 - mmaction - INFO - Epoch [10][700/792] lr: 3.750e-03, eta: 19:41:20, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8510, loss_cls: 1.4571, loss: 1.4571, grad_norm: 4.3949, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8871, loss/aux0: 0.8871 2020-10-17 20:36:16,661 - mmaction - INFO - Epoch [10][720/792] lr: 3.750e-03, eta: 19:39:30, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8286, loss_cls: 1.5110, loss: 1.5110, grad_norm: 4.4819, top1_acc/aux0: 0.7601, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9187, loss/aux0: 0.9187 2020-10-17 20:36:17,081 - mmaction - INFO - Epoch [10][720/792] lr: 3.750e-03, eta: 19:41:01, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8286, loss_cls: 1.5110, loss: 1.5110, grad_norm: 4.4665, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9147, loss/aux0: 0.9147 2020-10-17 20:36:36,374 - mmaction - INFO - Epoch [10][740/792] lr: 3.750e-03, eta: 19:39:11, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8453, loss_cls: 1.4357, loss: 1.4357, grad_norm: 4.4376, top1_acc/aux0: 0.7579, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9144, loss/aux0: 0.9144 2020-10-17 20:36:36,802 - mmaction - INFO - Epoch [10][740/792] lr: 3.750e-03, eta: 19:40:40, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8453, loss_cls: 1.4357, loss: 1.4357, grad_norm: 4.4465, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9118, loss/aux0: 0.9118 2020-10-17 20:36:56,030 - mmaction - INFO - Epoch [10][760/792] lr: 3.750e-03, eta: 19:38:49, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8573, loss_cls: 1.5001, loss: 1.5001, grad_norm: 4.4035, top1_acc/aux0: 0.7726, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8677, loss/aux0: 0.8677 2020-10-17 20:36:56,440 - mmaction - INFO - Epoch [10][760/792] lr: 3.750e-03, eta: 19:40:18, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8573, loss_cls: 1.5001, loss: 1.5001, grad_norm: 4.4228, top1_acc/aux0: 0.7702, top5_acc/aux0: 0.9209, loss_cls/aux0: 0.8814, loss/aux0: 0.8814 2020-10-17 20:37:15,866 - mmaction - INFO - Epoch [10][780/792] lr: 3.750e-03, eta: 19:38:29, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8490, loss_cls: 1.4610, loss: 1.4610, grad_norm: 4.3941, top1_acc/aux0: 0.7601, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9244, loss/aux0: 0.9244 2020-10-17 20:37:16,296 - mmaction - INFO - Epoch [10][780/792] lr: 3.750e-03, eta: 19:39:59, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8490, loss_cls: 1.4610, loss: 1.4610, grad_norm: 4.4072, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9182, loss/aux0: 0.9182 2020-10-17 20:37:29,344 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-10-17 20:38:49,050 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-17 20:38:49,207 - mmaction - INFO - top1_acc 0.7284 top5_acc 0.9196 2020-10-17 20:38:49,208 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-17 20:38:49,236 - mmaction - INFO - mean_acc 0.7288 2020-10-17 20:38:49,236 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-10-17 20:38:49,269 - mmaction - INFO - Epoch(val) [10][792] top1_acc: 0.7284, top5_acc: 0.9196, mean_class_accuracy: 0.7288 2020-10-17 20:41:25,053 - mmaction - INFO - Epoch [11][20/792] lr: 3.750e-03, eta: 19:36:12, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8583, loss_cls: 1.4035, loss: 1.4035, grad_norm: 4.3887, top1_acc/aux0: 0.7675, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8991, loss/aux0: 0.8991 2020-10-17 20:41:25,484 - mmaction - INFO - Epoch [11][20/792] lr: 3.750e-03, eta: 19:37:42, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8583, loss_cls: 1.4035, loss: 1.4035, grad_norm: 4.3818, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9202, loss_cls/aux0: 0.8975, loss/aux0: 0.8975 2020-10-17 20:41:44,641 - mmaction - INFO - Epoch [11][40/792] lr: 3.750e-03, eta: 19:35:53, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8599, loss_cls: 1.4039, loss: 1.4039, grad_norm: 4.4161, top1_acc/aux0: 0.7718, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8654, loss/aux0: 0.8654 2020-10-17 20:41:45,141 - mmaction - INFO - Epoch [11][40/792] lr: 3.750e-03, eta: 19:37:21, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8599, loss_cls: 1.4039, loss: 1.4039, grad_norm: 4.4381, top1_acc/aux0: 0.7702, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8675, loss/aux0: 0.8675 2020-10-17 20:42:04,450 - mmaction - INFO - Epoch [11][60/792] lr: 3.750e-03, eta: 19:35:33, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8583, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.4640, top1_acc/aux0: 0.7636, top5_acc/aux0: 0.9197, loss_cls/aux0: 0.8979, loss/aux0: 0.8979 2020-10-17 20:42:04,906 - mmaction - INFO - Epoch [11][60/792] lr: 3.750e-03, eta: 19:37:01, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8583, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.4506, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.8969, loss/aux0: 0.8969 2020-10-17 20:42:24,075 - mmaction - INFO - Epoch [11][80/792] lr: 3.750e-03, eta: 19:35:12, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8479, loss_cls: 1.4568, loss: 1.4568, grad_norm: 4.4355, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9207, loss/aux0: 0.9207 2020-10-17 20:42:24,516 - mmaction - INFO - Epoch [11][80/792] lr: 3.750e-03, eta: 19:36:39, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8479, loss_cls: 1.4568, loss: 1.4568, grad_norm: 4.4743, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9180, loss/aux0: 0.9180 2020-10-17 20:42:43,898 - mmaction - INFO - Epoch [11][100/792] lr: 3.750e-03, eta: 19:34:52, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8620, loss_cls: 1.3205, loss: 1.3205, grad_norm: 4.3629, top1_acc/aux0: 0.7608, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.9143, loss/aux0: 0.9143 2020-10-17 20:42:44,312 - mmaction - INFO - Epoch [11][100/792] lr: 3.750e-03, eta: 19:36:20, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8620, loss_cls: 1.3205, loss: 1.3205, grad_norm: 4.3758, top1_acc/aux0: 0.7611, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.9160, loss/aux0: 0.9160 2020-10-17 20:43:03,700 - mmaction - INFO - Epoch [11][120/792] lr: 3.750e-03, eta: 19:34:32, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8526, loss_cls: 1.4373, loss: 1.4373, grad_norm: 4.4307, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9204, loss_cls/aux0: 0.9105, loss/aux0: 0.9105 2020-10-17 20:43:04,147 - mmaction - INFO - Epoch [11][120/792] lr: 3.750e-03, eta: 19:36:00, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8526, loss_cls: 1.4373, loss: 1.4373, grad_norm: 4.4205, top1_acc/aux0: 0.7566, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.9104, loss/aux0: 0.9104 2020-10-17 20:43:23,373 - mmaction - INFO - Epoch [11][140/792] lr: 3.750e-03, eta: 19:34:12, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6302, top5_acc: 0.8458, loss_cls: 1.4480, loss: 1.4480, grad_norm: 4.4199, top1_acc/aux0: 0.7614, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8836, loss/aux0: 0.8836 2020-10-17 20:43:23,780 - mmaction - INFO - Epoch [11][140/792] lr: 3.750e-03, eta: 19:35:39, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6302, top5_acc: 0.8458, loss_cls: 1.4480, loss: 1.4480, grad_norm: 4.4407, top1_acc/aux0: 0.7610, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8834, loss/aux0: 0.8834 2020-10-17 20:43:43,182 - mmaction - INFO - Epoch [11][160/792] lr: 3.750e-03, eta: 19:33:52, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8521, loss_cls: 1.4269, loss: 1.4269, grad_norm: 4.4668, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9218, loss_cls/aux0: 0.8828, loss/aux0: 0.8828 2020-10-17 20:43:43,620 - mmaction - INFO - Epoch [11][160/792] lr: 3.750e-03, eta: 19:35:20, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8521, loss_cls: 1.4269, loss: 1.4269, grad_norm: 4.4841, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9212, loss_cls/aux0: 0.8848, loss/aux0: 0.8848 2020-10-17 20:44:02,887 - mmaction - INFO - Epoch [11][180/792] lr: 3.750e-03, eta: 19:33:33, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8500, loss_cls: 1.4595, loss: 1.4595, grad_norm: 4.4837, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9225, loss_cls/aux0: 0.8725, loss/aux0: 0.8725 2020-10-17 20:44:03,323 - mmaction - INFO - Epoch [11][180/792] lr: 3.750e-03, eta: 19:34:59, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8500, loss_cls: 1.4595, loss: 1.4595, grad_norm: 4.4723, top1_acc/aux0: 0.7746, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8703, loss/aux0: 0.8703 2020-10-17 20:44:22,598 - mmaction - INFO - Epoch [11][200/792] lr: 3.750e-03, eta: 19:33:12, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8625, loss_cls: 1.4006, loss: 1.4006, grad_norm: 4.4586, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8892, loss/aux0: 0.8892 2020-10-17 20:44:23,006 - mmaction - INFO - Epoch [11][200/792] lr: 3.750e-03, eta: 19:34:38, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8625, loss_cls: 1.4006, loss: 1.4006, grad_norm: 4.4348, top1_acc/aux0: 0.7692, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8908, loss/aux0: 0.8908 2020-10-17 20:44:42,377 - mmaction - INFO - Epoch [11][220/792] lr: 3.750e-03, eta: 19:32:51, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8505, loss_cls: 1.4804, loss: 1.4804, grad_norm: 4.5161, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.9109, loss/aux0: 0.9109 2020-10-17 20:44:42,801 - mmaction - INFO - Epoch [11][220/792] lr: 3.750e-03, eta: 19:34:18, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8505, loss_cls: 1.4804, loss: 1.4804, grad_norm: 4.5065, top1_acc/aux0: 0.7640, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.9128, loss/aux0: 0.9128 2020-10-17 20:45:02,117 - mmaction - INFO - Epoch [11][240/792] lr: 3.750e-03, eta: 19:32:31, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6411, top5_acc: 0.8604, loss_cls: 1.4077, loss: 1.4077, grad_norm: 4.4883, top1_acc/aux0: 0.7590, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.9231, loss/aux0: 0.9231 2020-10-17 20:45:02,545 - mmaction - INFO - Epoch [11][240/792] lr: 3.750e-03, eta: 19:33:58, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6411, top5_acc: 0.8604, loss_cls: 1.4077, loss: 1.4077, grad_norm: 4.4650, top1_acc/aux0: 0.7584, top5_acc/aux0: 0.9218, loss_cls/aux0: 0.9256, loss/aux0: 0.9256 2020-10-17 20:45:21,833 - mmaction - INFO - Epoch [11][260/792] lr: 3.750e-03, eta: 19:32:11, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8448, loss_cls: 1.4614, loss: 1.4614, grad_norm: 4.5646, top1_acc/aux0: 0.7608, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9168, loss/aux0: 0.9168 2020-10-17 20:45:22,300 - mmaction - INFO - Epoch [11][260/792] lr: 3.750e-03, eta: 19:33:36, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8448, loss_cls: 1.4614, loss: 1.4614, grad_norm: 4.5447, top1_acc/aux0: 0.7603, top5_acc/aux0: 0.9173, loss_cls/aux0: 0.9167, loss/aux0: 0.9167 2020-10-17 20:45:41,590 - mmaction - INFO - Epoch [11][280/792] lr: 3.750e-03, eta: 19:31:50, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8500, loss_cls: 1.4589, loss: 1.4589, grad_norm: 4.4026, top1_acc/aux0: 0.7624, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8968, loss/aux0: 0.8968 2020-10-17 20:45:42,039 - mmaction - INFO - Epoch [11][280/792] lr: 3.750e-03, eta: 19:33:16, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8500, loss_cls: 1.4589, loss: 1.4589, grad_norm: 4.4198, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9213, loss_cls/aux0: 0.8959, loss/aux0: 0.8959 2020-10-17 20:46:01,464 - mmaction - INFO - Epoch [11][300/792] lr: 3.750e-03, eta: 19:31:31, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8432, loss_cls: 1.4745, loss: 1.4745, grad_norm: 4.5308, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8985, loss/aux0: 0.8985 2020-10-17 20:46:01,885 - mmaction - INFO - Epoch [11][300/792] lr: 3.750e-03, eta: 19:32:57, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8432, loss_cls: 1.4745, loss: 1.4745, grad_norm: 4.4937, top1_acc/aux0: 0.7678, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.8923, loss/aux0: 0.8923 2020-10-17 20:46:21,327 - mmaction - INFO - Epoch [11][320/792] lr: 3.750e-03, eta: 19:31:12, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8594, loss_cls: 1.4209, loss: 1.4209, grad_norm: 4.5143, top1_acc/aux0: 0.7671, top5_acc/aux0: 0.9160, loss_cls/aux0: 0.9040, loss/aux0: 0.9040 2020-10-17 20:46:21,781 - mmaction - INFO - Epoch [11][320/792] lr: 3.750e-03, eta: 19:32:38, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8594, loss_cls: 1.4209, loss: 1.4209, grad_norm: 4.5284, top1_acc/aux0: 0.7660, top5_acc/aux0: 0.9162, loss_cls/aux0: 0.9053, loss/aux0: 0.9053 2020-10-17 20:46:41,176 - mmaction - INFO - Epoch [11][340/792] lr: 3.750e-03, eta: 19:30:53, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8359, loss_cls: 1.4685, loss: 1.4685, grad_norm: 4.5303, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9139, loss/aux0: 0.9139 2020-10-17 20:46:41,590 - mmaction - INFO - Epoch [11][340/792] lr: 3.750e-03, eta: 19:32:19, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8359, loss_cls: 1.4685, loss: 1.4685, grad_norm: 4.5264, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9197, loss/aux0: 0.9197 2020-10-17 20:47:00,947 - mmaction - INFO - Epoch [11][360/792] lr: 3.750e-03, eta: 19:30:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8505, loss_cls: 1.4981, loss: 1.4981, grad_norm: 4.5981, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9170, loss/aux0: 0.9170 2020-10-17 20:47:01,365 - mmaction - INFO - Epoch [11][360/792] lr: 3.750e-03, eta: 19:31:59, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8505, loss_cls: 1.4981, loss: 1.4981, grad_norm: 4.6024, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9189, loss_cls/aux0: 0.9169, loss/aux0: 0.9169 2020-10-17 20:47:20,898 - mmaction - INFO - Epoch [11][380/792] lr: 3.750e-03, eta: 19:30:15, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8448, loss_cls: 1.4771, loss: 1.4771, grad_norm: 4.4070, top1_acc/aux0: 0.7601, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8940, loss/aux0: 0.8940 2020-10-17 20:47:21,339 - mmaction - INFO - Epoch [11][380/792] lr: 3.750e-03, eta: 19:31:40, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8448, loss_cls: 1.4771, loss: 1.4771, grad_norm: 4.4414, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9197, loss_cls/aux0: 0.8940, loss/aux0: 0.8940 2020-10-17 20:47:40,666 - mmaction - INFO - Epoch [11][400/792] lr: 3.750e-03, eta: 19:29:56, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8505, loss_cls: 1.4660, loss: 1.4660, grad_norm: 4.4641, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9191, loss_cls/aux0: 0.9051, loss/aux0: 0.9051 2020-10-17 20:47:41,075 - mmaction - INFO - Epoch [11][400/792] lr: 3.750e-03, eta: 19:31:21, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8505, loss_cls: 1.4660, loss: 1.4660, grad_norm: 4.4610, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8986, loss/aux0: 0.8986 2020-10-17 20:48:00,488 - mmaction - INFO - Epoch [11][420/792] lr: 3.750e-03, eta: 19:29:37, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6464, top5_acc: 0.8474, loss_cls: 1.4568, loss: 1.4568, grad_norm: 4.3823, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9138, loss/aux0: 0.9138 2020-10-17 20:48:00,915 - mmaction - INFO - Epoch [11][420/792] lr: 3.750e-03, eta: 19:31:02, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6464, top5_acc: 0.8474, loss_cls: 1.4568, loss: 1.4568, grad_norm: 4.3867, top1_acc/aux0: 0.7582, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9152, loss/aux0: 0.9152 2020-10-17 20:48:20,416 - mmaction - INFO - Epoch [11][440/792] lr: 3.750e-03, eta: 19:29:19, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8589, loss_cls: 1.3819, loss: 1.3819, grad_norm: 4.5491, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.9146, loss/aux0: 0.9146 2020-10-17 20:48:20,868 - mmaction - INFO - Epoch [11][440/792] lr: 3.750e-03, eta: 19:30:44, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8589, loss_cls: 1.3819, loss: 1.3819, grad_norm: 4.5046, top1_acc/aux0: 0.7577, top5_acc/aux0: 0.9165, loss_cls/aux0: 0.9175, loss/aux0: 0.9175 2020-10-17 20:48:40,143 - mmaction - INFO - Epoch [11][460/792] lr: 3.750e-03, eta: 19:29:00, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8443, loss_cls: 1.4596, loss: 1.4596, grad_norm: 4.4750, top1_acc/aux0: 0.7598, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9127, loss/aux0: 0.9127 2020-10-17 20:48:40,557 - mmaction - INFO - Epoch [11][460/792] lr: 3.750e-03, eta: 19:30:23, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8443, loss_cls: 1.4596, loss: 1.4596, grad_norm: 4.4939, top1_acc/aux0: 0.7600, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9123, loss/aux0: 0.9123 2020-10-17 20:48:59,905 - mmaction - INFO - Epoch [11][480/792] lr: 3.750e-03, eta: 19:28:39, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8505, loss_cls: 1.4486, loss: 1.4486, grad_norm: 4.4508, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8981, loss/aux0: 0.8981 2020-10-17 20:49:00,328 - mmaction - INFO - Epoch [11][480/792] lr: 3.750e-03, eta: 19:30:02, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8505, loss_cls: 1.4486, loss: 1.4486, grad_norm: 4.4452, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8975, loss/aux0: 0.8975 2020-10-17 20:49:19,602 - mmaction - INFO - Epoch [11][500/792] lr: 3.750e-03, eta: 19:28:18, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8432, loss_cls: 1.4570, loss: 1.4570, grad_norm: 4.5568, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9214, loss/aux0: 0.9214 2020-10-17 20:49:20,037 - mmaction - INFO - Epoch [11][500/792] lr: 3.750e-03, eta: 19:29:41, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8432, loss_cls: 1.4570, loss: 1.4570, grad_norm: 4.5312, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9181, loss_cls/aux0: 0.9149, loss/aux0: 0.9149 2020-10-17 20:49:39,382 - mmaction - INFO - Epoch [11][520/792] lr: 3.750e-03, eta: 19:27:57, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8625, loss_cls: 1.3827, loss: 1.3827, grad_norm: 4.3839, top1_acc/aux0: 0.7657, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8917, loss/aux0: 0.8917 2020-10-17 20:49:39,792 - mmaction - INFO - Epoch [11][520/792] lr: 3.750e-03, eta: 19:29:20, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8625, loss_cls: 1.3827, loss: 1.3827, grad_norm: 4.3685, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8937, loss/aux0: 0.8937 2020-10-17 20:49:59,116 - mmaction - INFO - Epoch [11][540/792] lr: 3.750e-03, eta: 19:27:37, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8411, loss_cls: 1.4516, loss: 1.4516, grad_norm: 4.3654, top1_acc/aux0: 0.7652, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8873, loss/aux0: 0.8873 2020-10-17 20:49:59,546 - mmaction - INFO - Epoch [11][540/792] lr: 3.750e-03, eta: 19:28:59, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8411, loss_cls: 1.4516, loss: 1.4516, grad_norm: 4.3834, top1_acc/aux0: 0.7637, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8923, loss/aux0: 0.8923 2020-10-17 20:50:18,911 - mmaction - INFO - Epoch [11][560/792] lr: 3.750e-03, eta: 19:27:16, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8396, loss_cls: 1.4822, loss: 1.4822, grad_norm: 4.4439, top1_acc/aux0: 0.7619, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8863, loss/aux0: 0.8863 2020-10-17 20:50:19,326 - mmaction - INFO - Epoch [11][560/792] lr: 3.750e-03, eta: 19:28:39, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8396, loss_cls: 1.4822, loss: 1.4822, grad_norm: 4.4228, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8788, loss/aux0: 0.8788 2020-10-17 20:50:38,632 - mmaction - INFO - Epoch [11][580/792] lr: 3.750e-03, eta: 19:26:56, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8500, loss_cls: 1.4438, loss: 1.4438, grad_norm: 4.4965, top1_acc/aux0: 0.7636, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8996, loss/aux0: 0.8996 2020-10-17 20:50:39,082 - mmaction - INFO - Epoch [11][580/792] lr: 3.750e-03, eta: 19:28:18, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8500, loss_cls: 1.4438, loss: 1.4438, grad_norm: 4.4984, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.9075, loss/aux0: 0.9075 2020-10-17 20:50:58,486 - mmaction - INFO - Epoch [11][600/792] lr: 3.750e-03, eta: 19:26:36, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8526, loss_cls: 1.4642, loss: 1.4642, grad_norm: 4.4052, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8814, loss/aux0: 0.8814 2020-10-17 20:50:58,908 - mmaction - INFO - Epoch [11][600/792] lr: 3.750e-03, eta: 19:27:58, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8526, loss_cls: 1.4642, loss: 1.4642, grad_norm: 4.4054, top1_acc/aux0: 0.7678, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.8770, loss/aux0: 0.8770 2020-10-17 20:51:18,211 - mmaction - INFO - Epoch [11][620/792] lr: 3.750e-03, eta: 19:26:16, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6437, top5_acc: 0.8484, loss_cls: 1.4224, loss: 1.4224, grad_norm: 4.4172, top1_acc/aux0: 0.7588, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.9025, loss/aux0: 0.9025 2020-10-17 20:51:18,620 - mmaction - INFO - Epoch [11][620/792] lr: 3.750e-03, eta: 19:27:38, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6437, top5_acc: 0.8484, loss_cls: 1.4224, loss: 1.4224, grad_norm: 4.3843, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9225, loss_cls/aux0: 0.9032, loss/aux0: 0.9032 2020-10-17 20:51:37,910 - mmaction - INFO - Epoch [11][640/792] lr: 3.750e-03, eta: 19:25:56, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8583, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.4679, top1_acc/aux0: 0.7652, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9047, loss/aux0: 0.9047 2020-10-17 20:51:38,339 - mmaction - INFO - Epoch [11][640/792] lr: 3.750e-03, eta: 19:27:17, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8583, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.4515, top1_acc/aux0: 0.7649, top5_acc/aux0: 0.9179, loss_cls/aux0: 0.9066, loss/aux0: 0.9066 2020-10-17 20:51:57,596 - mmaction - INFO - Epoch [11][660/792] lr: 3.750e-03, eta: 19:25:35, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8526, loss_cls: 1.4160, loss: 1.4160, grad_norm: 4.3802, top1_acc/aux0: 0.7699, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8746, loss/aux0: 0.8746 2020-10-17 20:51:58,031 - mmaction - INFO - Epoch [11][660/792] lr: 3.750e-03, eta: 19:26:56, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8526, loss_cls: 1.4160, loss: 1.4160, grad_norm: 4.3662, top1_acc/aux0: 0.7692, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8787, loss/aux0: 0.8787 2020-10-17 20:52:17,420 - mmaction - INFO - Epoch [11][680/792] lr: 3.750e-03, eta: 19:25:15, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8599, loss_cls: 1.3706, loss: 1.3706, grad_norm: 4.4617, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8847, loss/aux0: 0.8847 2020-10-17 20:52:17,873 - mmaction - INFO - Epoch [11][680/792] lr: 3.750e-03, eta: 19:26:37, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8599, loss_cls: 1.3706, loss: 1.3706, grad_norm: 4.4670, top1_acc/aux0: 0.7713, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8771, loss/aux0: 0.8771 2020-10-17 20:52:37,250 - mmaction - INFO - Epoch [11][700/792] lr: 3.750e-03, eta: 19:24:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8563, loss_cls: 1.4168, loss: 1.4168, grad_norm: 4.4865, top1_acc/aux0: 0.7647, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9012, loss/aux0: 0.9012 2020-10-17 20:52:37,698 - mmaction - INFO - Epoch [11][700/792] lr: 3.750e-03, eta: 19:26:17, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8563, loss_cls: 1.4168, loss: 1.4168, grad_norm: 4.4785, top1_acc/aux0: 0.7645, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8998, loss/aux0: 0.8998 2020-10-17 20:52:57,178 - mmaction - INFO - Epoch [11][720/792] lr: 3.750e-03, eta: 19:24:37, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6411, top5_acc: 0.8557, loss_cls: 1.3903, loss: 1.3903, grad_norm: 4.5399, top1_acc/aux0: 0.7686, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8935, loss/aux0: 0.8935 2020-10-17 20:52:57,629 - mmaction - INFO - Epoch [11][720/792] lr: 3.750e-03, eta: 19:26:00, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.6411, top5_acc: 0.8557, loss_cls: 1.3903, loss: 1.3903, grad_norm: 4.4883, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8890, loss/aux0: 0.8890 2020-10-17 20:53:16,948 - mmaction - INFO - Epoch [11][740/792] lr: 3.750e-03, eta: 19:24:19, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8443, loss_cls: 1.4607, loss: 1.4607, grad_norm: 4.5279, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9079, loss/aux0: 0.9079 2020-10-17 20:53:17,368 - mmaction - INFO - Epoch [11][740/792] lr: 3.750e-03, eta: 19:25:40, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8443, loss_cls: 1.4607, loss: 1.4607, grad_norm: 4.5491, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9173, loss_cls/aux0: 0.9193, loss/aux0: 0.9193 2020-10-17 20:53:36,822 - mmaction - INFO - Epoch [11][760/792] lr: 3.750e-03, eta: 19:24:00, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8568, loss_cls: 1.3768, loss: 1.3768, grad_norm: 4.4445, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9228, loss_cls/aux0: 0.8959, loss/aux0: 0.8959 2020-10-17 20:53:37,271 - mmaction - INFO - Epoch [11][760/792] lr: 3.750e-03, eta: 19:25:22, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8568, loss_cls: 1.3768, loss: 1.3768, grad_norm: 4.4467, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8925, loss/aux0: 0.8925 2020-10-17 20:53:56,527 - mmaction - INFO - Epoch [11][780/792] lr: 3.750e-03, eta: 19:23:41, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8510, loss_cls: 1.4377, loss: 1.4377, grad_norm: 4.6834, top1_acc/aux0: 0.7632, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8971, loss/aux0: 0.8971 2020-10-17 20:53:56,974 - mmaction - INFO - Epoch [11][780/792] lr: 3.750e-03, eta: 19:25:01, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8510, loss_cls: 1.4377, loss: 1.4377, grad_norm: 4.6672, top1_acc/aux0: 0.7618, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9003, loss/aux0: 0.9003 2020-10-17 20:54:10,606 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-10-17 20:57:14,638 - mmaction - INFO - Epoch [12][20/792] lr: 3.750e-03, eta: 19:21:33, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8578, loss_cls: 1.3961, loss: 1.3961, grad_norm: 4.4876, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8951, loss/aux0: 0.8951 2020-10-17 20:57:15,042 - mmaction - INFO - Epoch [12][20/792] lr: 3.750e-03, eta: 19:22:54, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8578, loss_cls: 1.3961, loss: 1.3961, grad_norm: 4.4595, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8909, loss/aux0: 0.8909 2020-10-17 20:57:34,552 - mmaction - INFO - Epoch [12][40/792] lr: 3.750e-03, eta: 19:21:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8552, loss_cls: 1.4174, loss: 1.4174, grad_norm: 4.5763, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.9061, loss/aux0: 0.9061 2020-10-17 20:57:34,981 - mmaction - INFO - Epoch [12][40/792] lr: 3.750e-03, eta: 19:22:35, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8552, loss_cls: 1.4174, loss: 1.4174, grad_norm: 4.5610, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9184, loss_cls/aux0: 0.9137, loss/aux0: 0.9137 2020-10-17 20:57:54,400 - mmaction - INFO - Epoch [12][60/792] lr: 3.750e-03, eta: 19:20:55, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8500, loss_cls: 1.4249, loss: 1.4249, grad_norm: 4.4097, top1_acc/aux0: 0.7705, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8812, loss/aux0: 0.8812 2020-10-17 20:57:54,829 - mmaction - INFO - Epoch [12][60/792] lr: 3.750e-03, eta: 19:22:14, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8500, loss_cls: 1.4249, loss: 1.4249, grad_norm: 4.4130, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8774, loss/aux0: 0.8774 2020-10-17 20:58:14,080 - mmaction - INFO - Epoch [12][80/792] lr: 3.750e-03, eta: 19:20:34, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8651, loss_cls: 1.3616, loss: 1.3616, grad_norm: 4.4061, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9239, loss_cls/aux0: 0.8767, loss/aux0: 0.8767 2020-10-17 20:58:14,543 - mmaction - INFO - Epoch [12][80/792] lr: 3.750e-03, eta: 19:21:53, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8651, loss_cls: 1.3616, loss: 1.3616, grad_norm: 4.4289, top1_acc/aux0: 0.7624, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8775, loss/aux0: 0.8775 2020-10-17 20:58:33,885 - mmaction - INFO - Epoch [12][100/792] lr: 3.750e-03, eta: 19:20:14, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8682, loss_cls: 1.3361, loss: 1.3361, grad_norm: 4.3842, top1_acc/aux0: 0.7670, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8978, loss/aux0: 0.8978 2020-10-17 20:58:34,344 - mmaction - INFO - Epoch [12][100/792] lr: 3.750e-03, eta: 19:21:33, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8682, loss_cls: 1.3361, loss: 1.3361, grad_norm: 4.3876, top1_acc/aux0: 0.7670, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8976, loss/aux0: 0.8976 2020-10-17 20:58:53,847 - mmaction - INFO - Epoch [12][120/792] lr: 3.750e-03, eta: 19:19:55, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8583, loss_cls: 1.3323, loss: 1.3323, grad_norm: 4.3920, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8755, loss/aux0: 0.8755 2020-10-17 20:58:54,279 - mmaction - INFO - Epoch [12][120/792] lr: 3.750e-03, eta: 19:21:14, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8583, loss_cls: 1.3323, loss: 1.3323, grad_norm: 4.3975, top1_acc/aux0: 0.7684, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8782, loss/aux0: 0.8782 2020-10-17 20:59:13,716 - mmaction - INFO - Epoch [12][140/792] lr: 3.750e-03, eta: 19:19:36, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8385, loss_cls: 1.4241, loss: 1.4241, grad_norm: 4.4928, top1_acc/aux0: 0.7590, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8999, loss/aux0: 0.8999 2020-10-17 20:59:14,146 - mmaction - INFO - Epoch [12][140/792] lr: 3.750e-03, eta: 19:20:55, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8385, loss_cls: 1.4241, loss: 1.4241, grad_norm: 4.5096, top1_acc/aux0: 0.7598, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8948, loss/aux0: 0.8948 2020-10-17 20:59:33,384 - mmaction - INFO - Epoch [12][160/792] lr: 3.750e-03, eta: 19:19:16, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8672, loss_cls: 1.3474, loss: 1.3474, grad_norm: 4.3891, top1_acc/aux0: 0.7632, top5_acc/aux0: 0.9228, loss_cls/aux0: 0.8964, loss/aux0: 0.8964 2020-10-17 20:59:33,807 - mmaction - INFO - Epoch [12][160/792] lr: 3.750e-03, eta: 19:20:34, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8672, loss_cls: 1.3474, loss: 1.3474, grad_norm: 4.3922, top1_acc/aux0: 0.7649, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8943, loss/aux0: 0.8943 2020-10-17 20:59:53,147 - mmaction - INFO - Epoch [12][180/792] lr: 3.750e-03, eta: 19:18:55, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8620, loss_cls: 1.3797, loss: 1.3797, grad_norm: 4.4465, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8827, loss/aux0: 0.8827 2020-10-17 20:59:53,584 - mmaction - INFO - Epoch [12][180/792] lr: 3.750e-03, eta: 19:20:13, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8620, loss_cls: 1.3797, loss: 1.3797, grad_norm: 4.4231, top1_acc/aux0: 0.7647, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8866, loss/aux0: 0.8866 2020-10-17 21:00:13,105 - mmaction - INFO - Epoch [12][200/792] lr: 3.750e-03, eta: 19:18:35, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8589, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.5841, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9059, loss/aux0: 0.9059 2020-10-17 21:00:13,773 - mmaction - INFO - Epoch [12][200/792] lr: 3.750e-03, eta: 19:19:56, time: 0.514, data_time: 0.020, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8589, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.5468, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9057, loss/aux0: 0.9057 2020-10-17 21:00:37,420 - mmaction - INFO - Epoch [12][220/792] lr: 3.750e-03, eta: 19:18:18, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.3197, loss: 1.3197, grad_norm: 4.4369, top1_acc/aux0: 0.7644, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9023, loss/aux0: 0.9023 2020-10-17 21:00:37,961 - mmaction - INFO - Epoch [12][220/792] lr: 3.750e-03, eta: 19:19:38, time: 0.505, data_time: 0.010, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.3197, loss: 1.3197, grad_norm: 4.4383, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9117, loss/aux0: 0.9117 2020-10-17 21:00:57,317 - mmaction - INFO - Epoch [12][240/792] lr: 3.750e-03, eta: 19:18:01, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8661, loss_cls: 1.3584, loss: 1.3584, grad_norm: 4.3072, top1_acc/aux0: 0.7702, top5_acc/aux0: 0.9212, loss_cls/aux0: 0.8833, loss/aux0: 0.8833 2020-10-17 21:00:57,741 - mmaction - INFO - Epoch [12][240/792] lr: 3.750e-03, eta: 19:19:18, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8661, loss_cls: 1.3584, loss: 1.3584, grad_norm: 4.3389, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8756, loss/aux0: 0.8756 2020-10-17 21:01:17,018 - mmaction - INFO - Epoch [12][260/792] lr: 3.750e-03, eta: 19:17:40, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8646, loss_cls: 1.3616, loss: 1.3616, grad_norm: 4.4751, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.8706, loss/aux0: 0.8706 2020-10-17 21:01:17,454 - mmaction - INFO - Epoch [12][260/792] lr: 3.750e-03, eta: 19:18:57, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8646, loss_cls: 1.3616, loss: 1.3616, grad_norm: 4.4958, top1_acc/aux0: 0.7717, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.8701, loss/aux0: 0.8701 2020-10-17 21:01:36,792 - mmaction - INFO - Epoch [12][280/792] lr: 3.750e-03, eta: 19:17:20, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8604, loss_cls: 1.3481, loss: 1.3481, grad_norm: 4.4157, top1_acc/aux0: 0.7652, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8735, loss/aux0: 0.8735 2020-10-17 21:01:37,217 - mmaction - INFO - Epoch [12][280/792] lr: 3.750e-03, eta: 19:18:38, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8604, loss_cls: 1.3481, loss: 1.3481, grad_norm: 4.4115, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8714, loss/aux0: 0.8714 2020-10-17 21:01:56,562 - mmaction - INFO - Epoch [12][300/792] lr: 3.750e-03, eta: 19:17:01, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8635, loss_cls: 1.3796, loss: 1.3796, grad_norm: 4.4429, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8706, loss/aux0: 0.8706 2020-10-17 21:01:56,989 - mmaction - INFO - Epoch [12][300/792] lr: 3.750e-03, eta: 19:18:19, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8635, loss_cls: 1.3796, loss: 1.3796, grad_norm: 4.4304, top1_acc/aux0: 0.7662, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8716, loss/aux0: 0.8716 2020-10-17 21:02:16,409 - mmaction - INFO - Epoch [12][320/792] lr: 3.750e-03, eta: 19:16:43, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8495, loss_cls: 1.4094, loss: 1.4094, grad_norm: 4.4943, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8943, loss/aux0: 0.8943 2020-10-17 21:02:16,856 - mmaction - INFO - Epoch [12][320/792] lr: 3.750e-03, eta: 19:18:01, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8495, loss_cls: 1.4094, loss: 1.4094, grad_norm: 4.4426, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9209, loss_cls/aux0: 0.8962, loss/aux0: 0.8962 2020-10-17 21:02:36,217 - mmaction - INFO - Epoch [12][340/792] lr: 3.750e-03, eta: 19:16:24, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8630, loss_cls: 1.4106, loss: 1.4106, grad_norm: 4.5756, top1_acc/aux0: 0.7652, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8931, loss/aux0: 0.8931 2020-10-17 21:02:36,653 - mmaction - INFO - Epoch [12][340/792] lr: 3.750e-03, eta: 19:17:41, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8630, loss_cls: 1.4106, loss: 1.4106, grad_norm: 4.5672, top1_acc/aux0: 0.7665, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8869, loss/aux0: 0.8869 2020-10-17 21:02:55,999 - mmaction - INFO - Epoch [12][360/792] lr: 3.750e-03, eta: 19:16:06, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8609, loss_cls: 1.4086, loss: 1.4086, grad_norm: 4.5438, top1_acc/aux0: 0.7645, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8994, loss/aux0: 0.8994 2020-10-17 21:02:56,443 - mmaction - INFO - Epoch [12][360/792] lr: 3.750e-03, eta: 19:17:23, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8609, loss_cls: 1.4086, loss: 1.4086, grad_norm: 4.5499, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9109, loss/aux0: 0.9109 2020-10-17 21:03:15,770 - mmaction - INFO - Epoch [12][380/792] lr: 3.750e-03, eta: 19:15:46, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8708, loss_cls: 1.3337, loss: 1.3337, grad_norm: 4.4377, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8741, loss/aux0: 0.8741 2020-10-17 21:03:16,193 - mmaction - INFO - Epoch [12][380/792] lr: 3.750e-03, eta: 19:17:03, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8708, loss_cls: 1.3337, loss: 1.3337, grad_norm: 4.4321, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8650, loss/aux0: 0.8650 2020-10-17 21:03:35,498 - mmaction - INFO - Epoch [12][400/792] lr: 3.750e-03, eta: 19:15:26, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8484, loss_cls: 1.3995, loss: 1.3995, grad_norm: 4.6024, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9213, loss_cls/aux0: 0.8845, loss/aux0: 0.8845 2020-10-17 21:03:35,923 - mmaction - INFO - Epoch [12][400/792] lr: 3.750e-03, eta: 19:16:41, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8484, loss_cls: 1.3995, loss: 1.3995, grad_norm: 4.6785, top1_acc/aux0: 0.7665, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.8888, loss/aux0: 0.8888 2020-10-17 21:03:55,328 - mmaction - INFO - Epoch [12][420/792] lr: 3.750e-03, eta: 19:15:06, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8448, loss_cls: 1.4190, loss: 1.4190, grad_norm: 4.4954, top1_acc/aux0: 0.7657, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8926, loss/aux0: 0.8926 2020-10-17 21:03:55,758 - mmaction - INFO - Epoch [12][420/792] lr: 3.750e-03, eta: 19:16:22, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8448, loss_cls: 1.4190, loss: 1.4190, grad_norm: 4.5217, top1_acc/aux0: 0.7660, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.8931, loss/aux0: 0.8931 2020-10-17 21:04:15,068 - mmaction - INFO - Epoch [12][440/792] lr: 3.750e-03, eta: 19:14:47, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8620, loss_cls: 1.3903, loss: 1.3903, grad_norm: 4.5005, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8953, loss/aux0: 0.8953 2020-10-17 21:04:15,487 - mmaction - INFO - Epoch [12][440/792] lr: 3.750e-03, eta: 19:16:03, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8620, loss_cls: 1.3903, loss: 1.3903, grad_norm: 4.5147, top1_acc/aux0: 0.7673, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8939, loss/aux0: 0.8939 2020-10-17 21:04:34,811 - mmaction - INFO - Epoch [12][460/792] lr: 3.750e-03, eta: 19:14:27, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6302, top5_acc: 0.8500, loss_cls: 1.4349, loss: 1.4349, grad_norm: 4.4268, top1_acc/aux0: 0.7730, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8547, loss/aux0: 0.8547 2020-10-17 21:04:35,234 - mmaction - INFO - Epoch [12][460/792] lr: 3.750e-03, eta: 19:15:43, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6302, top5_acc: 0.8500, loss_cls: 1.4349, loss: 1.4349, grad_norm: 4.5358, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8529, loss/aux0: 0.8529 2020-10-17 21:04:54,695 - mmaction - INFO - Epoch [12][480/792] lr: 3.750e-03, eta: 19:14:07, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8469, loss_cls: 1.4222, loss: 1.4222, grad_norm: 4.4785, top1_acc/aux0: 0.7658, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.8868, loss/aux0: 0.8868 2020-10-17 21:04:55,143 - mmaction - INFO - Epoch [12][480/792] lr: 3.750e-03, eta: 19:15:23, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8469, loss_cls: 1.4222, loss: 1.4222, grad_norm: 4.4440, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8833, loss/aux0: 0.8833 2020-10-17 21:05:14,453 - mmaction - INFO - Epoch [12][500/792] lr: 3.750e-03, eta: 19:13:48, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8573, loss_cls: 1.4401, loss: 1.4401, grad_norm: 4.4843, top1_acc/aux0: 0.7723, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8896, loss/aux0: 0.8896 2020-10-17 21:05:14,912 - mmaction - INFO - Epoch [12][500/792] lr: 3.750e-03, eta: 19:15:04, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8573, loss_cls: 1.4401, loss: 1.4401, grad_norm: 4.5020, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8955, loss/aux0: 0.8955 2020-10-17 21:05:34,153 - mmaction - INFO - Epoch [12][520/792] lr: 3.750e-03, eta: 19:13:28, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8552, loss_cls: 1.4127, loss: 1.4127, grad_norm: 4.5926, top1_acc/aux0: 0.7598, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9157, loss/aux0: 0.9157 2020-10-17 21:05:34,598 - mmaction - INFO - Epoch [12][520/792] lr: 3.750e-03, eta: 19:14:43, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8552, loss_cls: 1.4127, loss: 1.4127, grad_norm: 4.6019, top1_acc/aux0: 0.7611, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9124, loss/aux0: 0.9124 2020-10-17 21:05:54,195 - mmaction - INFO - Epoch [12][540/792] lr: 3.750e-03, eta: 19:13:08, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8578, loss_cls: 1.4109, loss: 1.4109, grad_norm: 4.4790, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8634, loss/aux0: 0.8634 2020-10-17 21:05:54,611 - mmaction - INFO - Epoch [12][540/792] lr: 3.750e-03, eta: 19:14:24, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8578, loss_cls: 1.4109, loss: 1.4109, grad_norm: 4.4834, top1_acc/aux0: 0.7715, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8654, loss/aux0: 0.8654 2020-10-17 21:06:13,869 - mmaction - INFO - Epoch [12][560/792] lr: 3.750e-03, eta: 19:12:49, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8562, loss_cls: 1.4275, loss: 1.4275, grad_norm: 4.3802, top1_acc/aux0: 0.7752, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8738, loss/aux0: 0.8738 2020-10-17 21:06:14,286 - mmaction - INFO - Epoch [12][560/792] lr: 3.750e-03, eta: 19:14:03, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8562, loss_cls: 1.4275, loss: 1.4275, grad_norm: 4.3840, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9223, loss_cls/aux0: 0.8722, loss/aux0: 0.8722 2020-10-17 21:06:33,557 - mmaction - INFO - Epoch [12][580/792] lr: 3.750e-03, eta: 19:12:27, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8589, loss_cls: 1.3588, loss: 1.3588, grad_norm: 4.4301, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8866, loss/aux0: 0.8866 2020-10-17 21:06:33,977 - mmaction - INFO - Epoch [12][580/792] lr: 3.750e-03, eta: 19:13:41, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8589, loss_cls: 1.3588, loss: 1.3588, grad_norm: 4.4404, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9204, loss_cls/aux0: 0.8894, loss/aux0: 0.8894 2020-10-17 21:06:53,371 - mmaction - INFO - Epoch [12][600/792] lr: 3.750e-03, eta: 19:12:08, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8578, loss_cls: 1.3893, loss: 1.3893, grad_norm: 4.5359, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.9025, loss/aux0: 0.9025 2020-10-17 21:06:53,797 - mmaction - INFO - Epoch [12][600/792] lr: 3.750e-03, eta: 19:13:23, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8578, loss_cls: 1.3893, loss: 1.3893, grad_norm: 4.5501, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9200, loss_cls/aux0: 0.9035, loss/aux0: 0.9035 2020-10-17 21:07:13,093 - mmaction - INFO - Epoch [12][620/792] lr: 3.750e-03, eta: 19:11:49, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8516, loss_cls: 1.4381, loss: 1.4381, grad_norm: 4.4210, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.8988, loss/aux0: 0.8988 2020-10-17 21:07:13,527 - mmaction - INFO - Epoch [12][620/792] lr: 3.750e-03, eta: 19:13:03, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8516, loss_cls: 1.4381, loss: 1.4381, grad_norm: 4.4186, top1_acc/aux0: 0.7679, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8992, loss/aux0: 0.8992 2020-10-17 21:07:32,862 - mmaction - INFO - Epoch [12][640/792] lr: 3.750e-03, eta: 19:11:28, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8479, loss_cls: 1.4414, loss: 1.4414, grad_norm: 4.3071, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8527, loss/aux0: 0.8527 2020-10-17 21:07:33,282 - mmaction - INFO - Epoch [12][640/792] lr: 3.750e-03, eta: 19:12:42, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8479, loss_cls: 1.4414, loss: 1.4414, grad_norm: 4.2664, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8484, loss/aux0: 0.8484 2020-10-17 21:07:52,679 - mmaction - INFO - Epoch [12][660/792] lr: 3.750e-03, eta: 19:11:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8573, loss_cls: 1.3721, loss: 1.3721, grad_norm: 4.5155, top1_acc/aux0: 0.7709, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8762, loss/aux0: 0.8762 2020-10-17 21:07:53,100 - mmaction - INFO - Epoch [12][660/792] lr: 3.750e-03, eta: 19:12:22, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8573, loss_cls: 1.3721, loss: 1.3721, grad_norm: 4.4436, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8768, loss/aux0: 0.8768 2020-10-17 21:08:12,554 - mmaction - INFO - Epoch [12][680/792] lr: 3.750e-03, eta: 19:10:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8599, loss_cls: 1.3700, loss: 1.3700, grad_norm: 4.4535, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8605, loss/aux0: 0.8605 2020-10-17 21:08:13,006 - mmaction - INFO - Epoch [12][680/792] lr: 3.750e-03, eta: 19:12:02, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8599, loss_cls: 1.3700, loss: 1.3700, grad_norm: 4.4592, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8596, loss/aux0: 0.8596 2020-10-17 21:08:32,426 - mmaction - INFO - Epoch [12][700/792] lr: 3.750e-03, eta: 19:10:29, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8661, loss_cls: 1.4157, loss: 1.4157, grad_norm: 4.4679, top1_acc/aux0: 0.7619, top5_acc/aux0: 0.9192, loss_cls/aux0: 0.9120, loss/aux0: 0.9120 2020-10-17 21:08:32,840 - mmaction - INFO - Epoch [12][700/792] lr: 3.750e-03, eta: 19:11:42, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8661, loss_cls: 1.4157, loss: 1.4157, grad_norm: 4.4663, top1_acc/aux0: 0.7606, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9110, loss/aux0: 0.9110 2020-10-17 21:08:52,138 - mmaction - INFO - Epoch [12][720/792] lr: 3.750e-03, eta: 19:10:08, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8594, loss_cls: 1.3706, loss: 1.3706, grad_norm: 4.4381, top1_acc/aux0: 0.7671, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.8902, loss/aux0: 0.8902 2020-10-17 21:08:52,549 - mmaction - INFO - Epoch [12][720/792] lr: 3.750e-03, eta: 19:11:21, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8594, loss_cls: 1.3706, loss: 1.3706, grad_norm: 4.4675, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9192, loss_cls/aux0: 0.8918, loss/aux0: 0.8918 2020-10-17 21:09:11,791 - mmaction - INFO - Epoch [12][740/792] lr: 3.750e-03, eta: 19:09:47, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8531, loss_cls: 1.3877, loss: 1.3877, grad_norm: 4.4628, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8839, loss/aux0: 0.8839 2020-10-17 21:09:12,230 - mmaction - INFO - Epoch [12][740/792] lr: 3.750e-03, eta: 19:11:00, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8531, loss_cls: 1.3877, loss: 1.3877, grad_norm: 4.4819, top1_acc/aux0: 0.7696, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8877, loss/aux0: 0.8877 2020-10-17 21:09:31,706 - mmaction - INFO - Epoch [12][760/792] lr: 3.750e-03, eta: 19:09:28, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8536, loss_cls: 1.4092, loss: 1.4092, grad_norm: 4.3700, top1_acc/aux0: 0.7692, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8809, loss/aux0: 0.8809 2020-10-17 21:09:32,177 - mmaction - INFO - Epoch [12][760/792] lr: 3.750e-03, eta: 19:10:43, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8536, loss_cls: 1.4092, loss: 1.4092, grad_norm: 4.3533, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8768, loss/aux0: 0.8768 2020-10-17 21:09:51,480 - mmaction - INFO - Epoch [12][780/792] lr: 3.750e-03, eta: 19:09:09, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8516, loss_cls: 1.3752, loss: 1.3752, grad_norm: 4.4582, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8662, loss/aux0: 0.8662 2020-10-17 21:09:51,929 - mmaction - INFO - Epoch [12][780/792] lr: 3.750e-03, eta: 19:10:21, time: 0.488, data_time: 0.001, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8516, loss_cls: 1.3752, loss: 1.3752, grad_norm: 4.4182, top1_acc/aux0: 0.7718, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8657, loss/aux0: 0.8657 2020-10-17 21:10:18,377 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-10-17 21:13:50,501 - mmaction - INFO - Epoch [13][20/792] lr: 3.750e-03, eta: 19:07:09, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8714, loss_cls: 1.3138, loss: 1.3138, grad_norm: 4.4911, top1_acc/aux0: 0.7631, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8912, loss/aux0: 0.8912 2020-10-17 21:13:50,933 - mmaction - INFO - Epoch [13][20/792] lr: 3.750e-03, eta: 19:08:21, time: 0.489, data_time: 0.004, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8714, loss_cls: 1.3138, loss: 1.3138, grad_norm: 4.4701, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8843, loss/aux0: 0.8843 2020-10-17 21:14:10,129 - mmaction - INFO - Epoch [13][40/792] lr: 3.750e-03, eta: 19:06:48, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8625, loss_cls: 1.3687, loss: 1.3687, grad_norm: 4.4065, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8569, loss/aux0: 0.8569 2020-10-17 21:14:10,537 - mmaction - INFO - Epoch [13][40/792] lr: 3.750e-03, eta: 19:08:00, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8625, loss_cls: 1.3687, loss: 1.3687, grad_norm: 4.3910, top1_acc/aux0: 0.7704, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8575, loss/aux0: 0.8575 2020-10-17 21:14:29,853 - mmaction - INFO - Epoch [13][60/792] lr: 3.750e-03, eta: 19:06:28, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8656, loss_cls: 1.3661, loss: 1.3661, grad_norm: 4.4554, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9183, loss_cls/aux0: 0.8974, loss/aux0: 0.8974 2020-10-17 21:14:30,280 - mmaction - INFO - Epoch [13][60/792] lr: 3.750e-03, eta: 19:07:40, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8656, loss_cls: 1.3661, loss: 1.3661, grad_norm: 4.4426, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9053, loss/aux0: 0.9053 2020-10-17 21:14:49,558 - mmaction - INFO - Epoch [13][80/792] lr: 3.750e-03, eta: 19:06:08, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8479, loss_cls: 1.3846, loss: 1.3846, grad_norm: 4.5658, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8812, loss/aux0: 0.8812 2020-10-17 21:14:49,975 - mmaction - INFO - Epoch [13][80/792] lr: 3.750e-03, eta: 19:07:20, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8479, loss_cls: 1.3846, loss: 1.3846, grad_norm: 4.5223, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9251, loss_cls/aux0: 0.8788, loss/aux0: 0.8788 2020-10-17 21:15:09,158 - mmaction - INFO - Epoch [13][100/792] lr: 3.750e-03, eta: 19:05:48, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8594, loss_cls: 1.3974, loss: 1.3974, grad_norm: 4.4493, top1_acc/aux0: 0.7657, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8796, loss/aux0: 0.8796 2020-10-17 21:15:09,581 - mmaction - INFO - Epoch [13][100/792] lr: 3.750e-03, eta: 19:06:59, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8594, loss_cls: 1.3974, loss: 1.3974, grad_norm: 4.4351, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8744, loss/aux0: 0.8744 2020-10-17 21:15:28,938 - mmaction - INFO - Epoch [13][120/792] lr: 3.750e-03, eta: 19:05:28, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8594, loss_cls: 1.3280, loss: 1.3280, grad_norm: 4.5570, top1_acc/aux0: 0.7715, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8737, loss/aux0: 0.8737 2020-10-17 21:15:29,381 - mmaction - INFO - Epoch [13][120/792] lr: 3.750e-03, eta: 19:06:39, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8594, loss_cls: 1.3280, loss: 1.3280, grad_norm: 4.5601, top1_acc/aux0: 0.7678, top5_acc/aux0: 0.9239, loss_cls/aux0: 0.8813, loss/aux0: 0.8813 2020-10-17 21:15:48,696 - mmaction - INFO - Epoch [13][140/792] lr: 3.750e-03, eta: 19:05:08, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8604, loss_cls: 1.4045, loss: 1.4045, grad_norm: 4.4399, top1_acc/aux0: 0.7647, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8894, loss/aux0: 0.8894 2020-10-17 21:15:49,121 - mmaction - INFO - Epoch [13][140/792] lr: 3.750e-03, eta: 19:06:19, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8604, loss_cls: 1.4045, loss: 1.4045, grad_norm: 4.4336, top1_acc/aux0: 0.7658, top5_acc/aux0: 0.9213, loss_cls/aux0: 0.8922, loss/aux0: 0.8922 2020-10-17 21:16:08,652 - mmaction - INFO - Epoch [13][160/792] lr: 3.750e-03, eta: 19:04:48, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8698, loss_cls: 1.3146, loss: 1.3146, grad_norm: 4.4359, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8955, loss/aux0: 0.8955 2020-10-17 21:16:09,082 - mmaction - INFO - Epoch [13][160/792] lr: 3.750e-03, eta: 19:05:59, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8698, loss_cls: 1.3146, loss: 1.3146, grad_norm: 4.4090, top1_acc/aux0: 0.7678, top5_acc/aux0: 0.9209, loss_cls/aux0: 0.8917, loss/aux0: 0.8917 2020-10-17 21:16:28,414 - mmaction - INFO - Epoch [13][180/792] lr: 3.750e-03, eta: 19:04:28, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8724, loss_cls: 1.3413, loss: 1.3413, grad_norm: 4.4380, top1_acc/aux0: 0.7723, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8798, loss/aux0: 0.8798 2020-10-17 21:16:28,842 - mmaction - INFO - Epoch [13][180/792] lr: 3.750e-03, eta: 19:05:39, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8724, loss_cls: 1.3413, loss: 1.3413, grad_norm: 4.4139, top1_acc/aux0: 0.7720, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8778, loss/aux0: 0.8778 2020-10-17 21:16:48,193 - mmaction - INFO - Epoch [13][200/792] lr: 3.750e-03, eta: 19:04:09, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8693, loss_cls: 1.3269, loss: 1.3269, grad_norm: 4.4700, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8788, loss/aux0: 0.8788 2020-10-17 21:16:48,617 - mmaction - INFO - Epoch [13][200/792] lr: 3.750e-03, eta: 19:05:19, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8693, loss_cls: 1.3269, loss: 1.3269, grad_norm: 4.4610, top1_acc/aux0: 0.7671, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8783, loss/aux0: 0.8783 2020-10-17 21:17:07,939 - mmaction - INFO - Epoch [13][220/792] lr: 3.750e-03, eta: 19:03:49, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8755, loss_cls: 1.3178, loss: 1.3178, grad_norm: 4.4284, top1_acc/aux0: 0.7749, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8526, loss/aux0: 0.8526 2020-10-17 21:17:08,383 - mmaction - INFO - Epoch [13][220/792] lr: 3.750e-03, eta: 19:05:00, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8755, loss_cls: 1.3178, loss: 1.3178, grad_norm: 4.4066, top1_acc/aux0: 0.7733, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8570, loss/aux0: 0.8570 2020-10-17 21:17:27,730 - mmaction - INFO - Epoch [13][240/792] lr: 3.750e-03, eta: 19:03:30, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8458, loss_cls: 1.4099, loss: 1.4099, grad_norm: 4.4797, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8679, loss/aux0: 0.8679 2020-10-17 21:17:28,154 - mmaction - INFO - Epoch [13][240/792] lr: 3.750e-03, eta: 19:04:40, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8458, loss_cls: 1.4099, loss: 1.4099, grad_norm: 4.5218, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8689, loss/aux0: 0.8689 2020-10-17 21:17:47,688 - mmaction - INFO - Epoch [13][260/792] lr: 3.750e-03, eta: 19:03:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8599, loss_cls: 1.3688, loss: 1.3688, grad_norm: 4.3963, top1_acc/aux0: 0.7746, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8635, loss/aux0: 0.8635 2020-10-17 21:17:48,132 - mmaction - INFO - Epoch [13][260/792] lr: 3.750e-03, eta: 19:04:21, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8599, loss_cls: 1.3688, loss: 1.3688, grad_norm: 4.4065, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8563, loss/aux0: 0.8563 2020-10-17 21:18:07,515 - mmaction - INFO - Epoch [13][280/792] lr: 3.750e-03, eta: 19:02:51, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8500, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.5604, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8804, loss/aux0: 0.8804 2020-10-17 21:18:07,941 - mmaction - INFO - Epoch [13][280/792] lr: 3.750e-03, eta: 19:04:01, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8500, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.5805, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8856, loss/aux0: 0.8856 2020-10-17 21:18:27,469 - mmaction - INFO - Epoch [13][300/792] lr: 3.750e-03, eta: 19:02:31, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6563, top5_acc: 0.8667, loss_cls: 1.3568, loss: 1.3568, grad_norm: 4.4285, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8698, loss/aux0: 0.8698 2020-10-17 21:18:27,889 - mmaction - INFO - Epoch [13][300/792] lr: 3.750e-03, eta: 19:03:41, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6563, top5_acc: 0.8667, loss_cls: 1.3568, loss: 1.3568, grad_norm: 4.4482, top1_acc/aux0: 0.7712, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8722, loss/aux0: 0.8722 2020-10-17 21:18:47,278 - mmaction - INFO - Epoch [13][320/792] lr: 3.750e-03, eta: 19:02:11, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8714, loss_cls: 1.3244, loss: 1.3244, grad_norm: 4.3962, top1_acc/aux0: 0.7725, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8671, loss/aux0: 0.8671 2020-10-17 21:18:47,723 - mmaction - INFO - Epoch [13][320/792] lr: 3.750e-03, eta: 19:03:21, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8714, loss_cls: 1.3244, loss: 1.3244, grad_norm: 4.4388, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9244, loss_cls/aux0: 0.8717, loss/aux0: 0.8717 2020-10-17 21:19:07,126 - mmaction - INFO - Epoch [13][340/792] lr: 3.750e-03, eta: 19:01:52, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8630, loss_cls: 1.3553, loss: 1.3553, grad_norm: 4.4713, top1_acc/aux0: 0.7666, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8692, loss/aux0: 0.8692 2020-10-17 21:19:07,554 - mmaction - INFO - Epoch [13][340/792] lr: 3.750e-03, eta: 19:03:02, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8630, loss_cls: 1.3553, loss: 1.3553, grad_norm: 4.4287, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8587, loss/aux0: 0.8587 2020-10-17 21:19:26,965 - mmaction - INFO - Epoch [13][360/792] lr: 3.750e-03, eta: 19:01:34, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8578, loss_cls: 1.3808, loss: 1.3808, grad_norm: 4.4629, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8528, loss/aux0: 0.8528 2020-10-17 21:19:27,385 - mmaction - INFO - Epoch [13][360/792] lr: 3.750e-03, eta: 19:02:44, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8578, loss_cls: 1.3808, loss: 1.3808, grad_norm: 4.4503, top1_acc/aux0: 0.7759, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8537, loss/aux0: 0.8537 2020-10-17 21:19:46,831 - mmaction - INFO - Epoch [13][380/792] lr: 3.750e-03, eta: 19:01:16, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8562, loss_cls: 1.3632, loss: 1.3632, grad_norm: 4.4242, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8574, loss/aux0: 0.8574 2020-10-17 21:19:47,274 - mmaction - INFO - Epoch [13][380/792] lr: 3.750e-03, eta: 19:02:25, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8562, loss_cls: 1.3632, loss: 1.3632, grad_norm: 4.4055, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8567, loss/aux0: 0.8567 2020-10-17 21:20:06,565 - mmaction - INFO - Epoch [13][400/792] lr: 3.750e-03, eta: 19:00:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8635, loss_cls: 1.3535, loss: 1.3535, grad_norm: 4.3690, top1_acc/aux0: 0.7787, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8451, loss/aux0: 0.8451 2020-10-17 21:20:06,987 - mmaction - INFO - Epoch [13][400/792] lr: 3.750e-03, eta: 19:02:06, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8635, loss_cls: 1.3535, loss: 1.3535, grad_norm: 4.3972, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8418, loss/aux0: 0.8418 2020-10-17 21:20:26,403 - mmaction - INFO - Epoch [13][420/792] lr: 3.750e-03, eta: 19:00:37, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8531, loss_cls: 1.3994, loss: 1.3994, grad_norm: 4.4430, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8492, loss/aux0: 0.8492 2020-10-17 21:20:26,837 - mmaction - INFO - Epoch [13][420/792] lr: 3.750e-03, eta: 19:01:46, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8531, loss_cls: 1.3994, loss: 1.3994, grad_norm: 4.4409, top1_acc/aux0: 0.7718, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8555, loss/aux0: 0.8555 2020-10-17 21:20:46,144 - mmaction - INFO - Epoch [13][440/792] lr: 3.750e-03, eta: 19:00:16, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8719, loss_cls: 1.3195, loss: 1.3195, grad_norm: 4.3524, top1_acc/aux0: 0.7728, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8577, loss/aux0: 0.8577 2020-10-17 21:20:46,586 - mmaction - INFO - Epoch [13][440/792] lr: 3.750e-03, eta: 19:01:25, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8719, loss_cls: 1.3195, loss: 1.3195, grad_norm: 4.4044, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8672, loss/aux0: 0.8672 2020-10-17 21:21:05,970 - mmaction - INFO - Epoch [13][460/792] lr: 3.750e-03, eta: 18:59:56, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8604, loss_cls: 1.3740, loss: 1.3740, grad_norm: 4.4269, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.8824, loss/aux0: 0.8824 2020-10-17 21:21:06,390 - mmaction - INFO - Epoch [13][460/792] lr: 3.750e-03, eta: 19:01:05, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8604, loss_cls: 1.3740, loss: 1.3740, grad_norm: 4.4371, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8733, loss/aux0: 0.8733 2020-10-17 21:21:25,798 - mmaction - INFO - Epoch [13][480/792] lr: 3.750e-03, eta: 18:59:37, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.4114, loss: 1.4114, grad_norm: 4.5683, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8862, loss/aux0: 0.8862 2020-10-17 21:21:26,248 - mmaction - INFO - Epoch [13][480/792] lr: 3.750e-03, eta: 19:00:46, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.4114, loss: 1.4114, grad_norm: 4.5624, top1_acc/aux0: 0.7670, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8809, loss/aux0: 0.8809 2020-10-17 21:21:45,642 - mmaction - INFO - Epoch [13][500/792] lr: 3.750e-03, eta: 18:59:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8505, loss_cls: 1.4419, loss: 1.4419, grad_norm: 4.5035, top1_acc/aux0: 0.7718, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8532, loss/aux0: 0.8532 2020-10-17 21:21:46,105 - mmaction - INFO - Epoch [13][500/792] lr: 3.750e-03, eta: 19:00:27, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8505, loss_cls: 1.4419, loss: 1.4419, grad_norm: 4.4963, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8539, loss/aux0: 0.8539 2020-10-17 21:22:05,489 - mmaction - INFO - Epoch [13][520/792] lr: 3.750e-03, eta: 18:58:59, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8474, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.8527, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8537, loss/aux0: 0.8537 2020-10-17 21:22:05,913 - mmaction - INFO - Epoch [13][520/792] lr: 3.750e-03, eta: 19:00:07, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8474, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.8804, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8601, loss/aux0: 0.8601 2020-10-17 21:22:25,189 - mmaction - INFO - Epoch [13][540/792] lr: 3.750e-03, eta: 18:58:38, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8464, loss_cls: 1.4341, loss: 1.4341, grad_norm: 4.4938, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.8877, loss/aux0: 0.8877 2020-10-17 21:22:25,602 - mmaction - INFO - Epoch [13][540/792] lr: 3.750e-03, eta: 18:59:46, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8464, loss_cls: 1.4341, loss: 1.4341, grad_norm: 4.5164, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8854, loss/aux0: 0.8854 2020-10-17 21:22:44,909 - mmaction - INFO - Epoch [13][560/792] lr: 3.750e-03, eta: 18:58:19, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8667, loss_cls: 1.3694, loss: 1.3694, grad_norm: 4.4901, top1_acc/aux0: 0.7652, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8824, loss/aux0: 0.8824 2020-10-17 21:22:45,346 - mmaction - INFO - Epoch [13][560/792] lr: 3.750e-03, eta: 18:59:28, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8667, loss_cls: 1.3694, loss: 1.3694, grad_norm: 4.5089, top1_acc/aux0: 0.7662, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8798, loss/aux0: 0.8798 2020-10-17 21:23:04,655 - mmaction - INFO - Epoch [13][580/792] lr: 3.750e-03, eta: 18:58:00, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8641, loss_cls: 1.3525, loss: 1.3525, grad_norm: 4.4122, top1_acc/aux0: 0.7699, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8752, loss/aux0: 0.8752 2020-10-17 21:23:05,087 - mmaction - INFO - Epoch [13][580/792] lr: 3.750e-03, eta: 18:59:08, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8641, loss_cls: 1.3525, loss: 1.3525, grad_norm: 4.3928, top1_acc/aux0: 0.7710, top5_acc/aux0: 0.9218, loss_cls/aux0: 0.8759, loss/aux0: 0.8759 2020-10-17 21:23:24,445 - mmaction - INFO - Epoch [13][600/792] lr: 3.750e-03, eta: 18:57:40, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8505, loss_cls: 1.3696, loss: 1.3696, grad_norm: 4.3635, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8483, loss/aux0: 0.8483 2020-10-17 21:23:24,862 - mmaction - INFO - Epoch [13][600/792] lr: 3.750e-03, eta: 18:58:48, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8505, loss_cls: 1.3696, loss: 1.3696, grad_norm: 4.3558, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8530, loss/aux0: 0.8530 2020-10-17 21:23:44,287 - mmaction - INFO - Epoch [13][620/792] lr: 3.750e-03, eta: 18:57:21, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8583, loss_cls: 1.3680, loss: 1.3680, grad_norm: 4.3979, top1_acc/aux0: 0.7644, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8934, loss/aux0: 0.8934 2020-10-17 21:23:44,707 - mmaction - INFO - Epoch [13][620/792] lr: 3.750e-03, eta: 18:58:28, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8583, loss_cls: 1.3680, loss: 1.3680, grad_norm: 4.3900, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8873, loss/aux0: 0.8873 2020-10-17 21:24:03,898 - mmaction - INFO - Epoch [13][640/792] lr: 3.750e-03, eta: 18:57:01, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8573, loss_cls: 1.3702, loss: 1.3702, grad_norm: 4.3604, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8510, loss/aux0: 0.8510 2020-10-17 21:24:04,321 - mmaction - INFO - Epoch [13][640/792] lr: 3.750e-03, eta: 18:58:08, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8573, loss_cls: 1.3702, loss: 1.3702, grad_norm: 4.3700, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8521, loss/aux0: 0.8521 2020-10-17 21:24:23,588 - mmaction - INFO - Epoch [13][660/792] lr: 3.750e-03, eta: 18:56:40, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8703, loss_cls: 1.3398, loss: 1.3398, grad_norm: 4.4833, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9040, loss/aux0: 0.9040 2020-10-17 21:24:24,055 - mmaction - INFO - Epoch [13][660/792] lr: 3.750e-03, eta: 18:57:47, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8703, loss_cls: 1.3398, loss: 1.3398, grad_norm: 4.4712, top1_acc/aux0: 0.7662, top5_acc/aux0: 0.9192, loss_cls/aux0: 0.9059, loss/aux0: 0.9059 2020-10-17 21:24:43,509 - mmaction - INFO - Epoch [13][680/792] lr: 3.750e-03, eta: 18:56:21, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8589, loss_cls: 1.3758, loss: 1.3758, grad_norm: 4.4588, top1_acc/aux0: 0.7640, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.8661, loss/aux0: 0.8661 2020-10-17 21:24:43,982 - mmaction - INFO - Epoch [13][680/792] lr: 3.750e-03, eta: 18:57:29, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8589, loss_cls: 1.3758, loss: 1.3758, grad_norm: 4.4965, top1_acc/aux0: 0.7637, top5_acc/aux0: 0.9251, loss_cls/aux0: 0.8669, loss/aux0: 0.8669 2020-10-17 21:25:03,362 - mmaction - INFO - Epoch [13][700/792] lr: 3.750e-03, eta: 18:56:02, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8531, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.3873, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8806, loss/aux0: 0.8806 2020-10-17 21:25:03,794 - mmaction - INFO - Epoch [13][700/792] lr: 3.750e-03, eta: 18:57:09, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8531, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.3946, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8757, loss/aux0: 0.8757 2020-10-17 21:25:23,074 - mmaction - INFO - Epoch [13][720/792] lr: 3.750e-03, eta: 18:55:43, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8521, loss_cls: 1.3967, loss: 1.3967, grad_norm: 4.4254, top1_acc/aux0: 0.7748, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8515, loss/aux0: 0.8515 2020-10-17 21:25:23,527 - mmaction - INFO - Epoch [13][720/792] lr: 3.750e-03, eta: 18:56:49, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8521, loss_cls: 1.3967, loss: 1.3967, grad_norm: 4.4389, top1_acc/aux0: 0.7723, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8571, loss/aux0: 0.8571 2020-10-17 21:25:42,943 - mmaction - INFO - Epoch [13][740/792] lr: 3.750e-03, eta: 18:55:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8661, loss_cls: 1.3590, loss: 1.3590, grad_norm: 4.5047, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8668, loss/aux0: 0.8668 2020-10-17 21:25:43,387 - mmaction - INFO - Epoch [13][740/792] lr: 3.750e-03, eta: 18:56:30, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8661, loss_cls: 1.3590, loss: 1.3590, grad_norm: 4.4878, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8684, loss/aux0: 0.8684 2020-10-17 21:26:02,851 - mmaction - INFO - Epoch [13][760/792] lr: 3.750e-03, eta: 18:55:04, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8521, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.5019, top1_acc/aux0: 0.7694, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8874, loss/aux0: 0.8874 2020-10-17 21:26:03,281 - mmaction - INFO - Epoch [13][760/792] lr: 3.750e-03, eta: 18:56:11, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8521, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.4922, top1_acc/aux0: 0.7700, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8847, loss/aux0: 0.8847 2020-10-17 21:26:22,687 - mmaction - INFO - Epoch [13][780/792] lr: 3.750e-03, eta: 18:54:46, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8630, loss_cls: 1.3744, loss: 1.3744, grad_norm: 4.3993, top1_acc/aux0: 0.7715, top5_acc/aux0: 0.9223, loss_cls/aux0: 0.8779, loss/aux0: 0.8779 2020-10-17 21:26:23,145 - mmaction - INFO - Epoch [13][780/792] lr: 3.750e-03, eta: 18:55:53, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8630, loss_cls: 1.3744, loss: 1.3744, grad_norm: 4.3841, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8760, loss/aux0: 0.8760 2020-10-17 21:26:39,426 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-10-17 21:29:24,861 - mmaction - INFO - Epoch [14][20/792] lr: 3.750e-03, eta: 18:52:55, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8766, loss_cls: 1.3371, loss: 1.3371, grad_norm: 4.4316, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8866, loss/aux0: 0.8866 2020-10-17 21:29:25,315 - mmaction - INFO - Epoch [14][20/792] lr: 3.750e-03, eta: 18:54:01, time: 0.495, data_time: 0.004, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8766, loss_cls: 1.3371, loss: 1.3371, grad_norm: 4.4051, top1_acc/aux0: 0.7705, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8854, loss/aux0: 0.8854 2020-10-17 21:29:44,539 - mmaction - INFO - Epoch [14][40/792] lr: 3.750e-03, eta: 18:52:36, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 1.4044, loss: 1.4044, grad_norm: 4.4421, top1_acc/aux0: 0.7715, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8703, loss/aux0: 0.8703 2020-10-17 21:29:44,952 - mmaction - INFO - Epoch [14][40/792] lr: 3.750e-03, eta: 18:53:42, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 1.4044, loss: 1.4044, grad_norm: 4.4253, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8669, loss/aux0: 0.8669 2020-10-17 21:30:04,235 - mmaction - INFO - Epoch [14][60/792] lr: 3.750e-03, eta: 18:52:16, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8755, loss_cls: 1.2850, loss: 1.2850, grad_norm: 4.5005, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8686, loss/aux0: 0.8686 2020-10-17 21:30:04,678 - mmaction - INFO - Epoch [14][60/792] lr: 3.750e-03, eta: 18:53:22, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8755, loss_cls: 1.2850, loss: 1.2850, grad_norm: 4.4991, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9239, loss_cls/aux0: 0.8726, loss/aux0: 0.8726 2020-10-17 21:30:23,954 - mmaction - INFO - Epoch [14][80/792] lr: 3.750e-03, eta: 18:51:56, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8651, loss_cls: 1.3225, loss: 1.3225, grad_norm: 4.5249, top1_acc/aux0: 0.7616, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8892, loss/aux0: 0.8892 2020-10-17 21:30:24,375 - mmaction - INFO - Epoch [14][80/792] lr: 3.750e-03, eta: 18:53:02, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8651, loss_cls: 1.3225, loss: 1.3225, grad_norm: 4.5134, top1_acc/aux0: 0.7631, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8876, loss/aux0: 0.8876 2020-10-17 21:30:43,700 - mmaction - INFO - Epoch [14][100/792] lr: 3.750e-03, eta: 18:51:36, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8646, loss_cls: 1.3406, loss: 1.3406, grad_norm: 4.4388, top1_acc/aux0: 0.7775, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8613, loss/aux0: 0.8613 2020-10-17 21:30:44,132 - mmaction - INFO - Epoch [14][100/792] lr: 3.750e-03, eta: 18:52:41, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8646, loss_cls: 1.3406, loss: 1.3406, grad_norm: 4.4153, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8614, loss/aux0: 0.8614 2020-10-17 21:31:03,420 - mmaction - INFO - Epoch [14][120/792] lr: 3.750e-03, eta: 18:51:16, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8687, loss_cls: 1.3334, loss: 1.3334, grad_norm: 4.5128, top1_acc/aux0: 0.7692, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8758, loss/aux0: 0.8758 2020-10-17 21:31:03,856 - mmaction - INFO - Epoch [14][120/792] lr: 3.750e-03, eta: 18:52:21, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8687, loss_cls: 1.3334, loss: 1.3334, grad_norm: 4.5163, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8788, loss/aux0: 0.8788 2020-10-17 21:31:23,159 - mmaction - INFO - Epoch [14][140/792] lr: 3.750e-03, eta: 18:50:56, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8620, loss_cls: 1.3449, loss: 1.3449, grad_norm: 4.3899, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8664, loss/aux0: 0.8664 2020-10-17 21:31:23,605 - mmaction - INFO - Epoch [14][140/792] lr: 3.750e-03, eta: 18:52:01, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8620, loss_cls: 1.3449, loss: 1.3449, grad_norm: 4.4428, top1_acc/aux0: 0.7712, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8633, loss/aux0: 0.8633 2020-10-17 21:31:43,063 - mmaction - INFO - Epoch [14][160/792] lr: 3.750e-03, eta: 18:50:37, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8599, loss_cls: 1.3681, loss: 1.3681, grad_norm: 4.5652, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8562, loss/aux0: 0.8562 2020-10-17 21:31:43,481 - mmaction - INFO - Epoch [14][160/792] lr: 3.750e-03, eta: 18:51:43, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8599, loss_cls: 1.3681, loss: 1.3681, grad_norm: 4.5352, top1_acc/aux0: 0.7743, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8521, loss/aux0: 0.8521 2020-10-17 21:32:02,737 - mmaction - INFO - Epoch [14][180/792] lr: 3.750e-03, eta: 18:50:18, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8672, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.4346, top1_acc/aux0: 0.7739, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8523, loss/aux0: 0.8523 2020-10-17 21:32:03,217 - mmaction - INFO - Epoch [14][180/792] lr: 3.750e-03, eta: 18:51:23, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8672, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.4528, top1_acc/aux0: 0.7718, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.8617, loss/aux0: 0.8617 2020-10-17 21:32:22,427 - mmaction - INFO - Epoch [14][200/792] lr: 3.750e-03, eta: 18:49:58, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8573, loss_cls: 1.3600, loss: 1.3600, grad_norm: 4.4590, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8652, loss/aux0: 0.8652 2020-10-17 21:32:22,841 - mmaction - INFO - Epoch [14][200/792] lr: 3.750e-03, eta: 18:51:02, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8573, loss_cls: 1.3600, loss: 1.3600, grad_norm: 4.4802, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8646, loss/aux0: 0.8646 2020-10-17 21:32:42,454 - mmaction - INFO - Epoch [14][220/792] lr: 3.750e-03, eta: 18:49:39, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8661, loss_cls: 1.3291, loss: 1.3291, grad_norm: 4.5230, top1_acc/aux0: 0.7699, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8732, loss/aux0: 0.8732 2020-10-17 21:32:42,903 - mmaction - INFO - Epoch [14][220/792] lr: 3.750e-03, eta: 18:50:45, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8661, loss_cls: 1.3291, loss: 1.3291, grad_norm: 4.5061, top1_acc/aux0: 0.7717, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8728, loss/aux0: 0.8728 2020-10-17 21:33:02,171 - mmaction - INFO - Epoch [14][240/792] lr: 3.750e-03, eta: 18:49:20, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8568, loss_cls: 1.3434, loss: 1.3434, grad_norm: 4.4633, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.8600, loss/aux0: 0.8600 2020-10-17 21:33:02,596 - mmaction - INFO - Epoch [14][240/792] lr: 3.750e-03, eta: 18:50:24, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8568, loss_cls: 1.3434, loss: 1.3434, grad_norm: 4.4364, top1_acc/aux0: 0.7769, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8533, loss/aux0: 0.8533 2020-10-17 21:33:22,021 - mmaction - INFO - Epoch [14][260/792] lr: 3.750e-03, eta: 18:49:00, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8651, loss_cls: 1.3340, loss: 1.3340, grad_norm: 4.4951, top1_acc/aux0: 0.7744, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8561, loss/aux0: 0.8561 2020-10-17 21:33:22,449 - mmaction - INFO - Epoch [14][260/792] lr: 3.750e-03, eta: 18:50:05, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8651, loss_cls: 1.3340, loss: 1.3340, grad_norm: 4.4733, top1_acc/aux0: 0.7754, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8552, loss/aux0: 0.8552 2020-10-17 21:33:41,800 - mmaction - INFO - Epoch [14][280/792] lr: 3.750e-03, eta: 18:48:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8667, loss_cls: 1.3143, loss: 1.3143, grad_norm: 4.5080, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8731, loss/aux0: 0.8731 2020-10-17 21:33:42,224 - mmaction - INFO - Epoch [14][280/792] lr: 3.750e-03, eta: 18:49:46, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8667, loss_cls: 1.3143, loss: 1.3143, grad_norm: 4.4849, top1_acc/aux0: 0.7647, top5_acc/aux0: 0.9215, loss_cls/aux0: 0.8797, loss/aux0: 0.8797 2020-10-17 21:34:01,649 - mmaction - INFO - Epoch [14][300/792] lr: 3.750e-03, eta: 18:48:22, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8599, loss_cls: 1.3685, loss: 1.3685, grad_norm: 4.5528, top1_acc/aux0: 0.7718, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8712, loss/aux0: 0.8712 2020-10-17 21:34:02,081 - mmaction - INFO - Epoch [14][300/792] lr: 3.750e-03, eta: 18:49:26, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8599, loss_cls: 1.3685, loss: 1.3685, grad_norm: 4.5495, top1_acc/aux0: 0.7707, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8712, loss/aux0: 0.8712 2020-10-17 21:34:21,469 - mmaction - INFO - Epoch [14][320/792] lr: 3.750e-03, eta: 18:48:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8609, loss_cls: 1.3366, loss: 1.3366, grad_norm: 4.3962, top1_acc/aux0: 0.7709, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8616, loss/aux0: 0.8616 2020-10-17 21:34:21,918 - mmaction - INFO - Epoch [14][320/792] lr: 3.750e-03, eta: 18:49:07, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8609, loss_cls: 1.3366, loss: 1.3366, grad_norm: 4.4035, top1_acc/aux0: 0.7710, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8606, loss/aux0: 0.8606 2020-10-17 21:34:41,201 - mmaction - INFO - Epoch [14][340/792] lr: 3.750e-03, eta: 18:47:43, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8557, loss_cls: 1.3863, loss: 1.3863, grad_norm: 4.4057, top1_acc/aux0: 0.7673, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8825, loss/aux0: 0.8825 2020-10-17 21:34:41,644 - mmaction - INFO - Epoch [14][340/792] lr: 3.750e-03, eta: 18:48:47, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8557, loss_cls: 1.3863, loss: 1.3863, grad_norm: 4.4316, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9228, loss_cls/aux0: 0.8845, loss/aux0: 0.8845 2020-10-17 21:35:01,028 - mmaction - INFO - Epoch [14][360/792] lr: 3.750e-03, eta: 18:47:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8635, loss_cls: 1.3330, loss: 1.3330, grad_norm: 4.3724, top1_acc/aux0: 0.7715, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8633, loss/aux0: 0.8633 2020-10-17 21:35:01,463 - mmaction - INFO - Epoch [14][360/792] lr: 3.750e-03, eta: 18:48:28, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8635, loss_cls: 1.3330, loss: 1.3330, grad_norm: 4.3890, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8595, loss/aux0: 0.8595 2020-10-17 21:35:20,750 - mmaction - INFO - Epoch [14][380/792] lr: 3.750e-03, eta: 18:47:05, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8724, loss_cls: 1.2725, loss: 1.2725, grad_norm: 4.4937, top1_acc/aux0: 0.7668, top5_acc/aux0: 0.9225, loss_cls/aux0: 0.8854, loss/aux0: 0.8854 2020-10-17 21:35:21,184 - mmaction - INFO - Epoch [14][380/792] lr: 3.750e-03, eta: 18:48:08, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8724, loss_cls: 1.2725, loss: 1.2725, grad_norm: 4.5045, top1_acc/aux0: 0.7660, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8912, loss/aux0: 0.8912 2020-10-17 21:35:40,595 - mmaction - INFO - Epoch [14][400/792] lr: 3.750e-03, eta: 18:46:45, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8547, loss_cls: 1.4096, loss: 1.4096, grad_norm: 4.4374, top1_acc/aux0: 0.7720, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8644, loss/aux0: 0.8644 2020-10-17 21:35:41,017 - mmaction - INFO - Epoch [14][400/792] lr: 3.750e-03, eta: 18:47:48, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8547, loss_cls: 1.4096, loss: 1.4096, grad_norm: 4.4062, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9225, loss_cls/aux0: 0.8603, loss/aux0: 0.8603 2020-10-17 21:36:00,499 - mmaction - INFO - Epoch [14][420/792] lr: 3.750e-03, eta: 18:46:25, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8714, loss_cls: 1.3136, loss: 1.3136, grad_norm: 4.4071, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8272, loss/aux0: 0.8272 2020-10-17 21:36:00,926 - mmaction - INFO - Epoch [14][420/792] lr: 3.750e-03, eta: 18:47:29, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8714, loss_cls: 1.3136, loss: 1.3136, grad_norm: 4.4139, top1_acc/aux0: 0.7801, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8228, loss/aux0: 0.8228 2020-10-17 21:36:20,318 - mmaction - INFO - Epoch [14][440/792] lr: 3.750e-03, eta: 18:46:06, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.2767, loss: 1.2767, grad_norm: 4.3701, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8439, loss/aux0: 0.8439 2020-10-17 21:36:20,747 - mmaction - INFO - Epoch [14][440/792] lr: 3.750e-03, eta: 18:47:08, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.2767, loss: 1.2767, grad_norm: 4.3663, top1_acc/aux0: 0.7782, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8455, loss/aux0: 0.8455 2020-10-17 21:36:40,151 - mmaction - INFO - Epoch [14][460/792] lr: 3.750e-03, eta: 18:45:46, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8755, loss_cls: 1.3092, loss: 1.3092, grad_norm: 4.4805, top1_acc/aux0: 0.7730, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8529, loss/aux0: 0.8529 2020-10-17 21:36:40,580 - mmaction - INFO - Epoch [14][460/792] lr: 3.750e-03, eta: 18:46:49, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8755, loss_cls: 1.3092, loss: 1.3092, grad_norm: 4.5250, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8611, loss/aux0: 0.8611 2020-10-17 21:36:59,921 - mmaction - INFO - Epoch [14][480/792] lr: 3.750e-03, eta: 18:45:27, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8589, loss_cls: 1.3329, loss: 1.3329, grad_norm: 4.3617, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8608, loss/aux0: 0.8608 2020-10-17 21:37:00,341 - mmaction - INFO - Epoch [14][480/792] lr: 3.750e-03, eta: 18:46:30, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8589, loss_cls: 1.3329, loss: 1.3329, grad_norm: 4.3774, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8542, loss/aux0: 0.8542 2020-10-17 21:37:19,683 - mmaction - INFO - Epoch [14][500/792] lr: 3.750e-03, eta: 18:45:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8641, loss_cls: 1.3566, loss: 1.3566, grad_norm: 4.5573, top1_acc/aux0: 0.7657, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8878, loss/aux0: 0.8878 2020-10-17 21:37:20,104 - mmaction - INFO - Epoch [14][500/792] lr: 3.750e-03, eta: 18:46:10, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8641, loss_cls: 1.3566, loss: 1.3566, grad_norm: 4.5714, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8882, loss/aux0: 0.8882 2020-10-17 21:37:39,498 - mmaction - INFO - Epoch [14][520/792] lr: 3.750e-03, eta: 18:44:49, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8672, loss_cls: 1.3607, loss: 1.3607, grad_norm: 4.5015, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8744, loss/aux0: 0.8744 2020-10-17 21:37:39,911 - mmaction - INFO - Epoch [14][520/792] lr: 3.750e-03, eta: 18:45:52, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8672, loss_cls: 1.3607, loss: 1.3607, grad_norm: 4.4464, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8677, loss/aux0: 0.8677 2020-10-17 21:37:59,295 - mmaction - INFO - Epoch [14][540/792] lr: 3.750e-03, eta: 18:44:30, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8542, loss_cls: 1.4121, loss: 1.4121, grad_norm: 4.4961, top1_acc/aux0: 0.7683, top5_acc/aux0: 0.9225, loss_cls/aux0: 0.8886, loss/aux0: 0.8886 2020-10-17 21:37:59,715 - mmaction - INFO - Epoch [14][540/792] lr: 3.750e-03, eta: 18:45:32, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8542, loss_cls: 1.4121, loss: 1.4121, grad_norm: 4.4618, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9212, loss_cls/aux0: 0.8948, loss/aux0: 0.8948 2020-10-17 21:38:19,020 - mmaction - INFO - Epoch [14][560/792] lr: 3.750e-03, eta: 18:44:10, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8641, loss_cls: 1.4086, loss: 1.4086, grad_norm: 4.5146, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9213, loss_cls/aux0: 0.8976, loss/aux0: 0.8976 2020-10-17 21:38:19,446 - mmaction - INFO - Epoch [14][560/792] lr: 3.750e-03, eta: 18:45:12, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8641, loss_cls: 1.4086, loss: 1.4086, grad_norm: 4.5129, top1_acc/aux0: 0.7621, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8960, loss/aux0: 0.8960 2020-10-17 21:38:38,801 - mmaction - INFO - Epoch [14][580/792] lr: 3.750e-03, eta: 18:43:50, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8854, loss_cls: 1.2695, loss: 1.2695, grad_norm: 4.4962, top1_acc/aux0: 0.7655, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9028, loss/aux0: 0.9028 2020-10-17 21:38:39,216 - mmaction - INFO - Epoch [14][580/792] lr: 3.750e-03, eta: 18:44:52, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8854, loss_cls: 1.2695, loss: 1.2695, grad_norm: 4.4579, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9032, loss/aux0: 0.9032 2020-10-17 21:38:58,447 - mmaction - INFO - Epoch [14][600/792] lr: 3.750e-03, eta: 18:43:30, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8714, loss_cls: 1.3552, loss: 1.3552, grad_norm: 4.3192, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8554, loss/aux0: 0.8554 2020-10-17 21:38:58,867 - mmaction - INFO - Epoch [14][600/792] lr: 3.750e-03, eta: 18:44:31, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8714, loss_cls: 1.3552, loss: 1.3552, grad_norm: 4.3114, top1_acc/aux0: 0.7743, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8520, loss/aux0: 0.8520 2020-10-17 21:39:18,030 - mmaction - INFO - Epoch [14][620/792] lr: 3.750e-03, eta: 18:43:09, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8563, loss_cls: 1.3718, loss: 1.3718, grad_norm: 4.4584, top1_acc/aux0: 0.7715, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8754, loss/aux0: 0.8754 2020-10-17 21:39:18,467 - mmaction - INFO - Epoch [14][620/792] lr: 3.750e-03, eta: 18:44:10, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8563, loss_cls: 1.3718, loss: 1.3718, grad_norm: 4.4376, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8775, loss/aux0: 0.8775 2020-10-17 21:39:37,812 - mmaction - INFO - Epoch [14][640/792] lr: 3.750e-03, eta: 18:42:48, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8719, loss_cls: 1.3223, loss: 1.3223, grad_norm: 4.4168, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8654, loss/aux0: 0.8654 2020-10-17 21:39:38,254 - mmaction - INFO - Epoch [14][640/792] lr: 3.750e-03, eta: 18:43:49, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8719, loss_cls: 1.3223, loss: 1.3223, grad_norm: 4.4457, top1_acc/aux0: 0.7694, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8708, loss/aux0: 0.8708 2020-10-17 21:39:57,410 - mmaction - INFO - Epoch [14][660/792] lr: 3.750e-03, eta: 18:42:27, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8578, loss_cls: 1.3705, loss: 1.3705, grad_norm: 4.5682, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9197, loss_cls/aux0: 0.9073, loss/aux0: 0.9073 2020-10-17 21:39:57,840 - mmaction - INFO - Epoch [14][660/792] lr: 3.750e-03, eta: 18:43:28, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8578, loss_cls: 1.3705, loss: 1.3705, grad_norm: 4.5359, top1_acc/aux0: 0.7655, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9038, loss/aux0: 0.9038 2020-10-17 21:40:17,075 - mmaction - INFO - Epoch [14][680/792] lr: 3.750e-03, eta: 18:42:07, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8599, loss_cls: 1.4125, loss: 1.4125, grad_norm: 4.4460, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8575, loss/aux0: 0.8575 2020-10-17 21:40:17,480 - mmaction - INFO - Epoch [14][680/792] lr: 3.750e-03, eta: 18:43:08, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8599, loss_cls: 1.4125, loss: 1.4125, grad_norm: 4.4626, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8566, loss/aux0: 0.8566 2020-10-17 21:40:36,883 - mmaction - INFO - Epoch [14][700/792] lr: 3.750e-03, eta: 18:41:47, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8521, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.3731, top1_acc/aux0: 0.7744, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8500, loss/aux0: 0.8500 2020-10-17 21:40:37,328 - mmaction - INFO - Epoch [14][700/792] lr: 3.750e-03, eta: 18:42:49, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8521, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.3493, top1_acc/aux0: 0.7749, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8489, loss/aux0: 0.8489 2020-10-17 21:40:56,707 - mmaction - INFO - Epoch [14][720/792] lr: 3.750e-03, eta: 18:41:28, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8552, loss_cls: 1.3877, loss: 1.3877, grad_norm: 4.5119, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8588, loss/aux0: 0.8588 2020-10-17 21:40:57,143 - mmaction - INFO - Epoch [14][720/792] lr: 3.750e-03, eta: 18:42:29, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8552, loss_cls: 1.3877, loss: 1.3877, grad_norm: 4.5230, top1_acc/aux0: 0.7735, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8632, loss/aux0: 0.8632 2020-10-17 21:41:16,438 - mmaction - INFO - Epoch [14][740/792] lr: 3.750e-03, eta: 18:41:08, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8521, loss_cls: 1.3464, loss: 1.3464, grad_norm: 4.5270, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8604, loss/aux0: 0.8604 2020-10-17 21:41:16,856 - mmaction - INFO - Epoch [14][740/792] lr: 3.750e-03, eta: 18:42:09, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8521, loss_cls: 1.3464, loss: 1.3464, grad_norm: 4.5401, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8665, loss/aux0: 0.8665 2020-10-17 21:41:36,130 - mmaction - INFO - Epoch [14][760/792] lr: 3.750e-03, eta: 18:40:48, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8703, loss_cls: 1.3311, loss: 1.3311, grad_norm: 4.4307, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9199, loss_cls/aux0: 0.8847, loss/aux0: 0.8847 2020-10-17 21:41:36,562 - mmaction - INFO - Epoch [14][760/792] lr: 3.750e-03, eta: 18:41:49, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8703, loss_cls: 1.3311, loss: 1.3311, grad_norm: 4.3795, top1_acc/aux0: 0.7743, top5_acc/aux0: 0.9212, loss_cls/aux0: 0.8727, loss/aux0: 0.8727 2020-10-17 21:41:55,920 - mmaction - INFO - Epoch [14][780/792] lr: 3.750e-03, eta: 18:40:29, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.3321, loss: 1.3321, grad_norm: 4.4657, top1_acc/aux0: 0.7726, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8797, loss/aux0: 0.8797 2020-10-17 21:41:56,353 - mmaction - INFO - Epoch [14][780/792] lr: 3.750e-03, eta: 18:41:30, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.3321, loss: 1.3321, grad_norm: 4.4650, top1_acc/aux0: 0.7712, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8822, loss/aux0: 0.8822 2020-10-17 21:42:10,117 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-10-17 21:45:14,709 - mmaction - INFO - Epoch [15][20/792] lr: 3.750e-03, eta: 18:38:44, time: 0.483, data_time: 0.000, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8760, loss_cls: 1.2946, loss: 1.2946, grad_norm: 4.3424, top1_acc/aux0: 0.7710, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8786, loss/aux0: 0.8786 2020-10-17 21:45:15,145 - mmaction - INFO - Epoch [15][20/792] lr: 3.750e-03, eta: 18:39:44, time: 0.489, data_time: 0.007, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8760, loss_cls: 1.2946, loss: 1.2946, grad_norm: 4.3563, top1_acc/aux0: 0.7699, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8824, loss/aux0: 0.8824 2020-10-17 21:45:34,502 - mmaction - INFO - Epoch [15][40/792] lr: 3.750e-03, eta: 18:38:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8630, loss_cls: 1.3324, loss: 1.3324, grad_norm: 4.5956, top1_acc/aux0: 0.7704, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8670, loss/aux0: 0.8670 2020-10-17 21:45:34,923 - mmaction - INFO - Epoch [15][40/792] lr: 3.750e-03, eta: 18:39:25, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8630, loss_cls: 1.3324, loss: 1.3324, grad_norm: 4.5718, top1_acc/aux0: 0.7717, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8622, loss/aux0: 0.8622 2020-10-17 21:45:54,237 - mmaction - INFO - Epoch [15][60/792] lr: 3.750e-03, eta: 18:38:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8698, loss_cls: 1.3174, loss: 1.3174, grad_norm: 4.3720, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8435, loss/aux0: 0.8435 2020-10-17 21:45:54,669 - mmaction - INFO - Epoch [15][60/792] lr: 3.750e-03, eta: 18:39:06, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8698, loss_cls: 1.3174, loss: 1.3174, grad_norm: 4.3853, top1_acc/aux0: 0.7770, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8410, loss/aux0: 0.8410 2020-10-17 21:46:13,974 - mmaction - INFO - Epoch [15][80/792] lr: 3.750e-03, eta: 18:37:45, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8573, loss_cls: 1.3429, loss: 1.3429, grad_norm: 4.4752, top1_acc/aux0: 0.7754, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8554, loss/aux0: 0.8554 2020-10-17 21:46:14,403 - mmaction - INFO - Epoch [15][80/792] lr: 3.750e-03, eta: 18:38:45, time: 0.488, data_time: 0.002, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8573, loss_cls: 1.3429, loss: 1.3429, grad_norm: 4.5044, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8602, loss/aux0: 0.8602 2020-10-17 21:46:33,767 - mmaction - INFO - Epoch [15][100/792] lr: 3.750e-03, eta: 18:37:25, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8729, loss_cls: 1.3525, loss: 1.3525, grad_norm: 4.5083, top1_acc/aux0: 0.7652, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8815, loss/aux0: 0.8815 2020-10-17 21:46:34,211 - mmaction - INFO - Epoch [15][100/792] lr: 3.750e-03, eta: 18:38:25, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8729, loss_cls: 1.3525, loss: 1.3525, grad_norm: 4.5141, top1_acc/aux0: 0.7668, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8794, loss/aux0: 0.8794 2020-10-17 21:46:53,502 - mmaction - INFO - Epoch [15][120/792] lr: 3.750e-03, eta: 18:37:05, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8516, loss_cls: 1.3516, loss: 1.3516, grad_norm: 4.5242, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8878, loss/aux0: 0.8878 2020-10-17 21:46:53,920 - mmaction - INFO - Epoch [15][120/792] lr: 3.750e-03, eta: 18:38:05, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8516, loss_cls: 1.3516, loss: 1.3516, grad_norm: 4.4591, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8848, loss/aux0: 0.8848 2020-10-17 21:47:13,202 - mmaction - INFO - Epoch [15][140/792] lr: 3.750e-03, eta: 18:36:46, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8672, loss_cls: 1.2978, loss: 1.2978, grad_norm: 4.4125, top1_acc/aux0: 0.7798, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8244, loss/aux0: 0.8244 2020-10-17 21:47:13,610 - mmaction - INFO - Epoch [15][140/792] lr: 3.750e-03, eta: 18:37:46, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8672, loss_cls: 1.2978, loss: 1.2978, grad_norm: 4.3541, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.8173, loss/aux0: 0.8173 2020-10-17 21:47:32,907 - mmaction - INFO - Epoch [15][160/792] lr: 3.750e-03, eta: 18:36:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8771, loss_cls: 1.2957, loss: 1.2957, grad_norm: 4.4383, top1_acc/aux0: 0.7720, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8551, loss/aux0: 0.8551 2020-10-17 21:47:33,327 - mmaction - INFO - Epoch [15][160/792] lr: 3.750e-03, eta: 18:37:26, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8771, loss_cls: 1.2957, loss: 1.2957, grad_norm: 4.4628, top1_acc/aux0: 0.7699, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8683, loss/aux0: 0.8683 2020-10-17 21:47:52,649 - mmaction - INFO - Epoch [15][180/792] lr: 3.750e-03, eta: 18:36:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8755, loss_cls: 1.3302, loss: 1.3302, grad_norm: 4.5768, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8922, loss/aux0: 0.8922 2020-10-17 21:47:53,066 - mmaction - INFO - Epoch [15][180/792] lr: 3.750e-03, eta: 18:37:07, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8755, loss_cls: 1.3302, loss: 1.3302, grad_norm: 4.5615, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9207, loss_cls/aux0: 0.8887, loss/aux0: 0.8887 2020-10-17 21:48:12,419 - mmaction - INFO - Epoch [15][200/792] lr: 3.750e-03, eta: 18:35:47, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3647, loss: 1.3647, grad_norm: 4.3630, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8409, loss/aux0: 0.8409 2020-10-17 21:48:12,853 - mmaction - INFO - Epoch [15][200/792] lr: 3.750e-03, eta: 18:36:47, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3647, loss: 1.3647, grad_norm: 4.3654, top1_acc/aux0: 0.7739, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8411, loss/aux0: 0.8411 2020-10-17 21:48:32,260 - mmaction - INFO - Epoch [15][220/792] lr: 3.750e-03, eta: 18:35:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8672, loss_cls: 1.3511, loss: 1.3511, grad_norm: 4.4359, top1_acc/aux0: 0.7722, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8500, loss/aux0: 0.8500 2020-10-17 21:48:32,706 - mmaction - INFO - Epoch [15][220/792] lr: 3.750e-03, eta: 18:36:29, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8672, loss_cls: 1.3511, loss: 1.3511, grad_norm: 4.4563, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8504, loss/aux0: 0.8504 2020-10-17 21:48:52,005 - mmaction - INFO - Epoch [15][240/792] lr: 3.750e-03, eta: 18:35:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8682, loss_cls: 1.3287, loss: 1.3287, grad_norm: 4.4080, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8640, loss/aux0: 0.8640 2020-10-17 21:48:52,421 - mmaction - INFO - Epoch [15][240/792] lr: 3.750e-03, eta: 18:36:10, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8682, loss_cls: 1.3287, loss: 1.3287, grad_norm: 4.3780, top1_acc/aux0: 0.7707, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8626, loss/aux0: 0.8626 2020-10-17 21:49:11,836 - mmaction - INFO - Epoch [15][260/792] lr: 3.750e-03, eta: 18:34:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3893, loss: 1.3893, grad_norm: 4.4110, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8552, loss/aux0: 0.8552 2020-10-17 21:49:12,245 - mmaction - INFO - Epoch [15][260/792] lr: 3.750e-03, eta: 18:35:51, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3893, loss: 1.3893, grad_norm: 4.4215, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8613, loss/aux0: 0.8613 2020-10-17 21:49:31,447 - mmaction - INFO - Epoch [15][280/792] lr: 3.750e-03, eta: 18:34:31, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8786, loss_cls: 1.2911, loss: 1.2911, grad_norm: 4.4344, top1_acc/aux0: 0.7647, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.8914, loss/aux0: 0.8914 2020-10-17 21:49:31,861 - mmaction - INFO - Epoch [15][280/792] lr: 3.750e-03, eta: 18:35:30, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8786, loss_cls: 1.2911, loss: 1.2911, grad_norm: 4.4358, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9204, loss_cls/aux0: 0.8942, loss/aux0: 0.8942 2020-10-17 21:49:51,182 - mmaction - INFO - Epoch [15][300/792] lr: 3.750e-03, eta: 18:34:11, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8677, loss_cls: 1.3086, loss: 1.3086, grad_norm: 4.4711, top1_acc/aux0: 0.7709, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8628, loss/aux0: 0.8628 2020-10-17 21:49:51,606 - mmaction - INFO - Epoch [15][300/792] lr: 3.750e-03, eta: 18:35:10, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8677, loss_cls: 1.3086, loss: 1.3086, grad_norm: 4.4612, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8571, loss/aux0: 0.8571 2020-10-17 21:50:10,959 - mmaction - INFO - Epoch [15][320/792] lr: 3.750e-03, eta: 18:33:51, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8661, loss_cls: 1.2993, loss: 1.2993, grad_norm: 4.4478, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8351, loss/aux0: 0.8351 2020-10-17 21:50:11,403 - mmaction - INFO - Epoch [15][320/792] lr: 3.750e-03, eta: 18:34:50, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8661, loss_cls: 1.2993, loss: 1.2993, grad_norm: 4.4595, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8315, loss/aux0: 0.8315 2020-10-17 21:50:30,794 - mmaction - INFO - Epoch [15][340/792] lr: 3.750e-03, eta: 18:33:32, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8656, loss_cls: 1.3454, loss: 1.3454, grad_norm: 4.5741, top1_acc/aux0: 0.7722, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8568, loss/aux0: 0.8568 2020-10-17 21:50:31,219 - mmaction - INFO - Epoch [15][340/792] lr: 3.750e-03, eta: 18:34:31, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8656, loss_cls: 1.3454, loss: 1.3454, grad_norm: 4.5088, top1_acc/aux0: 0.7697, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8657, loss/aux0: 0.8657 2020-10-17 21:50:50,813 - mmaction - INFO - Epoch [15][360/792] lr: 3.750e-03, eta: 18:33:14, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8615, loss_cls: 1.3623, loss: 1.3623, grad_norm: 4.3711, top1_acc/aux0: 0.7718, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8508, loss/aux0: 0.8508 2020-10-17 21:50:51,235 - mmaction - INFO - Epoch [15][360/792] lr: 3.750e-03, eta: 18:34:13, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8615, loss_cls: 1.3623, loss: 1.3623, grad_norm: 4.3630, top1_acc/aux0: 0.7752, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8407, loss/aux0: 0.8407 2020-10-17 21:51:10,634 - mmaction - INFO - Epoch [15][380/792] lr: 3.750e-03, eta: 18:32:56, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8661, loss_cls: 1.3539, loss: 1.3539, grad_norm: 4.4630, top1_acc/aux0: 0.7710, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8626, loss/aux0: 0.8626 2020-10-17 21:51:11,067 - mmaction - INFO - Epoch [15][380/792] lr: 3.750e-03, eta: 18:33:55, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8661, loss_cls: 1.3539, loss: 1.3539, grad_norm: 4.4792, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8667, loss/aux0: 0.8667 2020-10-17 21:51:30,383 - mmaction - INFO - Epoch [15][400/792] lr: 3.750e-03, eta: 18:32:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8583, loss_cls: 1.3574, loss: 1.3574, grad_norm: 4.4487, top1_acc/aux0: 0.7712, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8579, loss/aux0: 0.8579 2020-10-17 21:51:30,800 - mmaction - INFO - Epoch [15][400/792] lr: 3.750e-03, eta: 18:33:35, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8583, loss_cls: 1.3574, loss: 1.3574, grad_norm: 4.4507, top1_acc/aux0: 0.7720, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8568, loss/aux0: 0.8568 2020-10-17 21:51:50,367 - mmaction - INFO - Epoch [15][420/792] lr: 3.750e-03, eta: 18:32:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8693, loss_cls: 1.3625, loss: 1.3625, grad_norm: 4.4366, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8722, loss/aux0: 0.8722 2020-10-17 21:51:50,807 - mmaction - INFO - Epoch [15][420/792] lr: 3.750e-03, eta: 18:33:17, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8693, loss_cls: 1.3625, loss: 1.3625, grad_norm: 4.4601, top1_acc/aux0: 0.7668, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8741, loss/aux0: 0.8741 2020-10-17 21:52:10,089 - mmaction - INFO - Epoch [15][440/792] lr: 3.750e-03, eta: 18:31:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8719, loss_cls: 1.2940, loss: 1.2940, grad_norm: 4.3766, top1_acc/aux0: 0.7709, top5_acc/aux0: 0.9223, loss_cls/aux0: 0.8742, loss/aux0: 0.8742 2020-10-17 21:52:10,513 - mmaction - INFO - Epoch [15][440/792] lr: 3.750e-03, eta: 18:32:57, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8719, loss_cls: 1.2940, loss: 1.2940, grad_norm: 4.3490, top1_acc/aux0: 0.7715, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8696, loss/aux0: 0.8696 2020-10-17 21:52:29,993 - mmaction - INFO - Epoch [15][460/792] lr: 3.750e-03, eta: 18:31:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8646, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.4647, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9189, loss_cls/aux0: 0.8720, loss/aux0: 0.8720 2020-10-17 21:52:30,418 - mmaction - INFO - Epoch [15][460/792] lr: 3.750e-03, eta: 18:32:37, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8646, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.4651, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9176, loss_cls/aux0: 0.8804, loss/aux0: 0.8804 2020-10-17 21:52:49,570 - mmaction - INFO - Epoch [15][480/792] lr: 3.750e-03, eta: 18:31:19, time: 0.486, data_time: 0.000, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8552, loss_cls: 1.3628, loss: 1.3628, grad_norm: 4.6128, top1_acc/aux0: 0.7671, top5_acc/aux0: 0.9213, loss_cls/aux0: 0.8810, loss/aux0: 0.8810 2020-10-17 21:52:50,002 - mmaction - INFO - Epoch [15][480/792] lr: 3.750e-03, eta: 18:32:16, time: 0.486, data_time: 0.002, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8552, loss_cls: 1.3628, loss: 1.3628, grad_norm: 4.6716, top1_acc/aux0: 0.7676, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8806, loss/aux0: 0.8806 2020-10-17 21:53:09,377 - mmaction - INFO - Epoch [15][500/792] lr: 3.750e-03, eta: 18:30:59, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8729, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.4155, top1_acc/aux0: 0.7675, top5_acc/aux0: 0.9225, loss_cls/aux0: 0.8730, loss/aux0: 0.8730 2020-10-17 21:53:09,813 - mmaction - INFO - Epoch [15][500/792] lr: 3.750e-03, eta: 18:31:56, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8729, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.3932, top1_acc/aux0: 0.7686, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8683, loss/aux0: 0.8683 2020-10-17 21:53:29,139 - mmaction - INFO - Epoch [15][520/792] lr: 3.750e-03, eta: 18:30:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8609, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.3984, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8816, loss/aux0: 0.8816 2020-10-17 21:53:29,560 - mmaction - INFO - Epoch [15][520/792] lr: 3.750e-03, eta: 18:31:37, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8609, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.3886, top1_acc/aux0: 0.7696, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8846, loss/aux0: 0.8846 2020-10-17 21:53:48,949 - mmaction - INFO - Epoch [15][540/792] lr: 3.750e-03, eta: 18:30:20, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8724, loss_cls: 1.3380, loss: 1.3380, grad_norm: 4.4956, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8852, loss/aux0: 0.8852 2020-10-17 21:53:49,396 - mmaction - INFO - Epoch [15][540/792] lr: 3.750e-03, eta: 18:31:18, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8724, loss_cls: 1.3380, loss: 1.3380, grad_norm: 4.5026, top1_acc/aux0: 0.7666, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8765, loss/aux0: 0.8765 2020-10-17 21:54:08,920 - mmaction - INFO - Epoch [15][560/792] lr: 3.750e-03, eta: 18:30:02, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8589, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.4804, top1_acc/aux0: 0.7754, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8406, loss/aux0: 0.8406 2020-10-17 21:54:09,340 - mmaction - INFO - Epoch [15][560/792] lr: 3.750e-03, eta: 18:31:01, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8589, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.4446, top1_acc/aux0: 0.7749, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8414, loss/aux0: 0.8414 2020-10-17 21:54:28,694 - mmaction - INFO - Epoch [15][580/792] lr: 3.750e-03, eta: 18:29:44, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8625, loss_cls: 1.3357, loss: 1.3357, grad_norm: 4.3905, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8520, loss/aux0: 0.8520 2020-10-17 21:54:29,109 - mmaction - INFO - Epoch [15][580/792] lr: 3.750e-03, eta: 18:30:41, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8625, loss_cls: 1.3357, loss: 1.3357, grad_norm: 4.3809, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8576, loss/aux0: 0.8576 2020-10-17 21:54:48,460 - mmaction - INFO - Epoch [15][600/792] lr: 3.750e-03, eta: 18:29:25, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8630, loss_cls: 1.3439, loss: 1.3439, grad_norm: 4.4359, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8602, loss/aux0: 0.8602 2020-10-17 21:54:48,878 - mmaction - INFO - Epoch [15][600/792] lr: 3.750e-03, eta: 18:30:22, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8630, loss_cls: 1.3439, loss: 1.3439, grad_norm: 4.4634, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8597, loss/aux0: 0.8597 2020-10-17 21:55:08,220 - mmaction - INFO - Epoch [15][620/792] lr: 3.750e-03, eta: 18:29:05, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8557, loss_cls: 1.3511, loss: 1.3511, grad_norm: 4.5650, top1_acc/aux0: 0.7679, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8811, loss/aux0: 0.8811 2020-10-17 21:55:08,671 - mmaction - INFO - Epoch [15][620/792] lr: 3.750e-03, eta: 18:30:03, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8557, loss_cls: 1.3511, loss: 1.3511, grad_norm: 4.5847, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8854, loss/aux0: 0.8854 2020-10-17 21:55:27,874 - mmaction - INFO - Epoch [15][640/792] lr: 3.750e-03, eta: 18:28:46, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8641, loss_cls: 1.3570, loss: 1.3570, grad_norm: 4.3043, top1_acc/aux0: 0.7713, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8707, loss/aux0: 0.8707 2020-10-17 21:55:28,312 - mmaction - INFO - Epoch [15][640/792] lr: 3.750e-03, eta: 18:29:42, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8641, loss_cls: 1.3570, loss: 1.3570, grad_norm: 4.2896, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8582, loss/aux0: 0.8582 2020-10-17 21:55:47,663 - mmaction - INFO - Epoch [15][660/792] lr: 3.750e-03, eta: 18:28:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6563, top5_acc: 0.8656, loss_cls: 1.3483, loss: 1.3483, grad_norm: 4.4872, top1_acc/aux0: 0.7730, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8665, loss/aux0: 0.8665 2020-10-17 21:55:48,107 - mmaction - INFO - Epoch [15][660/792] lr: 3.750e-03, eta: 18:29:23, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6563, top5_acc: 0.8656, loss_cls: 1.3483, loss: 1.3483, grad_norm: 4.4687, top1_acc/aux0: 0.7712, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8777, loss/aux0: 0.8777 2020-10-17 21:56:07,480 - mmaction - INFO - Epoch [15][680/792] lr: 3.750e-03, eta: 18:28:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.3266, loss: 1.3266, grad_norm: 4.3808, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8359, loss/aux0: 0.8359 2020-10-17 21:56:07,933 - mmaction - INFO - Epoch [15][680/792] lr: 3.750e-03, eta: 18:29:04, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.3266, loss: 1.3266, grad_norm: 4.4228, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9239, loss_cls/aux0: 0.8400, loss/aux0: 0.8400 2020-10-17 21:56:27,310 - mmaction - INFO - Epoch [15][700/792] lr: 3.750e-03, eta: 18:27:48, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8667, loss_cls: 1.3017, loss: 1.3017, grad_norm: 4.4211, top1_acc/aux0: 0.7738, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8584, loss/aux0: 0.8584 2020-10-17 21:56:27,745 - mmaction - INFO - Epoch [15][700/792] lr: 3.750e-03, eta: 18:28:44, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8667, loss_cls: 1.3017, loss: 1.3017, grad_norm: 4.4350, top1_acc/aux0: 0.7759, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8480, loss/aux0: 0.8480 2020-10-17 21:56:46,969 - mmaction - INFO - Epoch [15][720/792] lr: 3.750e-03, eta: 18:27:28, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8687, loss_cls: 1.3338, loss: 1.3338, grad_norm: 4.6348, top1_acc/aux0: 0.7689, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8688, loss/aux0: 0.8688 2020-10-17 21:56:47,400 - mmaction - INFO - Epoch [15][720/792] lr: 3.750e-03, eta: 18:28:24, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8687, loss_cls: 1.3338, loss: 1.3338, grad_norm: 4.6006, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8819, loss/aux0: 0.8819 2020-10-17 21:57:06,615 - mmaction - INFO - Epoch [15][740/792] lr: 3.750e-03, eta: 18:27:08, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8682, loss_cls: 1.2710, loss: 1.2710, grad_norm: 4.3762, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8861, loss/aux0: 0.8861 2020-10-17 21:57:07,047 - mmaction - INFO - Epoch [15][740/792] lr: 3.750e-03, eta: 18:28:04, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8682, loss_cls: 1.2710, loss: 1.2710, grad_norm: 4.3429, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8745, loss/aux0: 0.8745 2020-10-17 21:57:26,355 - mmaction - INFO - Epoch [15][760/792] lr: 3.750e-03, eta: 18:26:48, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8552, loss_cls: 1.3493, loss: 1.3493, grad_norm: 4.3761, top1_acc/aux0: 0.7717, top5_acc/aux0: 0.9261, loss_cls/aux0: 0.8553, loss/aux0: 0.8553 2020-10-17 21:57:26,803 - mmaction - INFO - Epoch [15][760/792] lr: 3.750e-03, eta: 18:27:44, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8552, loss_cls: 1.3493, loss: 1.3493, grad_norm: 4.3652, top1_acc/aux0: 0.7710, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8553, loss/aux0: 0.8553 2020-10-17 21:57:46,103 - mmaction - INFO - Epoch [15][780/792] lr: 3.750e-03, eta: 18:26:28, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8677, loss_cls: 1.3078, loss: 1.3078, grad_norm: 4.3901, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.8737, loss/aux0: 0.8737 2020-10-17 21:57:46,539 - mmaction - INFO - Epoch [15][780/792] lr: 3.750e-03, eta: 18:27:24, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8677, loss_cls: 1.3078, loss: 1.3078, grad_norm: 4.3877, top1_acc/aux0: 0.7689, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8716, loss/aux0: 0.8716 2020-10-17 21:58:02,577 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-17 21:59:22,093 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-17 21:59:22,213 - mmaction - INFO - top1_acc 0.7352 top5_acc 0.9117 2020-10-17 21:59:22,213 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-17 21:59:22,334 - mmaction - INFO - mean_acc 0.7355 2020-10-17 21:59:22,335 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-10-17 21:59:22,352 - mmaction - INFO - Epoch(val) [15][792] top1_acc: 0.7352, top5_acc: 0.9117, mean_class_accuracy: 0.7355 2020-10-17 22:02:02,942 - mmaction - INFO - Epoch [16][20/792] lr: 3.750e-03, eta: 18:24:49, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8734, loss_cls: 1.2236, loss: 1.2236, grad_norm: 4.3431, top1_acc/aux0: 0.7759, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8543, loss/aux0: 0.8543 2020-10-17 22:02:03,394 - mmaction - INFO - Epoch [16][20/792] lr: 3.750e-03, eta: 18:25:44, time: 0.490, data_time: 0.003, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8734, loss_cls: 1.2236, loss: 1.2236, grad_norm: 4.3650, top1_acc/aux0: 0.7754, top5_acc/aux0: 0.9261, loss_cls/aux0: 0.8534, loss/aux0: 0.8534 2020-10-17 22:02:22,668 - mmaction - INFO - Epoch [16][40/792] lr: 3.750e-03, eta: 18:24:29, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8583, loss_cls: 1.3620, loss: 1.3620, grad_norm: 4.5177, top1_acc/aux0: 0.7709, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8541, loss/aux0: 0.8541 2020-10-17 22:02:23,125 - mmaction - INFO - Epoch [16][40/792] lr: 3.750e-03, eta: 18:25:25, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8583, loss_cls: 1.3620, loss: 1.3620, grad_norm: 4.5163, top1_acc/aux0: 0.7704, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8565, loss/aux0: 0.8565 2020-10-17 22:02:42,393 - mmaction - INFO - Epoch [16][60/792] lr: 3.750e-03, eta: 18:24:10, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8698, loss_cls: 1.3102, loss: 1.3102, grad_norm: 4.4257, top1_acc/aux0: 0.7782, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8376, loss/aux0: 0.8376 2020-10-17 22:02:42,811 - mmaction - INFO - Epoch [16][60/792] lr: 3.750e-03, eta: 18:25:05, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8698, loss_cls: 1.3102, loss: 1.3102, grad_norm: 4.4260, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9251, loss_cls/aux0: 0.8374, loss/aux0: 0.8374 2020-10-17 22:03:02,095 - mmaction - INFO - Epoch [16][80/792] lr: 3.750e-03, eta: 18:23:50, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8693, loss_cls: 1.2756, loss: 1.2756, grad_norm: 4.6576, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8477, loss/aux0: 0.8477 2020-10-17 22:03:02,508 - mmaction - INFO - Epoch [16][80/792] lr: 3.750e-03, eta: 18:24:45, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8693, loss_cls: 1.2756, loss: 1.2756, grad_norm: 4.4539, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8517, loss/aux0: 0.8517 2020-10-17 22:03:21,797 - mmaction - INFO - Epoch [16][100/792] lr: 3.750e-03, eta: 18:23:30, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8760, loss_cls: 1.3202, loss: 1.3202, grad_norm: 4.5208, top1_acc/aux0: 0.7731, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8718, loss/aux0: 0.8718 2020-10-17 22:03:22,245 - mmaction - INFO - Epoch [16][100/792] lr: 3.750e-03, eta: 18:24:25, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8760, loss_cls: 1.3202, loss: 1.3202, grad_norm: 4.5079, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8722, loss/aux0: 0.8722 2020-10-17 22:03:41,655 - mmaction - INFO - Epoch [16][120/792] lr: 3.750e-03, eta: 18:23:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8833, loss_cls: 1.2104, loss: 1.2104, grad_norm: 4.4443, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8361, loss/aux0: 0.8361 2020-10-17 22:03:42,074 - mmaction - INFO - Epoch [16][120/792] lr: 3.750e-03, eta: 18:24:07, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8833, loss_cls: 1.2104, loss: 1.2104, grad_norm: 4.4543, top1_acc/aux0: 0.7787, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-17 22:04:01,333 - mmaction - INFO - Epoch [16][140/792] lr: 3.750e-03, eta: 18:22:52, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8531, loss_cls: 1.3835, loss: 1.3835, grad_norm: 4.3684, top1_acc/aux0: 0.7733, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8370, loss/aux0: 0.8370 2020-10-17 22:04:01,741 - mmaction - INFO - Epoch [16][140/792] lr: 3.750e-03, eta: 18:23:47, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8531, loss_cls: 1.3835, loss: 1.3835, grad_norm: 4.3962, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8332, loss/aux0: 0.8332 2020-10-17 22:04:21,015 - mmaction - INFO - Epoch [16][160/792] lr: 3.750e-03, eta: 18:22:32, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8750, loss_cls: 1.2933, loss: 1.2933, grad_norm: 4.4459, top1_acc/aux0: 0.7787, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-17 22:04:21,422 - mmaction - INFO - Epoch [16][160/792] lr: 3.750e-03, eta: 18:23:27, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8750, loss_cls: 1.2933, loss: 1.2933, grad_norm: 4.4743, top1_acc/aux0: 0.7796, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-17 22:04:40,815 - mmaction - INFO - Epoch [16][180/792] lr: 3.750e-03, eta: 18:22:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8771, loss_cls: 1.2699, loss: 1.2699, grad_norm: 4.4522, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8435, loss/aux0: 0.8435 2020-10-17 22:04:41,232 - mmaction - INFO - Epoch [16][180/792] lr: 3.750e-03, eta: 18:23:08, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8771, loss_cls: 1.2699, loss: 1.2699, grad_norm: 4.4070, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8445, loss/aux0: 0.8445 2020-10-17 22:05:00,445 - mmaction - INFO - Epoch [16][200/792] lr: 3.750e-03, eta: 18:21:53, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8698, loss_cls: 1.2790, loss: 1.2790, grad_norm: 4.3947, top1_acc/aux0: 0.7723, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8484, loss/aux0: 0.8484 2020-10-17 22:05:00,864 - mmaction - INFO - Epoch [16][200/792] lr: 3.750e-03, eta: 18:22:47, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8698, loss_cls: 1.2790, loss: 1.2790, grad_norm: 4.3512, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8486, loss/aux0: 0.8486 2020-10-17 22:05:20,302 - mmaction - INFO - Epoch [16][220/792] lr: 3.750e-03, eta: 18:21:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8807, loss_cls: 1.2858, loss: 1.2858, grad_norm: 4.3851, top1_acc/aux0: 0.7772, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8478, loss/aux0: 0.8478 2020-10-17 22:05:20,728 - mmaction - INFO - Epoch [16][220/792] lr: 3.750e-03, eta: 18:22:28, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8807, loss_cls: 1.2858, loss: 1.2858, grad_norm: 4.3631, top1_acc/aux0: 0.7775, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8498, loss/aux0: 0.8498 2020-10-17 22:05:40,107 - mmaction - INFO - Epoch [16][240/792] lr: 3.750e-03, eta: 18:21:15, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8682, loss_cls: 1.3199, loss: 1.3199, grad_norm: 4.4779, top1_acc/aux0: 0.7736, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8698, loss/aux0: 0.8698 2020-10-17 22:05:40,527 - mmaction - INFO - Epoch [16][240/792] lr: 3.750e-03, eta: 18:22:10, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8682, loss_cls: 1.3199, loss: 1.3199, grad_norm: 4.4291, top1_acc/aux0: 0.7743, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8646, loss/aux0: 0.8646 2020-10-17 22:05:59,760 - mmaction - INFO - Epoch [16][260/792] lr: 3.750e-03, eta: 18:20:56, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8776, loss_cls: 1.2466, loss: 1.2466, grad_norm: 4.2366, top1_acc/aux0: 0.7709, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8497, loss/aux0: 0.8497 2020-10-17 22:06:00,193 - mmaction - INFO - Epoch [16][260/792] lr: 3.750e-03, eta: 18:21:50, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8776, loss_cls: 1.2466, loss: 1.2466, grad_norm: 4.2242, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8530, loss/aux0: 0.8530 2020-10-17 22:06:19,652 - mmaction - INFO - Epoch [16][280/792] lr: 3.750e-03, eta: 18:20:36, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8641, loss_cls: 1.3451, loss: 1.3451, grad_norm: 4.4148, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8451, loss/aux0: 0.8451 2020-10-17 22:06:20,094 - mmaction - INFO - Epoch [16][280/792] lr: 3.750e-03, eta: 18:21:31, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8641, loss_cls: 1.3451, loss: 1.3451, grad_norm: 4.4061, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8478, loss/aux0: 0.8478 2020-10-17 22:06:39,536 - mmaction - INFO - Epoch [16][300/792] lr: 3.750e-03, eta: 18:20:17, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8661, loss_cls: 1.3267, loss: 1.3267, grad_norm: 4.5433, top1_acc/aux0: 0.7785, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8516, loss/aux0: 0.8516 2020-10-17 22:06:39,957 - mmaction - INFO - Epoch [16][300/792] lr: 3.750e-03, eta: 18:21:12, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8661, loss_cls: 1.3267, loss: 1.3267, grad_norm: 4.5593, top1_acc/aux0: 0.7777, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8471, loss/aux0: 0.8471 2020-10-17 22:06:59,315 - mmaction - INFO - Epoch [16][320/792] lr: 3.750e-03, eta: 18:19:59, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8698, loss_cls: 1.3579, loss: 1.3579, grad_norm: 4.3718, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8530, loss/aux0: 0.8530 2020-10-17 22:06:59,738 - mmaction - INFO - Epoch [16][320/792] lr: 3.750e-03, eta: 18:20:54, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8698, loss_cls: 1.3579, loss: 1.3579, grad_norm: 4.3605, top1_acc/aux0: 0.7730, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8562, loss/aux0: 0.8562 2020-10-17 22:07:18,991 - mmaction - INFO - Epoch [16][340/792] lr: 3.750e-03, eta: 18:19:41, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8682, loss_cls: 1.2905, loss: 1.2905, grad_norm: 4.5043, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8815, loss/aux0: 0.8815 2020-10-17 22:07:19,410 - mmaction - INFO - Epoch [16][340/792] lr: 3.750e-03, eta: 18:20:35, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8682, loss_cls: 1.2905, loss: 1.2905, grad_norm: 4.5008, top1_acc/aux0: 0.7637, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8832, loss/aux0: 0.8832 2020-10-17 22:07:38,870 - mmaction - INFO - Epoch [16][360/792] lr: 3.750e-03, eta: 18:19:22, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8646, loss_cls: 1.3131, loss: 1.3131, grad_norm: 4.4106, top1_acc/aux0: 0.7647, top5_acc/aux0: 0.9218, loss_cls/aux0: 0.8916, loss/aux0: 0.8916 2020-10-17 22:07:39,280 - mmaction - INFO - Epoch [16][360/792] lr: 3.750e-03, eta: 18:20:16, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8646, loss_cls: 1.3131, loss: 1.3131, grad_norm: 4.3999, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8880, loss/aux0: 0.8880 2020-10-17 22:07:58,630 - mmaction - INFO - Epoch [16][380/792] lr: 3.750e-03, eta: 18:19:02, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8828, loss_cls: 1.2562, loss: 1.2562, grad_norm: 4.5258, top1_acc/aux0: 0.7699, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8757, loss/aux0: 0.8757 2020-10-17 22:07:59,059 - mmaction - INFO - Epoch [16][380/792] lr: 3.750e-03, eta: 18:19:56, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8828, loss_cls: 1.2562, loss: 1.2562, grad_norm: 4.5098, top1_acc/aux0: 0.7702, top5_acc/aux0: 0.9210, loss_cls/aux0: 0.8766, loss/aux0: 0.8766 2020-10-17 22:08:18,444 - mmaction - INFO - Epoch [16][400/792] lr: 3.750e-03, eta: 18:18:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8771, loss_cls: 1.2925, loss: 1.2925, grad_norm: 4.4857, top1_acc/aux0: 0.7650, top5_acc/aux0: 0.9176, loss_cls/aux0: 0.9002, loss/aux0: 0.9002 2020-10-17 22:08:18,883 - mmaction - INFO - Epoch [16][400/792] lr: 3.750e-03, eta: 18:19:38, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8771, loss_cls: 1.2925, loss: 1.2925, grad_norm: 4.4666, top1_acc/aux0: 0.7649, top5_acc/aux0: 0.9168, loss_cls/aux0: 0.9023, loss/aux0: 0.9023 2020-10-17 22:08:38,215 - mmaction - INFO - Epoch [16][420/792] lr: 3.750e-03, eta: 18:18:24, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8714, loss_cls: 1.2782, loss: 1.2782, grad_norm: 4.4069, top1_acc/aux0: 0.7730, top5_acc/aux0: 0.9239, loss_cls/aux0: 0.8587, loss/aux0: 0.8587 2020-10-17 22:08:38,638 - mmaction - INFO - Epoch [16][420/792] lr: 3.750e-03, eta: 18:19:18, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8714, loss_cls: 1.2782, loss: 1.2782, grad_norm: 4.4738, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8539, loss/aux0: 0.8539 2020-10-17 22:08:58,118 - mmaction - INFO - Epoch [16][440/792] lr: 3.750e-03, eta: 18:18:05, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8682, loss_cls: 1.2692, loss: 1.2692, grad_norm: 4.5177, top1_acc/aux0: 0.7759, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8414, loss/aux0: 0.8414 2020-10-17 22:08:58,529 - mmaction - INFO - Epoch [16][440/792] lr: 3.750e-03, eta: 18:19:00, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8682, loss_cls: 1.2692, loss: 1.2692, grad_norm: 4.5402, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8460, loss/aux0: 0.8460 2020-10-17 22:09:17,828 - mmaction - INFO - Epoch [16][460/792] lr: 3.750e-03, eta: 18:17:47, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8521, loss_cls: 1.3572, loss: 1.3572, grad_norm: 4.4039, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8433, loss/aux0: 0.8433 2020-10-17 22:09:18,269 - mmaction - INFO - Epoch [16][460/792] lr: 3.750e-03, eta: 18:18:40, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8521, loss_cls: 1.3572, loss: 1.3572, grad_norm: 4.4138, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8474, loss/aux0: 0.8474 2020-10-17 22:09:37,617 - mmaction - INFO - Epoch [16][480/792] lr: 3.750e-03, eta: 18:17:28, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8687, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.5203, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8564, loss/aux0: 0.8564 2020-10-17 22:09:38,052 - mmaction - INFO - Epoch [16][480/792] lr: 3.750e-03, eta: 18:18:21, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8687, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.5105, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8489, loss/aux0: 0.8489 2020-10-17 22:09:57,411 - mmaction - INFO - Epoch [16][500/792] lr: 3.750e-03, eta: 18:17:09, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8672, loss_cls: 1.3485, loss: 1.3485, grad_norm: 4.3559, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8371, loss/aux0: 0.8371 2020-10-17 22:09:57,823 - mmaction - INFO - Epoch [16][500/792] lr: 3.750e-03, eta: 18:18:02, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8672, loss_cls: 1.3485, loss: 1.3485, grad_norm: 4.3733, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8410, loss/aux0: 0.8410 2020-10-17 22:10:17,153 - mmaction - INFO - Epoch [16][520/792] lr: 3.750e-03, eta: 18:16:50, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8729, loss_cls: 1.3163, loss: 1.3163, grad_norm: 4.3707, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8432, loss/aux0: 0.8432 2020-10-17 22:10:17,567 - mmaction - INFO - Epoch [16][520/792] lr: 3.750e-03, eta: 18:17:43, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8729, loss_cls: 1.3163, loss: 1.3163, grad_norm: 4.3711, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8448, loss/aux0: 0.8448 2020-10-17 22:10:36,853 - mmaction - INFO - Epoch [16][540/792] lr: 3.750e-03, eta: 18:16:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8823, loss_cls: 1.2747, loss: 1.2747, grad_norm: 4.4518, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8404, loss/aux0: 0.8404 2020-10-17 22:10:37,271 - mmaction - INFO - Epoch [16][540/792] lr: 3.750e-03, eta: 18:17:24, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8823, loss_cls: 1.2747, loss: 1.2747, grad_norm: 4.4209, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8320, loss/aux0: 0.8320 2020-10-17 22:10:56,612 - mmaction - INFO - Epoch [16][560/792] lr: 3.750e-03, eta: 18:16:11, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8542, loss_cls: 1.3830, loss: 1.3830, grad_norm: 4.3646, top1_acc/aux0: 0.7778, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8395, loss/aux0: 0.8395 2020-10-17 22:10:57,045 - mmaction - INFO - Epoch [16][560/792] lr: 3.750e-03, eta: 18:17:04, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8542, loss_cls: 1.3830, loss: 1.3830, grad_norm: 4.3732, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8403, loss/aux0: 0.8403 2020-10-17 22:11:16,367 - mmaction - INFO - Epoch [16][580/792] lr: 3.750e-03, eta: 18:15:51, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8807, loss_cls: 1.2671, loss: 1.2671, grad_norm: 4.4131, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8349, loss/aux0: 0.8349 2020-10-17 22:11:16,796 - mmaction - INFO - Epoch [16][580/792] lr: 3.750e-03, eta: 18:16:45, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8807, loss_cls: 1.2671, loss: 1.2671, grad_norm: 4.4079, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8373, loss/aux0: 0.8373 2020-10-17 22:11:36,173 - mmaction - INFO - Epoch [16][600/792] lr: 3.750e-03, eta: 18:15:32, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8620, loss_cls: 1.3342, loss: 1.3342, grad_norm: 4.4044, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8399, loss/aux0: 0.8399 2020-10-17 22:11:36,601 - mmaction - INFO - Epoch [16][600/792] lr: 3.750e-03, eta: 18:16:26, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8620, loss_cls: 1.3342, loss: 1.3342, grad_norm: 4.4174, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8432, loss/aux0: 0.8432 2020-10-17 22:11:55,932 - mmaction - INFO - Epoch [16][620/792] lr: 3.750e-03, eta: 18:15:13, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8672, loss_cls: 1.3135, loss: 1.3135, grad_norm: 4.3914, top1_acc/aux0: 0.7739, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8546, loss/aux0: 0.8546 2020-10-17 22:11:56,380 - mmaction - INFO - Epoch [16][620/792] lr: 3.750e-03, eta: 18:16:06, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8672, loss_cls: 1.3135, loss: 1.3135, grad_norm: 4.3827, top1_acc/aux0: 0.7751, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8535, loss/aux0: 0.8535 2020-10-17 22:12:15,639 - mmaction - INFO - Epoch [16][640/792] lr: 3.750e-03, eta: 18:14:54, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8755, loss_cls: 1.2873, loss: 1.2873, grad_norm: 4.4663, top1_acc/aux0: 0.7775, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8631, loss/aux0: 0.8631 2020-10-17 22:12:16,064 - mmaction - INFO - Epoch [16][640/792] lr: 3.750e-03, eta: 18:15:46, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8755, loss_cls: 1.2873, loss: 1.2873, grad_norm: 4.4970, top1_acc/aux0: 0.7769, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8639, loss/aux0: 0.8639 2020-10-17 22:12:35,428 - mmaction - INFO - Epoch [16][660/792] lr: 3.750e-03, eta: 18:14:34, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8719, loss_cls: 1.2992, loss: 1.2992, grad_norm: 4.4453, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8628, loss/aux0: 0.8628 2020-10-17 22:12:35,852 - mmaction - INFO - Epoch [16][660/792] lr: 3.750e-03, eta: 18:15:27, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8719, loss_cls: 1.2992, loss: 1.2992, grad_norm: 4.4538, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9217, loss_cls/aux0: 0.8619, loss/aux0: 0.8619 2020-10-17 22:12:55,233 - mmaction - INFO - Epoch [16][680/792] lr: 3.750e-03, eta: 18:14:15, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8635, loss_cls: 1.3465, loss: 1.3465, grad_norm: 4.5280, top1_acc/aux0: 0.7705, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8696, loss/aux0: 0.8696 2020-10-17 22:12:55,687 - mmaction - INFO - Epoch [16][680/792] lr: 3.750e-03, eta: 18:15:08, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8635, loss_cls: 1.3465, loss: 1.3465, grad_norm: 4.5414, top1_acc/aux0: 0.7707, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8737, loss/aux0: 0.8737 2020-10-17 22:13:14,993 - mmaction - INFO - Epoch [16][700/792] lr: 3.750e-03, eta: 18:13:56, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.3074, loss: 1.3074, grad_norm: 4.5594, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8305, loss/aux0: 0.8305 2020-10-17 22:13:15,414 - mmaction - INFO - Epoch [16][700/792] lr: 3.750e-03, eta: 18:14:48, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.3074, loss: 1.3074, grad_norm: 4.5579, top1_acc/aux0: 0.7782, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8317, loss/aux0: 0.8317 2020-10-17 22:13:34,760 - mmaction - INFO - Epoch [16][720/792] lr: 3.750e-03, eta: 18:13:37, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8740, loss_cls: 1.3123, loss: 1.3123, grad_norm: 4.2353, top1_acc/aux0: 0.7824, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8442, loss/aux0: 0.8442 2020-10-17 22:13:35,183 - mmaction - INFO - Epoch [16][720/792] lr: 3.750e-03, eta: 18:14:29, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8740, loss_cls: 1.3123, loss: 1.3123, grad_norm: 4.2072, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8363, loss/aux0: 0.8363 2020-10-17 22:13:54,615 - mmaction - INFO - Epoch [16][740/792] lr: 3.750e-03, eta: 18:13:18, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8682, loss_cls: 1.3204, loss: 1.3204, grad_norm: 4.3869, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8323, loss/aux0: 0.8323 2020-10-17 22:13:55,060 - mmaction - INFO - Epoch [16][740/792] lr: 3.750e-03, eta: 18:14:11, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8682, loss_cls: 1.3204, loss: 1.3204, grad_norm: 4.3833, top1_acc/aux0: 0.7775, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8370, loss/aux0: 0.8370 2020-10-17 22:14:14,352 - mmaction - INFO - Epoch [16][760/792] lr: 3.750e-03, eta: 18:12:59, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8750, loss_cls: 1.2695, loss: 1.2695, grad_norm: 4.3600, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8481, loss/aux0: 0.8481 2020-10-17 22:14:14,780 - mmaction - INFO - Epoch [16][760/792] lr: 3.750e-03, eta: 18:13:51, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8750, loss_cls: 1.2695, loss: 1.2695, grad_norm: 4.3746, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8450, loss/aux0: 0.8450 2020-10-17 22:14:34,246 - mmaction - INFO - Epoch [16][780/792] lr: 3.750e-03, eta: 18:12:40, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.4651, top1_acc/aux0: 0.7671, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8756, loss/aux0: 0.8756 2020-10-17 22:14:34,696 - mmaction - INFO - Epoch [16][780/792] lr: 3.750e-03, eta: 18:13:33, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.4607, top1_acc/aux0: 0.7676, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8717, loss/aux0: 0.8717 2020-10-17 22:14:49,245 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-17 22:17:34,126 - mmaction - INFO - Epoch [17][20/792] lr: 3.750e-03, eta: 18:11:07, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8766, loss_cls: 1.2926, loss: 1.2926, grad_norm: 4.3924, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8323, loss/aux0: 0.8323 2020-10-17 22:17:34,539 - mmaction - INFO - Epoch [17][20/792] lr: 3.750e-03, eta: 18:11:59, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8766, loss_cls: 1.2926, loss: 1.2926, grad_norm: 4.4049, top1_acc/aux0: 0.7819, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8384, loss/aux0: 0.8384 2020-10-17 22:17:53,758 - mmaction - INFO - Epoch [17][40/792] lr: 3.750e-03, eta: 18:10:47, time: 0.486, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8698, loss_cls: 1.2464, loss: 1.2464, grad_norm: 4.3872, top1_acc/aux0: 0.7821, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8215, loss/aux0: 0.8215 2020-10-17 22:17:54,179 - mmaction - INFO - Epoch [17][40/792] lr: 3.750e-03, eta: 18:11:38, time: 0.488, data_time: 0.002, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8698, loss_cls: 1.2464, loss: 1.2464, grad_norm: 4.3767, top1_acc/aux0: 0.7827, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8169, loss/aux0: 0.8169 2020-10-17 22:18:13,397 - mmaction - INFO - Epoch [17][60/792] lr: 3.750e-03, eta: 18:10:27, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8760, loss_cls: 1.2364, loss: 1.2364, grad_norm: 4.3366, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8556, loss/aux0: 0.8556 2020-10-17 22:18:13,823 - mmaction - INFO - Epoch [17][60/792] lr: 3.750e-03, eta: 18:11:18, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8760, loss_cls: 1.2364, loss: 1.2364, grad_norm: 4.3473, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9251, loss_cls/aux0: 0.8511, loss/aux0: 0.8511 2020-10-17 22:18:32,996 - mmaction - INFO - Epoch [17][80/792] lr: 3.750e-03, eta: 18:10:07, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8760, loss_cls: 1.2838, loss: 1.2838, grad_norm: 4.4203, top1_acc/aux0: 0.7730, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8542, loss/aux0: 0.8542 2020-10-17 22:18:33,434 - mmaction - INFO - Epoch [17][80/792] lr: 3.750e-03, eta: 18:10:58, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8760, loss_cls: 1.2838, loss: 1.2838, grad_norm: 4.3977, top1_acc/aux0: 0.7718, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8589, loss/aux0: 0.8589 2020-10-17 22:18:52,856 - mmaction - INFO - Epoch [17][100/792] lr: 3.750e-03, eta: 18:09:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8578, loss_cls: 1.3389, loss: 1.3389, grad_norm: 4.6369, top1_acc/aux0: 0.7707, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8561, loss/aux0: 0.8561 2020-10-17 22:18:53,276 - mmaction - INFO - Epoch [17][100/792] lr: 3.750e-03, eta: 18:10:39, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8578, loss_cls: 1.3389, loss: 1.3389, grad_norm: 4.6243, top1_acc/aux0: 0.7700, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8563, loss/aux0: 0.8563 2020-10-17 22:19:12,593 - mmaction - INFO - Epoch [17][120/792] lr: 3.750e-03, eta: 18:09:28, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8677, loss_cls: 1.3011, loss: 1.3011, grad_norm: 4.4960, top1_acc/aux0: 0.7704, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8674, loss/aux0: 0.8674 2020-10-17 22:19:13,013 - mmaction - INFO - Epoch [17][120/792] lr: 3.750e-03, eta: 18:10:20, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8677, loss_cls: 1.3011, loss: 1.3011, grad_norm: 4.4963, top1_acc/aux0: 0.7722, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8607, loss/aux0: 0.8607 2020-10-17 22:19:32,389 - mmaction - INFO - Epoch [17][140/792] lr: 3.750e-03, eta: 18:09:09, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8750, loss_cls: 1.2744, loss: 1.2744, grad_norm: 4.4846, top1_acc/aux0: 0.7835, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8191, loss/aux0: 0.8191 2020-10-17 22:19:32,817 - mmaction - INFO - Epoch [17][140/792] lr: 3.750e-03, eta: 18:10:00, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8750, loss_cls: 1.2744, loss: 1.2744, grad_norm: 4.6105, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8254, loss/aux0: 0.8254 2020-10-17 22:19:52,062 - mmaction - INFO - Epoch [17][160/792] lr: 3.750e-03, eta: 18:08:50, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8661, loss_cls: 1.2789, loss: 1.2789, grad_norm: 4.3516, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8256, loss/aux0: 0.8256 2020-10-17 22:19:52,486 - mmaction - INFO - Epoch [17][160/792] lr: 3.750e-03, eta: 18:09:41, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8661, loss_cls: 1.2789, loss: 1.2789, grad_norm: 4.3417, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8323, loss/aux0: 0.8323 2020-10-17 22:20:11,745 - mmaction - INFO - Epoch [17][180/792] lr: 3.750e-03, eta: 18:08:30, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8562, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.3367, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8485, loss/aux0: 0.8485 2020-10-17 22:20:12,164 - mmaction - INFO - Epoch [17][180/792] lr: 3.750e-03, eta: 18:09:20, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8562, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.2981, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8398, loss/aux0: 0.8398 2020-10-17 22:20:31,643 - mmaction - INFO - Epoch [17][200/792] lr: 3.750e-03, eta: 18:08:11, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6844, top5_acc: 0.8755, loss_cls: 1.2287, loss: 1.2287, grad_norm: 4.3931, top1_acc/aux0: 0.7790, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8425, loss/aux0: 0.8425 2020-10-17 22:20:32,062 - mmaction - INFO - Epoch [17][200/792] lr: 3.750e-03, eta: 18:09:03, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.6844, top5_acc: 0.8755, loss_cls: 1.2287, loss: 1.2287, grad_norm: 4.5168, top1_acc/aux0: 0.7800, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8375, loss/aux0: 0.8375 2020-10-17 22:20:51,386 - mmaction - INFO - Epoch [17][220/792] lr: 3.750e-03, eta: 18:07:52, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8828, loss_cls: 1.2367, loss: 1.2367, grad_norm: 4.3705, top1_acc/aux0: 0.7817, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8079, loss/aux0: 0.8079 2020-10-17 22:20:51,864 - mmaction - INFO - Epoch [17][220/792] lr: 3.750e-03, eta: 18:08:43, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8828, loss_cls: 1.2367, loss: 1.2367, grad_norm: 4.3887, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8138, loss/aux0: 0.8138 2020-10-17 22:21:11,243 - mmaction - INFO - Epoch [17][240/792] lr: 3.750e-03, eta: 18:07:33, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8703, loss_cls: 1.2418, loss: 1.2418, grad_norm: 4.4019, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8417, loss/aux0: 0.8417 2020-10-17 22:21:11,673 - mmaction - INFO - Epoch [17][240/792] lr: 3.750e-03, eta: 18:08:23, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8703, loss_cls: 1.2418, loss: 1.2418, grad_norm: 4.3605, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8386, loss/aux0: 0.8386 2020-10-17 22:21:30,959 - mmaction - INFO - Epoch [17][260/792] lr: 3.750e-03, eta: 18:07:13, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8630, loss_cls: 1.3007, loss: 1.3007, grad_norm: 4.4253, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8565, loss/aux0: 0.8565 2020-10-17 22:21:31,390 - mmaction - INFO - Epoch [17][260/792] lr: 3.750e-03, eta: 18:08:03, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8630, loss_cls: 1.3007, loss: 1.3007, grad_norm: 4.4493, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8565, loss/aux0: 0.8565 2020-10-17 22:21:50,632 - mmaction - INFO - Epoch [17][280/792] lr: 3.750e-03, eta: 18:06:53, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8510, loss_cls: 1.4103, loss: 1.4103, grad_norm: 4.5058, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8429, loss/aux0: 0.8429 2020-10-17 22:21:51,052 - mmaction - INFO - Epoch [17][280/792] lr: 3.750e-03, eta: 18:07:43, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8510, loss_cls: 1.4103, loss: 1.4103, grad_norm: 4.4787, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8427, loss/aux0: 0.8427 2020-10-17 22:22:10,500 - mmaction - INFO - Epoch [17][300/792] lr: 3.750e-03, eta: 18:06:34, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8708, loss_cls: 1.3060, loss: 1.3060, grad_norm: 4.6325, top1_acc/aux0: 0.7775, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8364, loss/aux0: 0.8364 2020-10-17 22:22:10,945 - mmaction - INFO - Epoch [17][300/792] lr: 3.750e-03, eta: 18:07:25, time: 0.500, data_time: 0.005, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8708, loss_cls: 1.3060, loss: 1.3060, grad_norm: 4.5915, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8378, loss/aux0: 0.8378 2020-10-17 22:22:30,147 - mmaction - INFO - Epoch [17][320/792] lr: 3.750e-03, eta: 18:06:14, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8859, loss_cls: 1.2443, loss: 1.2443, grad_norm: 4.4175, top1_acc/aux0: 0.7845, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8172, loss/aux0: 0.8172 2020-10-17 22:22:30,573 - mmaction - INFO - Epoch [17][320/792] lr: 3.750e-03, eta: 18:07:04, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8859, loss_cls: 1.2443, loss: 1.2443, grad_norm: 4.4215, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8183, loss/aux0: 0.8183 2020-10-17 22:22:49,940 - mmaction - INFO - Epoch [17][340/792] lr: 3.750e-03, eta: 18:05:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8698, loss_cls: 1.3153, loss: 1.3153, grad_norm: 4.3300, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8217, loss/aux0: 0.8217 2020-10-17 22:22:50,371 - mmaction - INFO - Epoch [17][340/792] lr: 3.750e-03, eta: 18:06:45, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8698, loss_cls: 1.3153, loss: 1.3153, grad_norm: 4.3290, top1_acc/aux0: 0.7817, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.8233, loss/aux0: 0.8233 2020-10-17 22:23:09,729 - mmaction - INFO - Epoch [17][360/792] lr: 3.750e-03, eta: 18:05:35, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8828, loss_cls: 1.2675, loss: 1.2675, grad_norm: 4.5339, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8513, loss/aux0: 0.8513 2020-10-17 22:23:10,155 - mmaction - INFO - Epoch [17][360/792] lr: 3.750e-03, eta: 18:06:26, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8828, loss_cls: 1.2675, loss: 1.2675, grad_norm: 4.5644, top1_acc/aux0: 0.7787, top5_acc/aux0: 0.9223, loss_cls/aux0: 0.8500, loss/aux0: 0.8500 2020-10-17 22:23:29,514 - mmaction - INFO - Epoch [17][380/792] lr: 3.750e-03, eta: 18:05:16, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8719, loss_cls: 1.2357, loss: 1.2357, grad_norm: 4.4468, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9239, loss_cls/aux0: 0.8616, loss/aux0: 0.8616 2020-10-17 22:23:29,948 - mmaction - INFO - Epoch [17][380/792] lr: 3.750e-03, eta: 18:06:07, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8719, loss_cls: 1.2357, loss: 1.2357, grad_norm: 4.4678, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8626, loss/aux0: 0.8626 2020-10-17 22:23:49,247 - mmaction - INFO - Epoch [17][400/792] lr: 3.750e-03, eta: 18:04:57, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8714, loss_cls: 1.3087, loss: 1.3087, grad_norm: 4.3637, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8716, loss/aux0: 0.8716 2020-10-17 22:23:49,706 - mmaction - INFO - Epoch [17][400/792] lr: 3.750e-03, eta: 18:05:47, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8714, loss_cls: 1.3087, loss: 1.3087, grad_norm: 4.3525, top1_acc/aux0: 0.7728, top5_acc/aux0: 0.9223, loss_cls/aux0: 0.8718, loss/aux0: 0.8718 2020-10-17 22:24:09,251 - mmaction - INFO - Epoch [17][420/792] lr: 3.750e-03, eta: 18:04:38, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8667, loss_cls: 1.3484, loss: 1.3484, grad_norm: 4.5851, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8636, loss/aux0: 0.8636 2020-10-17 22:24:09,694 - mmaction - INFO - Epoch [17][420/792] lr: 3.750e-03, eta: 18:05:28, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8667, loss_cls: 1.3484, loss: 1.3484, grad_norm: 4.5750, top1_acc/aux0: 0.7735, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8615, loss/aux0: 0.8615 2020-10-17 22:24:29,080 - mmaction - INFO - Epoch [17][440/792] lr: 3.750e-03, eta: 18:04:19, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8724, loss_cls: 1.2782, loss: 1.2782, grad_norm: 4.4472, top1_acc/aux0: 0.7762, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8502, loss/aux0: 0.8502 2020-10-17 22:24:29,514 - mmaction - INFO - Epoch [17][440/792] lr: 3.750e-03, eta: 18:05:09, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8724, loss_cls: 1.2782, loss: 1.2782, grad_norm: 4.4886, top1_acc/aux0: 0.7765, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8529, loss/aux0: 0.8529 2020-10-17 22:24:48,851 - mmaction - INFO - Epoch [17][460/792] lr: 3.750e-03, eta: 18:04:00, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8766, loss_cls: 1.2293, loss: 1.2293, grad_norm: 4.4489, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8432, loss/aux0: 0.8432 2020-10-17 22:24:49,280 - mmaction - INFO - Epoch [17][460/792] lr: 3.750e-03, eta: 18:04:50, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8766, loss_cls: 1.2293, loss: 1.2293, grad_norm: 4.4210, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8406, loss/aux0: 0.8406 2020-10-17 22:25:08,585 - mmaction - INFO - Epoch [17][480/792] lr: 3.750e-03, eta: 18:03:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8536, loss_cls: 1.3650, loss: 1.3650, grad_norm: 4.5298, top1_acc/aux0: 0.7793, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8283, loss/aux0: 0.8283 2020-10-17 22:25:09,028 - mmaction - INFO - Epoch [17][480/792] lr: 3.750e-03, eta: 18:04:31, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8536, loss_cls: 1.3650, loss: 1.3650, grad_norm: 4.5524, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8336, loss/aux0: 0.8336 2020-10-17 22:25:28,401 - mmaction - INFO - Epoch [17][500/792] lr: 3.750e-03, eta: 18:03:22, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8745, loss_cls: 1.2801, loss: 1.2801, grad_norm: 4.4926, top1_acc/aux0: 0.7663, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8735, loss/aux0: 0.8735 2020-10-17 22:25:28,824 - mmaction - INFO - Epoch [17][500/792] lr: 3.750e-03, eta: 18:04:11, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8745, loss_cls: 1.2801, loss: 1.2801, grad_norm: 4.5090, top1_acc/aux0: 0.7662, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8747, loss/aux0: 0.8747 2020-10-17 22:25:48,245 - mmaction - INFO - Epoch [17][520/792] lr: 3.750e-03, eta: 18:03:02, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8875, loss_cls: 1.2197, loss: 1.2197, grad_norm: 4.4459, top1_acc/aux0: 0.7670, top5_acc/aux0: 0.9233, loss_cls/aux0: 0.8715, loss/aux0: 0.8715 2020-10-17 22:25:48,648 - mmaction - INFO - Epoch [17][520/792] lr: 3.750e-03, eta: 18:03:52, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8875, loss_cls: 1.2197, loss: 1.2197, grad_norm: 4.4688, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8676, loss/aux0: 0.8676 2020-10-17 22:26:07,978 - mmaction - INFO - Epoch [17][540/792] lr: 3.750e-03, eta: 18:02:43, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8729, loss_cls: 1.2781, loss: 1.2781, grad_norm: 4.3947, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8498, loss/aux0: 0.8498 2020-10-17 22:26:08,389 - mmaction - INFO - Epoch [17][540/792] lr: 3.750e-03, eta: 18:03:32, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8729, loss_cls: 1.2781, loss: 1.2781, grad_norm: 4.3798, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8473, loss/aux0: 0.8473 2020-10-17 22:26:27,757 - mmaction - INFO - Epoch [17][560/792] lr: 3.750e-03, eta: 18:02:23, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8667, loss_cls: 1.2721, loss: 1.2721, grad_norm: 4.3496, top1_acc/aux0: 0.7796, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8335, loss/aux0: 0.8335 2020-10-17 22:26:28,175 - mmaction - INFO - Epoch [17][560/792] lr: 3.750e-03, eta: 18:03:13, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8667, loss_cls: 1.2721, loss: 1.2721, grad_norm: 4.3498, top1_acc/aux0: 0.7787, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8367, loss/aux0: 0.8367 2020-10-17 22:26:47,464 - mmaction - INFO - Epoch [17][580/792] lr: 3.750e-03, eta: 18:02:04, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8672, loss_cls: 1.2729, loss: 1.2729, grad_norm: 4.3177, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8471, loss/aux0: 0.8471 2020-10-17 22:26:47,966 - mmaction - INFO - Epoch [17][580/792] lr: 3.750e-03, eta: 18:02:53, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8672, loss_cls: 1.2729, loss: 1.2729, grad_norm: 4.2830, top1_acc/aux0: 0.7752, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8415, loss/aux0: 0.8415 2020-10-17 22:27:07,206 - mmaction - INFO - Epoch [17][600/792] lr: 3.750e-03, eta: 18:01:44, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8729, loss_cls: 1.2847, loss: 1.2847, grad_norm: 4.3801, top1_acc/aux0: 0.7824, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8204, loss/aux0: 0.8204 2020-10-17 22:27:07,695 - mmaction - INFO - Epoch [17][600/792] lr: 3.750e-03, eta: 18:02:34, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8729, loss_cls: 1.2847, loss: 1.2847, grad_norm: 4.3862, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8265, loss/aux0: 0.8265 2020-10-17 22:27:26,997 - mmaction - INFO - Epoch [17][620/792] lr: 3.750e-03, eta: 18:01:25, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8760, loss_cls: 1.3011, loss: 1.3011, grad_norm: 4.3618, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8512, loss/aux0: 0.8512 2020-10-17 22:27:27,428 - mmaction - INFO - Epoch [17][620/792] lr: 3.750e-03, eta: 18:02:14, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8760, loss_cls: 1.3011, loss: 1.3011, grad_norm: 4.3969, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8543, loss/aux0: 0.8543 2020-10-17 22:27:46,785 - mmaction - INFO - Epoch [17][640/792] lr: 3.750e-03, eta: 18:01:05, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8729, loss_cls: 1.2903, loss: 1.2903, grad_norm: 4.5619, top1_acc/aux0: 0.7778, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8459, loss/aux0: 0.8459 2020-10-17 22:27:47,233 - mmaction - INFO - Epoch [17][640/792] lr: 3.750e-03, eta: 18:01:54, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8729, loss_cls: 1.2903, loss: 1.2903, grad_norm: 4.6129, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8400, loss/aux0: 0.8400 2020-10-17 22:28:06,683 - mmaction - INFO - Epoch [17][660/792] lr: 3.750e-03, eta: 18:00:46, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8734, loss_cls: 1.2882, loss: 1.2882, grad_norm: 4.4190, top1_acc/aux0: 0.7762, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8429, loss/aux0: 0.8429 2020-10-17 22:28:07,115 - mmaction - INFO - Epoch [17][660/792] lr: 3.750e-03, eta: 18:01:35, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8734, loss_cls: 1.2882, loss: 1.2882, grad_norm: 4.4345, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8480, loss/aux0: 0.8480 2020-10-17 22:28:26,356 - mmaction - INFO - Epoch [17][680/792] lr: 3.750e-03, eta: 18:00:27, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8599, loss_cls: 1.3247, loss: 1.3247, grad_norm: 4.5564, top1_acc/aux0: 0.7749, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8500, loss/aux0: 0.8500 2020-10-17 22:28:26,780 - mmaction - INFO - Epoch [17][680/792] lr: 3.750e-03, eta: 18:01:16, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8599, loss_cls: 1.3247, loss: 1.3247, grad_norm: 4.5348, top1_acc/aux0: 0.7748, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8469, loss/aux0: 0.8469 2020-10-17 22:28:46,177 - mmaction - INFO - Epoch [17][700/792] lr: 3.750e-03, eta: 18:00:08, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8677, loss_cls: 1.3133, loss: 1.3133, grad_norm: 4.3338, top1_acc/aux0: 0.7717, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8602, loss/aux0: 0.8602 2020-10-17 22:28:46,603 - mmaction - INFO - Epoch [17][700/792] lr: 3.750e-03, eta: 18:00:56, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8677, loss_cls: 1.3133, loss: 1.3133, grad_norm: 4.3204, top1_acc/aux0: 0.7730, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8597, loss/aux0: 0.8597 2020-10-17 22:29:06,035 - mmaction - INFO - Epoch [17][720/792] lr: 3.750e-03, eta: 17:59:48, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8677, loss_cls: 1.2905, loss: 1.2905, grad_norm: 4.5322, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8466, loss/aux0: 0.8466 2020-10-17 22:29:06,474 - mmaction - INFO - Epoch [17][720/792] lr: 3.750e-03, eta: 18:00:37, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8677, loss_cls: 1.2905, loss: 1.2905, grad_norm: 4.4780, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8431, loss/aux0: 0.8431 2020-10-17 22:29:25,734 - mmaction - INFO - Epoch [17][740/792] lr: 3.750e-03, eta: 17:59:28, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8745, loss_cls: 1.3026, loss: 1.3026, grad_norm: 4.3968, top1_acc/aux0: 0.7722, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8663, loss/aux0: 0.8663 2020-10-17 22:29:26,150 - mmaction - INFO - Epoch [17][740/792] lr: 3.750e-03, eta: 18:00:16, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8745, loss_cls: 1.3026, loss: 1.3026, grad_norm: 4.3910, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8708, loss/aux0: 0.8708 2020-10-17 22:29:45,415 - mmaction - INFO - Epoch [17][760/792] lr: 3.750e-03, eta: 17:59:08, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8724, loss_cls: 1.3319, loss: 1.3319, grad_norm: 4.3882, top1_acc/aux0: 0.7702, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8549, loss/aux0: 0.8549 2020-10-17 22:29:45,849 - mmaction - INFO - Epoch [17][760/792] lr: 3.750e-03, eta: 17:59:57, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8724, loss_cls: 1.3319, loss: 1.3319, grad_norm: 4.3641, top1_acc/aux0: 0.7710, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8533, loss/aux0: 0.8533 2020-10-17 22:30:05,185 - mmaction - INFO - Epoch [17][780/792] lr: 3.750e-03, eta: 17:58:49, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8807, loss_cls: 1.2614, loss: 1.2614, grad_norm: 4.4282, top1_acc/aux0: 0.7752, top5_acc/aux0: 0.9202, loss_cls/aux0: 0.8626, loss/aux0: 0.8626 2020-10-17 22:30:05,595 - mmaction - INFO - Epoch [17][780/792] lr: 3.750e-03, eta: 17:59:38, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8807, loss_cls: 1.2614, loss: 1.2614, grad_norm: 4.4255, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8621, loss/aux0: 0.8621 2020-10-17 22:30:19,078 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-10-17 22:33:20,661 - mmaction - INFO - Epoch [18][20/792] lr: 3.750e-03, eta: 17:57:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8740, loss_cls: 1.2738, loss: 1.2738, grad_norm: 4.4102, top1_acc/aux0: 0.7785, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8313, loss/aux0: 0.8313 2020-10-17 22:33:21,095 - mmaction - INFO - Epoch [18][20/792] lr: 3.750e-03, eta: 17:58:09, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8740, loss_cls: 1.2738, loss: 1.2738, grad_norm: 4.4256, top1_acc/aux0: 0.7790, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8292, loss/aux0: 0.8292 2020-10-17 22:33:40,344 - mmaction - INFO - Epoch [18][40/792] lr: 3.750e-03, eta: 17:57:02, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8875, loss_cls: 1.1863, loss: 1.1863, grad_norm: 4.5107, top1_acc/aux0: 0.7736, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8687, loss/aux0: 0.8687 2020-10-17 22:33:40,784 - mmaction - INFO - Epoch [18][40/792] lr: 3.750e-03, eta: 17:57:50, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8875, loss_cls: 1.1863, loss: 1.1863, grad_norm: 4.4950, top1_acc/aux0: 0.7726, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8709, loss/aux0: 0.8709 2020-10-17 22:34:00,072 - mmaction - INFO - Epoch [18][60/792] lr: 3.750e-03, eta: 17:56:42, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8818, loss_cls: 1.2132, loss: 1.2132, grad_norm: 4.4237, top1_acc/aux0: 0.7744, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8427, loss/aux0: 0.8427 2020-10-17 22:34:00,502 - mmaction - INFO - Epoch [18][60/792] lr: 3.750e-03, eta: 17:57:30, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8818, loss_cls: 1.2132, loss: 1.2132, grad_norm: 4.4591, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8418, loss/aux0: 0.8418 2020-10-17 22:34:19,864 - mmaction - INFO - Epoch [18][80/792] lr: 3.750e-03, eta: 17:56:23, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8792, loss_cls: 1.2591, loss: 1.2591, grad_norm: 4.4580, top1_acc/aux0: 0.7702, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8831, loss/aux0: 0.8831 2020-10-17 22:34:20,285 - mmaction - INFO - Epoch [18][80/792] lr: 3.750e-03, eta: 17:57:11, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8792, loss_cls: 1.2591, loss: 1.2591, grad_norm: 4.4451, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8884, loss/aux0: 0.8884 2020-10-17 22:34:39,596 - mmaction - INFO - Epoch [18][100/792] lr: 3.750e-03, eta: 17:56:03, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8844, loss_cls: 1.2011, loss: 1.2011, grad_norm: 4.4470, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8478, loss/aux0: 0.8478 2020-10-17 22:34:40,024 - mmaction - INFO - Epoch [18][100/792] lr: 3.750e-03, eta: 17:56:51, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8844, loss_cls: 1.2011, loss: 1.2011, grad_norm: 4.4550, top1_acc/aux0: 0.7772, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8414, loss/aux0: 0.8414 2020-10-17 22:34:59,352 - mmaction - INFO - Epoch [18][120/792] lr: 3.750e-03, eta: 17:55:43, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8786, loss_cls: 1.2617, loss: 1.2617, grad_norm: 4.4576, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8265, loss/aux0: 0.8265 2020-10-17 22:34:59,767 - mmaction - INFO - Epoch [18][120/792] lr: 3.750e-03, eta: 17:56:31, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8786, loss_cls: 1.2617, loss: 1.2617, grad_norm: 4.4408, top1_acc/aux0: 0.7770, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.8332, loss/aux0: 0.8332 2020-10-17 22:35:19,085 - mmaction - INFO - Epoch [18][140/792] lr: 3.750e-03, eta: 17:55:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8823, loss_cls: 1.2267, loss: 1.2267, grad_norm: 4.3756, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8351, loss/aux0: 0.8351 2020-10-17 22:35:19,503 - mmaction - INFO - Epoch [18][140/792] lr: 3.750e-03, eta: 17:56:12, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8823, loss_cls: 1.2267, loss: 1.2267, grad_norm: 4.3984, top1_acc/aux0: 0.7834, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8274, loss/aux0: 0.8274 2020-10-17 22:35:38,922 - mmaction - INFO - Epoch [18][160/792] lr: 3.750e-03, eta: 17:55:06, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8745, loss_cls: 1.2738, loss: 1.2738, grad_norm: 4.4461, top1_acc/aux0: 0.7791, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8366, loss/aux0: 0.8366 2020-10-17 22:35:39,373 - mmaction - INFO - Epoch [18][160/792] lr: 3.750e-03, eta: 17:55:54, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8745, loss_cls: 1.2738, loss: 1.2738, grad_norm: 4.4285, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8303, loss/aux0: 0.8303 2020-10-17 22:35:58,805 - mmaction - INFO - Epoch [18][180/792] lr: 3.750e-03, eta: 17:54:47, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8927, loss_cls: 1.1867, loss: 1.1867, grad_norm: 4.3187, top1_acc/aux0: 0.7772, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.8227, loss/aux0: 0.8227 2020-10-17 22:35:59,218 - mmaction - INFO - Epoch [18][180/792] lr: 3.750e-03, eta: 17:55:35, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8927, loss_cls: 1.1867, loss: 1.1867, grad_norm: 4.3362, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8360, loss/aux0: 0.8360 2020-10-17 22:36:18,476 - mmaction - INFO - Epoch [18][200/792] lr: 3.750e-03, eta: 17:54:28, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8776, loss_cls: 1.2756, loss: 1.2756, grad_norm: 4.4630, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8452, loss/aux0: 0.8452 2020-10-17 22:36:18,903 - mmaction - INFO - Epoch [18][200/792] lr: 3.750e-03, eta: 17:55:16, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8776, loss_cls: 1.2756, loss: 1.2756, grad_norm: 4.4662, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8419, loss/aux0: 0.8419 2020-10-17 22:36:38,519 - mmaction - INFO - Epoch [18][220/792] lr: 3.750e-03, eta: 17:54:10, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8703, loss_cls: 1.2972, loss: 1.2972, grad_norm: 4.4449, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8253, loss/aux0: 0.8253 2020-10-17 22:36:38,936 - mmaction - INFO - Epoch [18][220/792] lr: 3.750e-03, eta: 17:54:59, time: 0.506, data_time: 0.002, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8703, loss_cls: 1.2972, loss: 1.2972, grad_norm: 4.4334, top1_acc/aux0: 0.7798, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8267, loss/aux0: 0.8267 2020-10-17 22:36:58,128 - mmaction - INFO - Epoch [18][240/792] lr: 3.750e-03, eta: 17:53:51, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8703, loss_cls: 1.2583, loss: 1.2583, grad_norm: 4.4090, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9244, loss_cls/aux0: 0.8453, loss/aux0: 0.8453 2020-10-17 22:36:58,540 - mmaction - INFO - Epoch [18][240/792] lr: 3.750e-03, eta: 17:54:38, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8703, loss_cls: 1.2583, loss: 1.2583, grad_norm: 4.3804, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8438, loss/aux0: 0.8438 2020-10-17 22:37:17,900 - mmaction - INFO - Epoch [18][260/792] lr: 3.750e-03, eta: 17:53:32, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8708, loss_cls: 1.2647, loss: 1.2647, grad_norm: 4.4116, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8205, loss/aux0: 0.8205 2020-10-17 22:37:18,329 - mmaction - INFO - Epoch [18][260/792] lr: 3.750e-03, eta: 17:54:19, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8708, loss_cls: 1.2647, loss: 1.2647, grad_norm: 4.4519, top1_acc/aux0: 0.7817, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8246, loss/aux0: 0.8246 2020-10-17 22:37:37,596 - mmaction - INFO - Epoch [18][280/792] lr: 3.750e-03, eta: 17:53:12, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8839, loss_cls: 1.2365, loss: 1.2365, grad_norm: 4.3856, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8403, loss/aux0: 0.8403 2020-10-17 22:37:38,010 - mmaction - INFO - Epoch [18][280/792] lr: 3.750e-03, eta: 17:53:59, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8839, loss_cls: 1.2365, loss: 1.2365, grad_norm: 4.4085, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8338, loss/aux0: 0.8338 2020-10-17 22:37:57,348 - mmaction - INFO - Epoch [18][300/792] lr: 3.750e-03, eta: 17:52:53, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8786, loss_cls: 1.2583, loss: 1.2583, grad_norm: 4.5655, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8705, loss/aux0: 0.8705 2020-10-17 22:37:57,801 - mmaction - INFO - Epoch [18][300/792] lr: 3.750e-03, eta: 17:53:40, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8786, loss_cls: 1.2583, loss: 1.2583, grad_norm: 4.5343, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8695, loss/aux0: 0.8695 2020-10-17 22:38:17,107 - mmaction - INFO - Epoch [18][320/792] lr: 3.750e-03, eta: 17:52:34, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8776, loss_cls: 1.2548, loss: 1.2548, grad_norm: 4.3984, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8344, loss/aux0: 0.8344 2020-10-17 22:38:17,543 - mmaction - INFO - Epoch [18][320/792] lr: 3.750e-03, eta: 17:53:21, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8776, loss_cls: 1.2548, loss: 1.2548, grad_norm: 4.4310, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8395, loss/aux0: 0.8395 2020-10-17 22:38:36,814 - mmaction - INFO - Epoch [18][340/792] lr: 3.750e-03, eta: 17:52:14, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8823, loss_cls: 1.2540, loss: 1.2540, grad_norm: 4.4704, top1_acc/aux0: 0.7803, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8372, loss/aux0: 0.8372 2020-10-17 22:38:37,237 - mmaction - INFO - Epoch [18][340/792] lr: 3.750e-03, eta: 17:53:01, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8823, loss_cls: 1.2540, loss: 1.2540, grad_norm: 4.4294, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8294, loss/aux0: 0.8294 2020-10-17 22:38:56,518 - mmaction - INFO - Epoch [18][360/792] lr: 3.750e-03, eta: 17:51:54, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8734, loss_cls: 1.2191, loss: 1.2191, grad_norm: 4.4363, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8655, loss/aux0: 0.8655 2020-10-17 22:38:56,934 - mmaction - INFO - Epoch [18][360/792] lr: 3.750e-03, eta: 17:52:41, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8734, loss_cls: 1.2191, loss: 1.2191, grad_norm: 4.8563, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8798, loss/aux0: 0.8798 2020-10-17 22:39:16,437 - mmaction - INFO - Epoch [18][380/792] lr: 3.750e-03, eta: 17:51:35, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8708, loss_cls: 1.3215, loss: 1.3215, grad_norm: 4.4742, top1_acc/aux0: 0.7730, top5_acc/aux0: 0.9220, loss_cls/aux0: 0.8595, loss/aux0: 0.8595 2020-10-17 22:39:16,845 - mmaction - INFO - Epoch [18][380/792] lr: 3.750e-03, eta: 17:52:22, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8708, loss_cls: 1.3215, loss: 1.3215, grad_norm: 4.4485, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8451, loss/aux0: 0.8451 2020-10-17 22:39:36,285 - mmaction - INFO - Epoch [18][400/792] lr: 3.750e-03, eta: 17:51:17, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8802, loss_cls: 1.2799, loss: 1.2799, grad_norm: 4.4996, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8336, loss/aux0: 0.8336 2020-10-17 22:39:36,723 - mmaction - INFO - Epoch [18][400/792] lr: 3.750e-03, eta: 17:52:03, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8802, loss_cls: 1.2799, loss: 1.2799, grad_norm: 4.5140, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8435, loss/aux0: 0.8435 2020-10-17 22:39:56,165 - mmaction - INFO - Epoch [18][420/792] lr: 3.750e-03, eta: 17:50:57, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8729, loss_cls: 1.3028, loss: 1.3028, grad_norm: 4.5134, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8664, loss/aux0: 0.8664 2020-10-17 22:39:56,589 - mmaction - INFO - Epoch [18][420/792] lr: 3.750e-03, eta: 17:51:44, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8729, loss_cls: 1.3028, loss: 1.3028, grad_norm: 4.4922, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8606, loss/aux0: 0.8606 2020-10-17 22:40:15,874 - mmaction - INFO - Epoch [18][440/792] lr: 3.750e-03, eta: 17:50:38, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2845, loss: 1.2845, grad_norm: 4.5245, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8342, loss/aux0: 0.8342 2020-10-17 22:40:16,320 - mmaction - INFO - Epoch [18][440/792] lr: 3.750e-03, eta: 17:51:24, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2845, loss: 1.2845, grad_norm: 4.5385, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8416, loss/aux0: 0.8416 2020-10-17 22:40:35,610 - mmaction - INFO - Epoch [18][460/792] lr: 3.750e-03, eta: 17:50:18, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8792, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.3483, top1_acc/aux0: 0.7710, top5_acc/aux0: 0.9261, loss_cls/aux0: 0.8573, loss/aux0: 0.8573 2020-10-17 22:40:36,020 - mmaction - INFO - Epoch [18][460/792] lr: 3.750e-03, eta: 17:51:05, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8792, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.3775, top1_acc/aux0: 0.7731, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8494, loss/aux0: 0.8494 2020-10-17 22:40:55,589 - mmaction - INFO - Epoch [18][480/792] lr: 3.750e-03, eta: 17:50:00, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8786, loss_cls: 1.2307, loss: 1.2307, grad_norm: 4.6293, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8425, loss/aux0: 0.8425 2020-10-17 22:40:56,005 - mmaction - INFO - Epoch [18][480/792] lr: 3.750e-03, eta: 17:50:48, time: 0.507, data_time: 0.002, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8786, loss_cls: 1.2307, loss: 1.2307, grad_norm: 4.5773, top1_acc/aux0: 0.7762, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8390, loss/aux0: 0.8390 2020-10-17 22:41:15,383 - mmaction - INFO - Epoch [18][500/792] lr: 3.750e-03, eta: 17:49:42, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8594, loss_cls: 1.3439, loss: 1.3439, grad_norm: 4.5289, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8171, loss/aux0: 0.8171 2020-10-17 22:41:15,792 - mmaction - INFO - Epoch [18][500/792] lr: 3.750e-03, eta: 17:50:28, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8594, loss_cls: 1.3439, loss: 1.3439, grad_norm: 4.5465, top1_acc/aux0: 0.7798, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8292, loss/aux0: 0.8292 2020-10-17 22:41:35,261 - mmaction - INFO - Epoch [18][520/792] lr: 3.750e-03, eta: 17:49:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8719, loss_cls: 1.3141, loss: 1.3141, grad_norm: 4.4668, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8562, loss/aux0: 0.8562 2020-10-17 22:41:35,684 - mmaction - INFO - Epoch [18][520/792] lr: 3.750e-03, eta: 17:50:09, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8719, loss_cls: 1.3141, loss: 1.3141, grad_norm: 4.4756, top1_acc/aux0: 0.7728, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8459, loss/aux0: 0.8459 2020-10-17 22:41:55,033 - mmaction - INFO - Epoch [18][540/792] lr: 3.750e-03, eta: 17:49:04, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8599, loss_cls: 1.3373, loss: 1.3373, grad_norm: 4.4424, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8395, loss/aux0: 0.8395 2020-10-17 22:41:55,450 - mmaction - INFO - Epoch [18][540/792] lr: 3.750e-03, eta: 17:49:50, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8599, loss_cls: 1.3373, loss: 1.3373, grad_norm: 4.4868, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9261, loss_cls/aux0: 0.8446, loss/aux0: 0.8446 2020-10-17 22:42:14,689 - mmaction - INFO - Epoch [18][560/792] lr: 3.750e-03, eta: 17:48:45, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8677, loss_cls: 1.2831, loss: 1.2831, grad_norm: 4.3978, top1_acc/aux0: 0.7765, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8470, loss/aux0: 0.8470 2020-10-17 22:42:15,104 - mmaction - INFO - Epoch [18][560/792] lr: 3.750e-03, eta: 17:49:31, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8677, loss_cls: 1.2831, loss: 1.2831, grad_norm: 4.4070, top1_acc/aux0: 0.7754, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8471, loss/aux0: 0.8471 2020-10-17 22:42:34,351 - mmaction - INFO - Epoch [18][580/792] lr: 3.750e-03, eta: 17:48:25, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8755, loss_cls: 1.2669, loss: 1.2669, grad_norm: 4.3996, top1_acc/aux0: 0.7803, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8305, loss/aux0: 0.8305 2020-10-17 22:42:34,764 - mmaction - INFO - Epoch [18][580/792] lr: 3.750e-03, eta: 17:49:11, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8755, loss_cls: 1.2669, loss: 1.2669, grad_norm: 4.4214, top1_acc/aux0: 0.7804, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.8288, loss/aux0: 0.8288 2020-10-17 22:42:53,936 - mmaction - INFO - Epoch [18][600/792] lr: 3.750e-03, eta: 17:48:05, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.3839, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8301, loss/aux0: 0.8301 2020-10-17 22:42:54,354 - mmaction - INFO - Epoch [18][600/792] lr: 3.750e-03, eta: 17:48:51, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.3928, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8343, loss/aux0: 0.8343 2020-10-17 22:43:13,743 - mmaction - INFO - Epoch [18][620/792] lr: 3.750e-03, eta: 17:47:46, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8651, loss_cls: 1.2843, loss: 1.2843, grad_norm: 4.4971, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8506, loss/aux0: 0.8506 2020-10-17 22:43:14,199 - mmaction - INFO - Epoch [18][620/792] lr: 3.750e-03, eta: 17:48:32, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8651, loss_cls: 1.2843, loss: 1.2843, grad_norm: 4.4913, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8433, loss/aux0: 0.8433 2020-10-17 22:43:33,617 - mmaction - INFO - Epoch [18][640/792] lr: 3.750e-03, eta: 17:47:27, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8745, loss_cls: 1.2850, loss: 1.2850, grad_norm: 4.3949, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8454, loss/aux0: 0.8454 2020-10-17 22:43:34,073 - mmaction - INFO - Epoch [18][640/792] lr: 3.750e-03, eta: 17:48:13, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8745, loss_cls: 1.2850, loss: 1.2850, grad_norm: 4.3706, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8447, loss/aux0: 0.8447 2020-10-17 22:43:53,437 - mmaction - INFO - Epoch [18][660/792] lr: 3.750e-03, eta: 17:47:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8880, loss_cls: 1.1735, loss: 1.1735, grad_norm: 4.3329, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.8015, loss/aux0: 0.8015 2020-10-17 22:43:53,879 - mmaction - INFO - Epoch [18][660/792] lr: 3.750e-03, eta: 17:47:54, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8880, loss_cls: 1.1735, loss: 1.1735, grad_norm: 4.3319, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.8097, loss/aux0: 0.8097 2020-10-17 22:44:13,149 - mmaction - INFO - Epoch [18][680/792] lr: 3.750e-03, eta: 17:46:49, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8687, loss_cls: 1.2976, loss: 1.2976, grad_norm: 4.3903, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8379, loss/aux0: 0.8379 2020-10-17 22:44:13,565 - mmaction - INFO - Epoch [18][680/792] lr: 3.750e-03, eta: 17:47:34, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8687, loss_cls: 1.2976, loss: 1.2976, grad_norm: 4.4071, top1_acc/aux0: 0.7793, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8335, loss/aux0: 0.8335 2020-10-17 22:44:33,097 - mmaction - INFO - Epoch [18][700/792] lr: 3.750e-03, eta: 17:46:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8833, loss_cls: 1.2779, loss: 1.2779, grad_norm: 4.4191, top1_acc/aux0: 0.7744, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8429, loss/aux0: 0.8429 2020-10-17 22:44:33,527 - mmaction - INFO - Epoch [18][700/792] lr: 3.750e-03, eta: 17:47:15, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8833, loss_cls: 1.2779, loss: 1.2779, grad_norm: 4.4627, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8459, loss/aux0: 0.8459 2020-10-17 22:44:52,801 - mmaction - INFO - Epoch [18][720/792] lr: 3.750e-03, eta: 17:46:11, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8818, loss_cls: 1.2319, loss: 1.2319, grad_norm: 4.3859, top1_acc/aux0: 0.7796, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8488, loss/aux0: 0.8488 2020-10-17 22:44:53,244 - mmaction - INFO - Epoch [18][720/792] lr: 3.750e-03, eta: 17:46:56, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8818, loss_cls: 1.2319, loss: 1.2319, grad_norm: 4.4083, top1_acc/aux0: 0.7778, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8530, loss/aux0: 0.8530 2020-10-17 22:45:12,679 - mmaction - INFO - Epoch [18][740/792] lr: 3.750e-03, eta: 17:45:52, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8786, loss_cls: 1.2355, loss: 1.2355, grad_norm: 4.4358, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8332, loss/aux0: 0.8332 2020-10-17 22:45:13,089 - mmaction - INFO - Epoch [18][740/792] lr: 3.750e-03, eta: 17:46:38, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8786, loss_cls: 1.2355, loss: 1.2355, grad_norm: 4.4324, top1_acc/aux0: 0.7782, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8253, loss/aux0: 0.8253 2020-10-17 22:45:32,517 - mmaction - INFO - Epoch [18][760/792] lr: 3.750e-03, eta: 17:45:33, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8745, loss_cls: 1.3084, loss: 1.3084, grad_norm: 4.3876, top1_acc/aux0: 0.7874, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-17 22:45:32,939 - mmaction - INFO - Epoch [18][760/792] lr: 3.750e-03, eta: 17:46:19, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8745, loss_cls: 1.3084, loss: 1.3084, grad_norm: 4.4006, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7979, loss/aux0: 0.7979 2020-10-17 22:45:52,351 - mmaction - INFO - Epoch [18][780/792] lr: 3.750e-03, eta: 17:45:14, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8667, loss_cls: 1.2826, loss: 1.2826, grad_norm: 4.5298, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8053, loss/aux0: 0.8053 2020-10-17 22:45:52,772 - mmaction - INFO - Epoch [18][780/792] lr: 3.750e-03, eta: 17:46:00, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8667, loss_cls: 1.2826, loss: 1.2826, grad_norm: 4.5051, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-17 22:46:08,907 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-10-17 22:49:22,531 - mmaction - INFO - Epoch [19][20/792] lr: 3.750e-03, eta: 17:43:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8797, loss_cls: 1.2473, loss: 1.2473, grad_norm: 4.4101, top1_acc/aux0: 0.7819, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8348, loss/aux0: 0.8348 2020-10-17 22:49:22,949 - mmaction - INFO - Epoch [19][20/792] lr: 3.750e-03, eta: 17:44:36, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8797, loss_cls: 1.2473, loss: 1.2473, grad_norm: 4.4212, top1_acc/aux0: 0.7817, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8349, loss/aux0: 0.8349 2020-10-17 22:49:42,252 - mmaction - INFO - Epoch [19][40/792] lr: 3.750e-03, eta: 17:43:31, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8802, loss_cls: 1.2318, loss: 1.2318, grad_norm: 4.3543, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8354, loss/aux0: 0.8354 2020-10-17 22:49:42,659 - mmaction - INFO - Epoch [19][40/792] lr: 3.750e-03, eta: 17:44:16, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8802, loss_cls: 1.2318, loss: 1.2318, grad_norm: 4.3823, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8392, loss/aux0: 0.8392 2020-10-17 22:50:01,892 - mmaction - INFO - Epoch [19][60/792] lr: 3.750e-03, eta: 17:43:11, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8708, loss_cls: 1.2681, loss: 1.2681, grad_norm: 4.2835, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.8142, loss/aux0: 0.8142 2020-10-17 22:50:02,362 - mmaction - INFO - Epoch [19][60/792] lr: 3.750e-03, eta: 17:43:56, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8708, loss_cls: 1.2681, loss: 1.2681, grad_norm: 4.4415, top1_acc/aux0: 0.7874, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8160, loss/aux0: 0.8160 2020-10-17 22:50:21,648 - mmaction - INFO - Epoch [19][80/792] lr: 3.750e-03, eta: 17:42:52, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8719, loss_cls: 1.2917, loss: 1.2917, grad_norm: 4.4188, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8429, loss/aux0: 0.8429 2020-10-17 22:50:22,137 - mmaction - INFO - Epoch [19][80/792] lr: 3.750e-03, eta: 17:43:37, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8719, loss_cls: 1.2917, loss: 1.2917, grad_norm: 4.4567, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8400, loss/aux0: 0.8400 2020-10-17 22:50:41,327 - mmaction - INFO - Epoch [19][100/792] lr: 3.750e-03, eta: 17:42:33, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8714, loss_cls: 1.2834, loss: 1.2834, grad_norm: 4.3702, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8627, loss/aux0: 0.8627 2020-10-17 22:50:41,737 - mmaction - INFO - Epoch [19][100/792] lr: 3.750e-03, eta: 17:43:17, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8714, loss_cls: 1.2834, loss: 1.2834, grad_norm: 4.3641, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9218, loss_cls/aux0: 0.8551, loss/aux0: 0.8551 2020-10-17 22:51:01,005 - mmaction - INFO - Epoch [19][120/792] lr: 3.750e-03, eta: 17:42:13, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8865, loss_cls: 1.2029, loss: 1.2029, grad_norm: 4.4005, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8451, loss/aux0: 0.8451 2020-10-17 22:51:01,416 - mmaction - INFO - Epoch [19][120/792] lr: 3.750e-03, eta: 17:42:57, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8865, loss_cls: 1.2029, loss: 1.2029, grad_norm: 4.3838, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8482, loss/aux0: 0.8482 2020-10-17 22:51:20,885 - mmaction - INFO - Epoch [19][140/792] lr: 3.750e-03, eta: 17:41:54, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8984, loss_cls: 1.1651, loss: 1.1651, grad_norm: 4.3883, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8482, loss/aux0: 0.8482 2020-10-17 22:51:21,324 - mmaction - INFO - Epoch [19][140/792] lr: 3.750e-03, eta: 17:42:39, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8984, loss_cls: 1.1651, loss: 1.1651, grad_norm: 4.3791, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8482, loss/aux0: 0.8482 2020-10-17 22:51:40,620 - mmaction - INFO - Epoch [19][160/792] lr: 3.750e-03, eta: 17:41:35, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8734, loss_cls: 1.2667, loss: 1.2667, grad_norm: 4.4239, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9248, loss_cls/aux0: 0.8469, loss/aux0: 0.8469 2020-10-17 22:51:41,038 - mmaction - INFO - Epoch [19][160/792] lr: 3.750e-03, eta: 17:42:19, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8734, loss_cls: 1.2667, loss: 1.2667, grad_norm: 4.4221, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8462, loss/aux0: 0.8462 2020-10-17 22:52:00,326 - mmaction - INFO - Epoch [19][180/792] lr: 3.750e-03, eta: 17:41:15, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8812, loss_cls: 1.2664, loss: 1.2664, grad_norm: 4.4128, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9225, loss_cls/aux0: 0.8558, loss/aux0: 0.8558 2020-10-17 22:52:00,749 - mmaction - INFO - Epoch [19][180/792] lr: 3.750e-03, eta: 17:41:59, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8812, loss_cls: 1.2664, loss: 1.2664, grad_norm: 4.4101, top1_acc/aux0: 0.7738, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8585, loss/aux0: 0.8585 2020-10-17 22:52:20,172 - mmaction - INFO - Epoch [19][200/792] lr: 3.750e-03, eta: 17:40:56, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8885, loss_cls: 1.1902, loss: 1.1902, grad_norm: 4.4518, top1_acc/aux0: 0.7761, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8443, loss/aux0: 0.8443 2020-10-17 22:52:20,608 - mmaction - INFO - Epoch [19][200/792] lr: 3.750e-03, eta: 17:41:41, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8885, loss_cls: 1.1902, loss: 1.1902, grad_norm: 4.4618, top1_acc/aux0: 0.7770, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8407, loss/aux0: 0.8407 2020-10-17 22:52:39,926 - mmaction - INFO - Epoch [19][220/792] lr: 3.750e-03, eta: 17:40:37, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8755, loss_cls: 1.2700, loss: 1.2700, grad_norm: 4.4529, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8265, loss/aux0: 0.8265 2020-10-17 22:52:40,374 - mmaction - INFO - Epoch [19][220/792] lr: 3.750e-03, eta: 17:41:21, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8755, loss_cls: 1.2700, loss: 1.2700, grad_norm: 4.3806, top1_acc/aux0: 0.7838, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8261, loss/aux0: 0.8261 2020-10-17 22:52:59,745 - mmaction - INFO - Epoch [19][240/792] lr: 3.750e-03, eta: 17:40:18, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8667, loss_cls: 1.2836, loss: 1.2836, grad_norm: 4.3414, top1_acc/aux0: 0.7817, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8122, loss/aux0: 0.8122 2020-10-17 22:53:00,175 - mmaction - INFO - Epoch [19][240/792] lr: 3.750e-03, eta: 17:41:02, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8667, loss_cls: 1.2836, loss: 1.2836, grad_norm: 4.3706, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8190, loss/aux0: 0.8190 2020-10-17 22:53:19,593 - mmaction - INFO - Epoch [19][260/792] lr: 3.750e-03, eta: 17:39:59, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8839, loss_cls: 1.1774, loss: 1.1774, grad_norm: 4.2914, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9244, loss_cls/aux0: 0.8460, loss/aux0: 0.8460 2020-10-17 22:53:20,014 - mmaction - INFO - Epoch [19][260/792] lr: 3.750e-03, eta: 17:40:44, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8839, loss_cls: 1.1774, loss: 1.1774, grad_norm: 4.2836, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8466, loss/aux0: 0.8466 2020-10-17 22:53:39,552 - mmaction - INFO - Epoch [19][280/792] lr: 3.750e-03, eta: 17:39:41, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8833, loss_cls: 1.2017, loss: 1.2017, grad_norm: 4.4019, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8274, loss/aux0: 0.8274 2020-10-17 22:53:39,974 - mmaction - INFO - Epoch [19][280/792] lr: 3.750e-03, eta: 17:40:25, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8833, loss_cls: 1.2017, loss: 1.2017, grad_norm: 4.3943, top1_acc/aux0: 0.7816, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8225, loss/aux0: 0.8225 2020-10-17 22:53:59,251 - mmaction - INFO - Epoch [19][300/792] lr: 3.750e-03, eta: 17:39:22, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8849, loss_cls: 1.1973, loss: 1.1973, grad_norm: 4.3452, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8261, loss/aux0: 0.8261 2020-10-17 22:53:59,663 - mmaction - INFO - Epoch [19][300/792] lr: 3.750e-03, eta: 17:40:06, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8849, loss_cls: 1.1973, loss: 1.1973, grad_norm: 4.3765, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8296, loss/aux0: 0.8296 2020-10-17 22:54:18,915 - mmaction - INFO - Epoch [19][320/792] lr: 3.750e-03, eta: 17:39:03, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8734, loss_cls: 1.2681, loss: 1.2681, grad_norm: 4.4893, top1_acc/aux0: 0.7778, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8391, loss/aux0: 0.8391 2020-10-17 22:54:19,344 - mmaction - INFO - Epoch [19][320/792] lr: 3.750e-03, eta: 17:39:47, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8734, loss_cls: 1.2681, loss: 1.2681, grad_norm: 4.4892, top1_acc/aux0: 0.7790, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8403, loss/aux0: 0.8403 2020-10-17 22:54:38,761 - mmaction - INFO - Epoch [19][340/792] lr: 3.750e-03, eta: 17:38:44, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8802, loss_cls: 1.2541, loss: 1.2541, grad_norm: 4.6578, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8474, loss/aux0: 0.8474 2020-10-17 22:54:39,175 - mmaction - INFO - Epoch [19][340/792] lr: 3.750e-03, eta: 17:39:28, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8802, loss_cls: 1.2541, loss: 1.2541, grad_norm: 4.6254, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8417, loss/aux0: 0.8417 2020-10-17 22:54:58,645 - mmaction - INFO - Epoch [19][360/792] lr: 3.750e-03, eta: 17:38:25, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8714, loss_cls: 1.3040, loss: 1.3040, grad_norm: 4.4483, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8365, loss/aux0: 0.8365 2020-10-17 22:54:59,076 - mmaction - INFO - Epoch [19][360/792] lr: 3.750e-03, eta: 17:39:09, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8714, loss_cls: 1.3040, loss: 1.3040, grad_norm: 4.4774, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9251, loss_cls/aux0: 0.8447, loss/aux0: 0.8447 2020-10-17 22:55:18,305 - mmaction - INFO - Epoch [19][380/792] lr: 3.750e-03, eta: 17:38:06, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8661, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.3529, top1_acc/aux0: 0.7772, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8492, loss/aux0: 0.8492 2020-10-17 22:55:18,758 - mmaction - INFO - Epoch [19][380/792] lr: 3.750e-03, eta: 17:38:49, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8661, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.4181, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8406, loss/aux0: 0.8406 2020-10-17 22:55:38,182 - mmaction - INFO - Epoch [19][400/792] lr: 3.750e-03, eta: 17:37:47, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8776, loss_cls: 1.2124, loss: 1.2124, grad_norm: 4.4703, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8333, loss/aux0: 0.8333 2020-10-17 22:55:38,612 - mmaction - INFO - Epoch [19][400/792] lr: 3.750e-03, eta: 17:38:31, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8776, loss_cls: 1.2124, loss: 1.2124, grad_norm: 4.4693, top1_acc/aux0: 0.7775, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8378, loss/aux0: 0.8378 2020-10-17 22:55:57,992 - mmaction - INFO - Epoch [19][420/792] lr: 3.750e-03, eta: 17:37:28, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8651, loss_cls: 1.2999, loss: 1.2999, grad_norm: 4.4694, top1_acc/aux0: 0.7822, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8376, loss/aux0: 0.8376 2020-10-17 22:55:58,411 - mmaction - INFO - Epoch [19][420/792] lr: 3.750e-03, eta: 17:38:12, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8651, loss_cls: 1.2999, loss: 1.2999, grad_norm: 4.4563, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8334, loss/aux0: 0.8334 2020-10-17 22:56:17,821 - mmaction - INFO - Epoch [19][440/792] lr: 3.750e-03, eta: 17:37:09, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8604, loss_cls: 1.3098, loss: 1.3098, grad_norm: 4.4161, top1_acc/aux0: 0.7814, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8193, loss/aux0: 0.8193 2020-10-17 22:56:18,238 - mmaction - INFO - Epoch [19][440/792] lr: 3.750e-03, eta: 17:37:52, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8604, loss_cls: 1.3098, loss: 1.3098, grad_norm: 4.4261, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8236, loss/aux0: 0.8236 2020-10-17 22:56:37,762 - mmaction - INFO - Epoch [19][460/792] lr: 3.750e-03, eta: 17:36:50, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8792, loss_cls: 1.2887, loss: 1.2887, grad_norm: 4.4865, top1_acc/aux0: 0.7821, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8247, loss/aux0: 0.8247 2020-10-17 22:56:38,181 - mmaction - INFO - Epoch [19][460/792] lr: 3.750e-03, eta: 17:37:35, time: 0.506, data_time: 0.003, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8792, loss_cls: 1.2887, loss: 1.2887, grad_norm: 4.4681, top1_acc/aux0: 0.7837, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8182, loss/aux0: 0.8182 2020-10-17 22:56:57,760 - mmaction - INFO - Epoch [19][480/792] lr: 3.750e-03, eta: 17:36:33, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8812, loss_cls: 1.2257, loss: 1.2257, grad_norm: 4.3528, top1_acc/aux0: 0.7847, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-17 22:56:58,201 - mmaction - INFO - Epoch [19][480/792] lr: 3.750e-03, eta: 17:37:17, time: 0.506, data_time: 0.002, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8812, loss_cls: 1.2257, loss: 1.2257, grad_norm: 4.3545, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8076, loss/aux0: 0.8076 2020-10-17 22:57:17,449 - mmaction - INFO - Epoch [19][500/792] lr: 3.750e-03, eta: 17:36:14, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8708, loss_cls: 1.3077, loss: 1.3077, grad_norm: 4.5797, top1_acc/aux0: 0.7718, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8612, loss/aux0: 0.8612 2020-10-17 22:57:17,858 - mmaction - INFO - Epoch [19][500/792] lr: 3.750e-03, eta: 17:36:57, time: 0.489, data_time: 0.001, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8708, loss_cls: 1.3077, loss: 1.3077, grad_norm: 4.5437, top1_acc/aux0: 0.7713, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8668, loss/aux0: 0.8668 2020-10-17 22:57:37,239 - mmaction - INFO - Epoch [19][520/792] lr: 3.750e-03, eta: 17:35:55, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8729, loss_cls: 1.2762, loss: 1.2762, grad_norm: 4.3207, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8123, loss/aux0: 0.8123 2020-10-17 22:57:37,652 - mmaction - INFO - Epoch [19][520/792] lr: 3.750e-03, eta: 17:36:38, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8729, loss_cls: 1.2762, loss: 1.2762, grad_norm: 4.3247, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8085, loss/aux0: 0.8085 2020-10-17 22:57:57,018 - mmaction - INFO - Epoch [19][540/792] lr: 3.750e-03, eta: 17:35:35, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8755, loss_cls: 1.2342, loss: 1.2342, grad_norm: 4.4271, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8336, loss/aux0: 0.8336 2020-10-17 22:57:57,430 - mmaction - INFO - Epoch [19][540/792] lr: 3.750e-03, eta: 17:36:19, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8755, loss_cls: 1.2342, loss: 1.2342, grad_norm: 4.4594, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8342, loss/aux0: 0.8342 2020-10-17 22:58:16,728 - mmaction - INFO - Epoch [19][560/792] lr: 3.750e-03, eta: 17:35:16, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8740, loss_cls: 1.2276, loss: 1.2276, grad_norm: 4.3962, top1_acc/aux0: 0.7782, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8356, loss/aux0: 0.8356 2020-10-17 22:58:17,145 - mmaction - INFO - Epoch [19][560/792] lr: 3.750e-03, eta: 17:35:59, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8740, loss_cls: 1.2276, loss: 1.2276, grad_norm: 4.3961, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8414, loss/aux0: 0.8414 2020-10-17 22:58:36,513 - mmaction - INFO - Epoch [19][580/792] lr: 3.750e-03, eta: 17:34:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8724, loss_cls: 1.2847, loss: 1.2847, grad_norm: 4.3403, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8333, loss/aux0: 0.8333 2020-10-17 22:58:36,919 - mmaction - INFO - Epoch [19][580/792] lr: 3.750e-03, eta: 17:35:40, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8724, loss_cls: 1.2847, loss: 1.2847, grad_norm: 4.3210, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8277, loss/aux0: 0.8277 2020-10-17 22:58:56,263 - mmaction - INFO - Epoch [19][600/792] lr: 3.750e-03, eta: 17:34:38, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8792, loss_cls: 1.1963, loss: 1.1963, grad_norm: 4.3624, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8382, loss/aux0: 0.8382 2020-10-17 22:58:56,698 - mmaction - INFO - Epoch [19][600/792] lr: 3.750e-03, eta: 17:35:21, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8792, loss_cls: 1.1963, loss: 1.1963, grad_norm: 4.3418, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8384, loss/aux0: 0.8384 2020-10-17 22:59:16,062 - mmaction - INFO - Epoch [19][620/792] lr: 3.750e-03, eta: 17:34:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8771, loss_cls: 1.2429, loss: 1.2429, grad_norm: 4.2842, top1_acc/aux0: 0.7800, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8397, loss/aux0: 0.8397 2020-10-17 22:59:16,503 - mmaction - INFO - Epoch [19][620/792] lr: 3.750e-03, eta: 17:35:02, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8771, loss_cls: 1.2429, loss: 1.2429, grad_norm: 4.3249, top1_acc/aux0: 0.7778, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8461, loss/aux0: 0.8461 2020-10-17 22:59:35,755 - mmaction - INFO - Epoch [19][640/792] lr: 3.750e-03, eta: 17:33:59, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8745, loss_cls: 1.2530, loss: 1.2530, grad_norm: 4.3356, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8498, loss/aux0: 0.8498 2020-10-17 22:59:36,176 - mmaction - INFO - Epoch [19][640/792] lr: 3.750e-03, eta: 17:34:42, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8745, loss_cls: 1.2530, loss: 1.2530, grad_norm: 4.3336, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9251, loss_cls/aux0: 0.8460, loss/aux0: 0.8460 2020-10-17 22:59:55,555 - mmaction - INFO - Epoch [19][660/792] lr: 3.750e-03, eta: 17:33:40, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8625, loss_cls: 1.3189, loss: 1.3189, grad_norm: 4.4035, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8181, loss/aux0: 0.8181 2020-10-17 22:59:56,014 - mmaction - INFO - Epoch [19][660/792] lr: 3.750e-03, eta: 17:34:22, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8625, loss_cls: 1.3189, loss: 1.3189, grad_norm: 4.3967, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8173, loss/aux0: 0.8173 2020-10-17 23:00:15,413 - mmaction - INFO - Epoch [19][680/792] lr: 3.750e-03, eta: 17:33:20, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8693, loss_cls: 1.2542, loss: 1.2542, grad_norm: 4.3933, top1_acc/aux0: 0.7741, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8567, loss/aux0: 0.8567 2020-10-17 23:00:15,854 - mmaction - INFO - Epoch [19][680/792] lr: 3.750e-03, eta: 17:34:03, time: 0.498, data_time: 0.005, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8693, loss_cls: 1.2542, loss: 1.2542, grad_norm: 4.4234, top1_acc/aux0: 0.7733, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8543, loss/aux0: 0.8543 2020-10-17 23:00:35,241 - mmaction - INFO - Epoch [19][700/792] lr: 3.750e-03, eta: 17:33:01, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2406, loss: 1.2406, grad_norm: 4.3999, top1_acc/aux0: 0.7785, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.8169, loss/aux0: 0.8169 2020-10-17 23:00:35,679 - mmaction - INFO - Epoch [19][700/792] lr: 3.750e-03, eta: 17:33:44, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2406, loss: 1.2406, grad_norm: 4.4501, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8185, loss/aux0: 0.8185 2020-10-17 23:00:54,988 - mmaction - INFO - Epoch [19][720/792] lr: 3.750e-03, eta: 17:32:42, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8734, loss_cls: 1.2894, loss: 1.2894, grad_norm: 4.4547, top1_acc/aux0: 0.7796, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8463, loss/aux0: 0.8463 2020-10-17 23:00:55,419 - mmaction - INFO - Epoch [19][720/792] lr: 3.750e-03, eta: 17:33:24, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8734, loss_cls: 1.2894, loss: 1.2894, grad_norm: 4.4370, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8461, loss/aux0: 0.8461 2020-10-17 23:01:14,727 - mmaction - INFO - Epoch [19][740/792] lr: 3.750e-03, eta: 17:32:22, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8719, loss_cls: 1.2300, loss: 1.2300, grad_norm: 4.3835, top1_acc/aux0: 0.7816, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8330, loss/aux0: 0.8330 2020-10-17 23:01:15,142 - mmaction - INFO - Epoch [19][740/792] lr: 3.750e-03, eta: 17:33:04, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8719, loss_cls: 1.2300, loss: 1.2300, grad_norm: 4.3650, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-17 23:01:34,521 - mmaction - INFO - Epoch [19][760/792] lr: 3.750e-03, eta: 17:32:02, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8672, loss_cls: 1.3427, loss: 1.3427, grad_norm: 4.5784, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8436, loss/aux0: 0.8436 2020-10-17 23:01:34,938 - mmaction - INFO - Epoch [19][760/792] lr: 3.750e-03, eta: 17:32:45, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8672, loss_cls: 1.3427, loss: 1.3427, grad_norm: 4.5691, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8502, loss/aux0: 0.8502 2020-10-17 23:01:54,394 - mmaction - INFO - Epoch [19][780/792] lr: 3.750e-03, eta: 17:31:43, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8797, loss_cls: 1.2785, loss: 1.2785, grad_norm: 4.4683, top1_acc/aux0: 0.7787, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8550, loss/aux0: 0.8550 2020-10-17 23:01:54,830 - mmaction - INFO - Epoch [19][780/792] lr: 3.750e-03, eta: 17:32:25, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8797, loss_cls: 1.2785, loss: 1.2785, grad_norm: 4.4534, top1_acc/aux0: 0.7803, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8476, loss/aux0: 0.8476 2020-10-17 23:02:11,279 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-10-17 23:05:00,575 - mmaction - INFO - Epoch [20][20/792] lr: 3.750e-03, eta: 17:30:21, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8771, loss_cls: 1.2200, loss: 1.2200, grad_norm: 4.3736, top1_acc/aux0: 0.7735, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8541, loss/aux0: 0.8541 2020-10-17 23:05:01,027 - mmaction - INFO - Epoch [20][20/792] lr: 3.750e-03, eta: 17:31:03, time: 0.491, data_time: 0.004, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8771, loss_cls: 1.2200, loss: 1.2200, grad_norm: 4.3663, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8514, loss/aux0: 0.8514 2020-10-17 23:05:20,407 - mmaction - INFO - Epoch [20][40/792] lr: 3.750e-03, eta: 17:30:02, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8807, loss_cls: 1.2211, loss: 1.2211, grad_norm: 4.3778, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8274, loss/aux0: 0.8274 2020-10-17 23:05:20,866 - mmaction - INFO - Epoch [20][40/792] lr: 3.750e-03, eta: 17:30:44, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8807, loss_cls: 1.2211, loss: 1.2211, grad_norm: 4.3606, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8292, loss/aux0: 0.8292 2020-10-17 23:05:40,189 - mmaction - INFO - Epoch [20][60/792] lr: 3.750e-03, eta: 17:29:43, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8599, loss_cls: 1.3132, loss: 1.3132, grad_norm: 4.3564, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8154, loss/aux0: 0.8154 2020-10-17 23:05:40,607 - mmaction - INFO - Epoch [20][60/792] lr: 3.750e-03, eta: 17:30:25, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8599, loss_cls: 1.3132, loss: 1.3132, grad_norm: 4.3798, top1_acc/aux0: 0.7808, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.8181, loss/aux0: 0.8181 2020-10-17 23:05:59,933 - mmaction - INFO - Epoch [20][80/792] lr: 3.750e-03, eta: 17:29:23, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8833, loss_cls: 1.1740, loss: 1.1740, grad_norm: 4.2535, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-17 23:06:00,335 - mmaction - INFO - Epoch [20][80/792] lr: 3.750e-03, eta: 17:30:05, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8833, loss_cls: 1.1740, loss: 1.1740, grad_norm: 4.2937, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8177, loss/aux0: 0.8177 2020-10-17 23:06:19,656 - mmaction - INFO - Epoch [20][100/792] lr: 3.750e-03, eta: 17:29:04, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8807, loss_cls: 1.2225, loss: 1.2225, grad_norm: 4.4449, top1_acc/aux0: 0.7791, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8300, loss/aux0: 0.8300 2020-10-17 23:06:20,078 - mmaction - INFO - Epoch [20][100/792] lr: 3.750e-03, eta: 17:29:46, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8807, loss_cls: 1.2225, loss: 1.2225, grad_norm: 4.4607, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8275, loss/aux0: 0.8275 2020-10-17 23:06:39,594 - mmaction - INFO - Epoch [20][120/792] lr: 3.750e-03, eta: 17:28:44, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8844, loss_cls: 1.2132, loss: 1.2132, grad_norm: 4.2370, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8220, loss/aux0: 0.8220 2020-10-17 23:06:40,053 - mmaction - INFO - Epoch [20][120/792] lr: 3.750e-03, eta: 17:29:26, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8844, loss_cls: 1.2132, loss: 1.2132, grad_norm: 4.2180, top1_acc/aux0: 0.7800, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8135, loss/aux0: 0.8135 2020-10-17 23:06:59,351 - mmaction - INFO - Epoch [20][140/792] lr: 3.750e-03, eta: 17:28:26, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8922, loss_cls: 1.1676, loss: 1.1676, grad_norm: 4.5150, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8281, loss/aux0: 0.8281 2020-10-17 23:06:59,777 - mmaction - INFO - Epoch [20][140/792] lr: 3.750e-03, eta: 17:29:07, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8922, loss_cls: 1.1676, loss: 1.1676, grad_norm: 4.5245, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8389, loss/aux0: 0.8389 2020-10-17 23:07:19,193 - mmaction - INFO - Epoch [20][160/792] lr: 3.750e-03, eta: 17:28:07, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8979, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.4547, top1_acc/aux0: 0.7769, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8512, loss/aux0: 0.8512 2020-10-17 23:07:19,612 - mmaction - INFO - Epoch [20][160/792] lr: 3.750e-03, eta: 17:28:48, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8979, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.4811, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8541, loss/aux0: 0.8541 2020-10-17 23:07:38,840 - mmaction - INFO - Epoch [20][180/792] lr: 3.750e-03, eta: 17:27:47, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8786, loss_cls: 1.2489, loss: 1.2489, grad_norm: 4.2359, top1_acc/aux0: 0.7834, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8257, loss/aux0: 0.8257 2020-10-17 23:07:39,260 - mmaction - INFO - Epoch [20][180/792] lr: 3.750e-03, eta: 17:28:29, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8786, loss_cls: 1.2489, loss: 1.2489, grad_norm: 4.2533, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8184, loss/aux0: 0.8184 2020-10-17 23:07:58,649 - mmaction - INFO - Epoch [20][200/792] lr: 3.750e-03, eta: 17:27:28, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8745, loss_cls: 1.2622, loss: 1.2622, grad_norm: 4.4586, top1_acc/aux0: 0.7785, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8298, loss/aux0: 0.8298 2020-10-17 23:07:59,080 - mmaction - INFO - Epoch [20][200/792] lr: 3.750e-03, eta: 17:28:09, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8745, loss_cls: 1.2622, loss: 1.2622, grad_norm: 4.4810, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8412, loss/aux0: 0.8412 2020-10-17 23:08:18,551 - mmaction - INFO - Epoch [20][220/792] lr: 3.750e-03, eta: 17:27:09, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8802, loss_cls: 1.2500, loss: 1.2500, grad_norm: 4.4433, top1_acc/aux0: 0.7837, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8223, loss/aux0: 0.8223 2020-10-17 23:08:18,990 - mmaction - INFO - Epoch [20][220/792] lr: 3.750e-03, eta: 17:27:51, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8802, loss_cls: 1.2500, loss: 1.2500, grad_norm: 4.4613, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8144, loss/aux0: 0.8144 2020-10-17 23:08:38,467 - mmaction - INFO - Epoch [20][240/792] lr: 3.750e-03, eta: 17:26:51, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8891, loss_cls: 1.1714, loss: 1.1714, grad_norm: 4.3274, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8366, loss/aux0: 0.8366 2020-10-17 23:08:38,872 - mmaction - INFO - Epoch [20][240/792] lr: 3.750e-03, eta: 17:27:32, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8891, loss_cls: 1.1714, loss: 1.1714, grad_norm: 4.3414, top1_acc/aux0: 0.7754, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8390, loss/aux0: 0.8390 2020-10-17 23:08:58,184 - mmaction - INFO - Epoch [20][260/792] lr: 3.750e-03, eta: 17:26:32, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8865, loss_cls: 1.1831, loss: 1.1831, grad_norm: 4.4371, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8370, loss/aux0: 0.8370 2020-10-17 23:08:58,594 - mmaction - INFO - Epoch [20][260/792] lr: 3.750e-03, eta: 17:27:13, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8865, loss_cls: 1.1831, loss: 1.1831, grad_norm: 4.4291, top1_acc/aux0: 0.7780, top5_acc/aux0: 0.9261, loss_cls/aux0: 0.8338, loss/aux0: 0.8338 2020-10-17 23:09:17,870 - mmaction - INFO - Epoch [20][280/792] lr: 3.750e-03, eta: 17:26:13, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8932, loss_cls: 1.1714, loss: 1.1714, grad_norm: 4.2836, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7907, loss/aux0: 0.7907 2020-10-17 23:09:18,299 - mmaction - INFO - Epoch [20][280/792] lr: 3.750e-03, eta: 17:26:54, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8932, loss_cls: 1.1714, loss: 1.1714, grad_norm: 4.2782, top1_acc/aux0: 0.7889, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7911, loss/aux0: 0.7911 2020-10-17 23:09:37,529 - mmaction - INFO - Epoch [20][300/792] lr: 3.750e-03, eta: 17:25:53, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8703, loss_cls: 1.2892, loss: 1.2892, grad_norm: 4.4535, top1_acc/aux0: 0.7866, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8255, loss/aux0: 0.8255 2020-10-17 23:09:37,959 - mmaction - INFO - Epoch [20][300/792] lr: 3.750e-03, eta: 17:26:34, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8703, loss_cls: 1.2892, loss: 1.2892, grad_norm: 4.4652, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8277, loss/aux0: 0.8277 2020-10-17 23:09:57,238 - mmaction - INFO - Epoch [20][320/792] lr: 3.750e-03, eta: 17:25:33, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8875, loss_cls: 1.2079, loss: 1.2079, grad_norm: 4.4400, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8469, loss/aux0: 0.8469 2020-10-17 23:09:57,672 - mmaction - INFO - Epoch [20][320/792] lr: 3.750e-03, eta: 17:26:14, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8875, loss_cls: 1.2079, loss: 1.2079, grad_norm: 4.4173, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8421, loss/aux0: 0.8421 2020-10-17 23:10:17,062 - mmaction - INFO - Epoch [20][340/792] lr: 3.750e-03, eta: 17:25:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8740, loss_cls: 1.2520, loss: 1.2520, grad_norm: 4.5821, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-17 23:10:17,501 - mmaction - INFO - Epoch [20][340/792] lr: 3.750e-03, eta: 17:25:55, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8740, loss_cls: 1.2520, loss: 1.2520, grad_norm: 4.5721, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8371, loss/aux0: 0.8371 2020-10-17 23:10:37,172 - mmaction - INFO - Epoch [20][360/792] lr: 3.750e-03, eta: 17:24:56, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8729, loss_cls: 1.2893, loss: 1.2893, grad_norm: 4.4386, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8295, loss/aux0: 0.8295 2020-10-17 23:10:37,573 - mmaction - INFO - Epoch [20][360/792] lr: 3.750e-03, eta: 17:25:37, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8729, loss_cls: 1.2893, loss: 1.2893, grad_norm: 4.4558, top1_acc/aux0: 0.7869, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8301, loss/aux0: 0.8301 2020-10-17 23:10:56,830 - mmaction - INFO - Epoch [20][380/792] lr: 3.750e-03, eta: 17:24:37, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8745, loss_cls: 1.2464, loss: 1.2464, grad_norm: 4.3238, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8148, loss/aux0: 0.8148 2020-10-17 23:10:57,267 - mmaction - INFO - Epoch [20][380/792] lr: 3.750e-03, eta: 17:25:17, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8745, loss_cls: 1.2464, loss: 1.2464, grad_norm: 4.3195, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8166, loss/aux0: 0.8166 2020-10-17 23:11:16,795 - mmaction - INFO - Epoch [20][400/792] lr: 3.750e-03, eta: 17:24:17, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6938, top5_acc: 0.8807, loss_cls: 1.2548, loss: 1.2548, grad_norm: 4.4385, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.8119, loss/aux0: 0.8119 2020-10-17 23:11:17,226 - mmaction - INFO - Epoch [20][400/792] lr: 3.750e-03, eta: 17:24:58, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6938, top5_acc: 0.8807, loss_cls: 1.2548, loss: 1.2548, grad_norm: 4.4094, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8047, loss/aux0: 0.8047 2020-10-17 23:11:36,692 - mmaction - INFO - Epoch [20][420/792] lr: 3.750e-03, eta: 17:23:58, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8745, loss_cls: 1.2490, loss: 1.2490, grad_norm: 4.4724, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8402, loss/aux0: 0.8402 2020-10-17 23:11:37,110 - mmaction - INFO - Epoch [20][420/792] lr: 3.750e-03, eta: 17:24:38, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8745, loss_cls: 1.2490, loss: 1.2490, grad_norm: 4.5061, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8487, loss/aux0: 0.8487 2020-10-17 23:11:56,734 - mmaction - INFO - Epoch [20][440/792] lr: 3.750e-03, eta: 17:23:39, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8740, loss_cls: 1.2348, loss: 1.2348, grad_norm: 4.5239, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8582, loss/aux0: 0.8582 2020-10-17 23:11:57,157 - mmaction - INFO - Epoch [20][440/792] lr: 3.750e-03, eta: 17:24:20, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8740, loss_cls: 1.2348, loss: 1.2348, grad_norm: 4.5349, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8530, loss/aux0: 0.8530 2020-10-17 23:12:16,767 - mmaction - INFO - Epoch [20][460/792] lr: 3.750e-03, eta: 17:23:21, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8839, loss_cls: 1.2402, loss: 1.2402, grad_norm: 4.3531, top1_acc/aux0: 0.7775, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8361, loss/aux0: 0.8361 2020-10-17 23:12:17,177 - mmaction - INFO - Epoch [20][460/792] lr: 3.750e-03, eta: 17:24:02, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8839, loss_cls: 1.2402, loss: 1.2402, grad_norm: 4.3369, top1_acc/aux0: 0.7790, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8381, loss/aux0: 0.8381 2020-10-17 23:12:36,604 - mmaction - INFO - Epoch [20][480/792] lr: 3.750e-03, eta: 17:23:03, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8750, loss_cls: 1.2725, loss: 1.2725, grad_norm: 4.4541, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9261, loss_cls/aux0: 0.8337, loss/aux0: 0.8337 2020-10-17 23:12:37,032 - mmaction - INFO - Epoch [20][480/792] lr: 3.750e-03, eta: 17:23:43, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8750, loss_cls: 1.2725, loss: 1.2725, grad_norm: 4.4614, top1_acc/aux0: 0.7770, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8307, loss/aux0: 0.8307 2020-10-17 23:12:56,442 - mmaction - INFO - Epoch [20][500/792] lr: 3.750e-03, eta: 17:22:43, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8620, loss_cls: 1.2699, loss: 1.2699, grad_norm: 4.3357, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8335, loss/aux0: 0.8335 2020-10-17 23:12:56,862 - mmaction - INFO - Epoch [20][500/792] lr: 3.750e-03, eta: 17:23:23, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8620, loss_cls: 1.2699, loss: 1.2699, grad_norm: 4.3280, top1_acc/aux0: 0.7822, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8324, loss/aux0: 0.8324 2020-10-17 23:13:16,377 - mmaction - INFO - Epoch [20][520/792] lr: 3.750e-03, eta: 17:22:24, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8807, loss_cls: 1.2123, loss: 1.2123, grad_norm: 4.4037, top1_acc/aux0: 0.7791, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8315, loss/aux0: 0.8315 2020-10-17 23:13:16,808 - mmaction - INFO - Epoch [20][520/792] lr: 3.750e-03, eta: 17:23:04, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8807, loss_cls: 1.2123, loss: 1.2123, grad_norm: 4.4027, top1_acc/aux0: 0.7772, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8396, loss/aux0: 0.8396 2020-10-17 23:13:36,249 - mmaction - INFO - Epoch [20][540/792] lr: 3.750e-03, eta: 17:22:05, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8760, loss_cls: 1.2164, loss: 1.2164, grad_norm: 4.4466, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8528, loss/aux0: 0.8528 2020-10-17 23:13:36,690 - mmaction - INFO - Epoch [20][540/792] lr: 3.750e-03, eta: 17:22:46, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8760, loss_cls: 1.2164, loss: 1.2164, grad_norm: 4.4577, top1_acc/aux0: 0.7778, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8445, loss/aux0: 0.8445 2020-10-17 23:13:56,010 - mmaction - INFO - Epoch [20][560/792] lr: 3.750e-03, eta: 17:21:46, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8760, loss_cls: 1.2519, loss: 1.2519, grad_norm: 4.4631, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8259, loss/aux0: 0.8259 2020-10-17 23:13:56,427 - mmaction - INFO - Epoch [20][560/792] lr: 3.750e-03, eta: 17:22:27, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8760, loss_cls: 1.2519, loss: 1.2519, grad_norm: 4.4510, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8302, loss/aux0: 0.8302 2020-10-17 23:14:15,785 - mmaction - INFO - Epoch [20][580/792] lr: 3.750e-03, eta: 17:21:27, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8818, loss_cls: 1.2270, loss: 1.2270, grad_norm: 4.5107, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8322, loss/aux0: 0.8322 2020-10-17 23:14:16,198 - mmaction - INFO - Epoch [20][580/792] lr: 3.750e-03, eta: 17:22:06, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8818, loss_cls: 1.2270, loss: 1.2270, grad_norm: 4.4873, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8308, loss/aux0: 0.8308 2020-10-17 23:14:35,573 - mmaction - INFO - Epoch [20][600/792] lr: 3.750e-03, eta: 17:21:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8714, loss_cls: 1.2302, loss: 1.2302, grad_norm: 4.3084, top1_acc/aux0: 0.7772, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8472, loss/aux0: 0.8472 2020-10-17 23:14:35,993 - mmaction - INFO - Epoch [20][600/792] lr: 3.750e-03, eta: 17:21:48, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8714, loss_cls: 1.2302, loss: 1.2302, grad_norm: 4.2628, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9235, loss_cls/aux0: 0.8525, loss/aux0: 0.8525 2020-10-17 23:14:55,273 - mmaction - INFO - Epoch [20][620/792] lr: 3.750e-03, eta: 17:20:48, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8740, loss_cls: 1.2294, loss: 1.2294, grad_norm: 4.3787, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8246, loss/aux0: 0.8246 2020-10-17 23:14:55,696 - mmaction - INFO - Epoch [20][620/792] lr: 3.750e-03, eta: 17:21:28, time: 0.489, data_time: 0.001, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8740, loss_cls: 1.2294, loss: 1.2294, grad_norm: 4.3728, top1_acc/aux0: 0.7855, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8213, loss/aux0: 0.8213 2020-10-17 23:15:14,990 - mmaction - INFO - Epoch [20][640/792] lr: 3.750e-03, eta: 17:20:28, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.1820, loss: 1.1820, grad_norm: 4.3538, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8163, loss/aux0: 0.8163 2020-10-17 23:15:15,418 - mmaction - INFO - Epoch [20][640/792] lr: 3.750e-03, eta: 17:21:09, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.1820, loss: 1.1820, grad_norm: 4.4013, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8175, loss/aux0: 0.8175 2020-10-17 23:15:34,709 - mmaction - INFO - Epoch [20][660/792] lr: 3.750e-03, eta: 17:20:09, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7036, top5_acc: 0.8906, loss_cls: 1.1520, loss: 1.1520, grad_norm: 4.4142, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8551, loss/aux0: 0.8551 2020-10-17 23:15:35,150 - mmaction - INFO - Epoch [20][660/792] lr: 3.750e-03, eta: 17:20:49, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7036, top5_acc: 0.8906, loss_cls: 1.1520, loss: 1.1520, grad_norm: 4.3987, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8538, loss/aux0: 0.8538 2020-10-17 23:15:54,478 - mmaction - INFO - Epoch [20][680/792] lr: 3.750e-03, eta: 17:19:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8807, loss_cls: 1.2271, loss: 1.2271, grad_norm: 4.3236, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8167, loss/aux0: 0.8167 2020-10-17 23:15:54,933 - mmaction - INFO - Epoch [20][680/792] lr: 3.750e-03, eta: 17:20:30, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8807, loss_cls: 1.2271, loss: 1.2271, grad_norm: 4.3314, top1_acc/aux0: 0.7808, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8168, loss/aux0: 0.8168 2020-10-17 23:16:14,272 - mmaction - INFO - Epoch [20][700/792] lr: 3.750e-03, eta: 17:19:31, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8797, loss_cls: 1.2368, loss: 1.2368, grad_norm: 4.4271, top1_acc/aux0: 0.7743, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8653, loss/aux0: 0.8653 2020-10-17 23:16:14,701 - mmaction - INFO - Epoch [20][700/792] lr: 3.750e-03, eta: 17:20:10, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8797, loss_cls: 1.2368, loss: 1.2368, grad_norm: 4.4350, top1_acc/aux0: 0.7739, top5_acc/aux0: 0.9231, loss_cls/aux0: 0.8651, loss/aux0: 0.8651 2020-10-17 23:16:34,051 - mmaction - INFO - Epoch [20][720/792] lr: 3.750e-03, eta: 17:19:11, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8771, loss_cls: 1.2384, loss: 1.2384, grad_norm: 4.3991, top1_acc/aux0: 0.7782, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8360, loss/aux0: 0.8360 2020-10-17 23:16:34,467 - mmaction - INFO - Epoch [20][720/792] lr: 3.750e-03, eta: 17:19:51, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8771, loss_cls: 1.2384, loss: 1.2384, grad_norm: 4.3845, top1_acc/aux0: 0.7775, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8402, loss/aux0: 0.8402 2020-10-17 23:16:53,740 - mmaction - INFO - Epoch [20][740/792] lr: 3.750e-03, eta: 17:18:52, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8729, loss_cls: 1.2920, loss: 1.2920, grad_norm: 4.4048, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8247, loss/aux0: 0.8247 2020-10-17 23:16:54,156 - mmaction - INFO - Epoch [20][740/792] lr: 3.750e-03, eta: 17:19:31, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8729, loss_cls: 1.2920, loss: 1.2920, grad_norm: 4.3754, top1_acc/aux0: 0.7869, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8137, loss/aux0: 0.8137 2020-10-17 23:17:13,361 - mmaction - INFO - Epoch [20][760/792] lr: 3.750e-03, eta: 17:18:32, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8625, loss_cls: 1.2773, loss: 1.2773, grad_norm: 4.4805, top1_acc/aux0: 0.7761, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8303, loss/aux0: 0.8303 2020-10-17 23:17:13,796 - mmaction - INFO - Epoch [20][760/792] lr: 3.750e-03, eta: 17:19:11, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8625, loss_cls: 1.2773, loss: 1.2773, grad_norm: 4.5241, top1_acc/aux0: 0.7726, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8420, loss/aux0: 0.8420 2020-10-17 23:17:33,127 - mmaction - INFO - Epoch [20][780/792] lr: 3.750e-03, eta: 17:18:12, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8818, loss_cls: 1.2376, loss: 1.2376, grad_norm: 4.5172, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8507, loss/aux0: 0.8507 2020-10-17 23:17:33,548 - mmaction - INFO - Epoch [20][780/792] lr: 3.750e-03, eta: 17:18:52, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8818, loss_cls: 1.2376, loss: 1.2376, grad_norm: 4.4746, top1_acc/aux0: 0.7803, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8473, loss/aux0: 0.8473 2020-10-17 23:17:47,209 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-17 23:19:12,247 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-17 23:19:12,371 - mmaction - INFO - top1_acc 0.7478 top5_acc 0.9237 2020-10-17 23:19:12,371 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-17 23:19:12,398 - mmaction - INFO - mean_acc 0.7483 2020-10-17 23:19:12,398 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-10-17 23:19:12,410 - mmaction - INFO - Epoch(val) [20][792] top1_acc: 0.7478, top5_acc: 0.9237, mean_class_accuracy: 0.7483 2020-10-17 23:21:47,591 - mmaction - INFO - Epoch [21][20/792] lr: 3.750e-03, eta: 17:16:54, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8859, loss_cls: 1.1880, loss: 1.1880, grad_norm: 4.3486, top1_acc/aux0: 0.7817, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8262, loss/aux0: 0.8262 2020-10-17 23:21:48,077 - mmaction - INFO - Epoch [21][20/792] lr: 3.750e-03, eta: 17:17:33, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8859, loss_cls: 1.1880, loss: 1.1880, grad_norm: 4.3469, top1_acc/aux0: 0.7804, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8255, loss/aux0: 0.8255 2020-10-17 23:22:07,187 - mmaction - INFO - Epoch [21][40/792] lr: 3.750e-03, eta: 17:16:34, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8958, loss_cls: 1.1977, loss: 1.1977, grad_norm: 4.3899, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8215, loss/aux0: 0.8215 2020-10-17 23:22:07,621 - mmaction - INFO - Epoch [21][40/792] lr: 3.750e-03, eta: 17:17:13, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8958, loss_cls: 1.1977, loss: 1.1977, grad_norm: 4.3684, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8224, loss/aux0: 0.8224 2020-10-17 23:22:26,924 - mmaction - INFO - Epoch [21][60/792] lr: 3.750e-03, eta: 17:16:15, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8740, loss_cls: 1.1989, loss: 1.1989, grad_norm: 4.3812, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8062, loss/aux0: 0.8062 2020-10-17 23:22:27,381 - mmaction - INFO - Epoch [21][60/792] lr: 3.750e-03, eta: 17:16:54, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8740, loss_cls: 1.1989, loss: 1.1989, grad_norm: 4.4221, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8133, loss/aux0: 0.8133 2020-10-17 23:22:46,595 - mmaction - INFO - Epoch [21][80/792] lr: 3.750e-03, eta: 17:15:56, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8745, loss_cls: 1.2743, loss: 1.2743, grad_norm: 4.3564, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8132, loss/aux0: 0.8132 2020-10-17 23:22:47,027 - mmaction - INFO - Epoch [21][80/792] lr: 3.750e-03, eta: 17:16:35, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8745, loss_cls: 1.2743, loss: 1.2743, grad_norm: 4.3847, top1_acc/aux0: 0.7847, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8153, loss/aux0: 0.8153 2020-10-17 23:23:06,450 - mmaction - INFO - Epoch [21][100/792] lr: 3.750e-03, eta: 17:15:37, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8797, loss_cls: 1.1926, loss: 1.1926, grad_norm: 4.3604, top1_acc/aux0: 0.7824, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8325, loss/aux0: 0.8325 2020-10-17 23:23:06,881 - mmaction - INFO - Epoch [21][100/792] lr: 3.750e-03, eta: 17:16:17, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8797, loss_cls: 1.1926, loss: 1.1926, grad_norm: 4.3758, top1_acc/aux0: 0.7837, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8269, loss/aux0: 0.8269 2020-10-17 23:23:26,248 - mmaction - INFO - Epoch [21][120/792] lr: 3.750e-03, eta: 17:15:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8786, loss_cls: 1.1856, loss: 1.1856, grad_norm: 4.3262, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9259, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-17 23:23:26,668 - mmaction - INFO - Epoch [21][120/792] lr: 3.750e-03, eta: 17:15:58, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8786, loss_cls: 1.1856, loss: 1.1856, grad_norm: 4.3503, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-17 23:23:46,060 - mmaction - INFO - Epoch [21][140/792] lr: 3.750e-03, eta: 17:15:00, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8781, loss_cls: 1.2124, loss: 1.2124, grad_norm: 4.6153, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8351, loss/aux0: 0.8351 2020-10-17 23:23:46,483 - mmaction - INFO - Epoch [21][140/792] lr: 3.750e-03, eta: 17:15:39, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8781, loss_cls: 1.2124, loss: 1.2124, grad_norm: 4.6218, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8350, loss/aux0: 0.8350 2020-10-17 23:24:05,615 - mmaction - INFO - Epoch [21][160/792] lr: 3.750e-03, eta: 17:14:40, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8885, loss_cls: 1.1612, loss: 1.1612, grad_norm: 4.3790, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8146, loss/aux0: 0.8146 2020-10-17 23:24:06,060 - mmaction - INFO - Epoch [21][160/792] lr: 3.750e-03, eta: 17:15:19, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8885, loss_cls: 1.1612, loss: 1.1612, grad_norm: 4.3501, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8166, loss/aux0: 0.8166 2020-10-17 23:24:25,439 - mmaction - INFO - Epoch [21][180/792] lr: 3.750e-03, eta: 17:14:21, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8828, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.3472, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8087, loss/aux0: 0.8087 2020-10-17 23:24:25,855 - mmaction - INFO - Epoch [21][180/792] lr: 3.750e-03, eta: 17:15:00, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8828, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.3616, top1_acc/aux0: 0.7832, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8122, loss/aux0: 0.8122 2020-10-17 23:24:45,294 - mmaction - INFO - Epoch [21][200/792] lr: 3.750e-03, eta: 17:14:02, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8844, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.4096, top1_acc/aux0: 0.7798, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8273, loss/aux0: 0.8273 2020-10-17 23:24:45,715 - mmaction - INFO - Epoch [21][200/792] lr: 3.750e-03, eta: 17:14:41, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8844, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.4008, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8201, loss/aux0: 0.8201 2020-10-17 23:25:05,204 - mmaction - INFO - Epoch [21][220/792] lr: 3.750e-03, eta: 17:13:44, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8776, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.4238, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8210, loss/aux0: 0.8210 2020-10-17 23:25:05,617 - mmaction - INFO - Epoch [21][220/792] lr: 3.750e-03, eta: 17:14:23, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8776, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.4160, top1_acc/aux0: 0.7829, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8240, loss/aux0: 0.8240 2020-10-17 23:25:24,998 - mmaction - INFO - Epoch [21][240/792] lr: 3.750e-03, eta: 17:13:25, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8781, loss_cls: 1.2132, loss: 1.2132, grad_norm: 4.5048, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8194, loss/aux0: 0.8194 2020-10-17 23:25:25,425 - mmaction - INFO - Epoch [21][240/792] lr: 3.750e-03, eta: 17:14:04, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8781, loss_cls: 1.2132, loss: 1.2132, grad_norm: 4.5024, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8175, loss/aux0: 0.8175 2020-10-17 23:25:44,876 - mmaction - INFO - Epoch [21][260/792] lr: 3.750e-03, eta: 17:13:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8682, loss_cls: 1.2584, loss: 1.2584, grad_norm: 4.5154, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8420, loss/aux0: 0.8420 2020-10-17 23:25:45,281 - mmaction - INFO - Epoch [21][260/792] lr: 3.750e-03, eta: 17:13:45, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8682, loss_cls: 1.2584, loss: 1.2584, grad_norm: 4.4969, top1_acc/aux0: 0.7712, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8480, loss/aux0: 0.8480 2020-10-17 23:26:04,751 - mmaction - INFO - Epoch [21][280/792] lr: 3.750e-03, eta: 17:12:47, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8927, loss_cls: 1.1884, loss: 1.1884, grad_norm: 4.3295, top1_acc/aux0: 0.7868, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8163, loss/aux0: 0.8163 2020-10-17 23:26:05,183 - mmaction - INFO - Epoch [21][280/792] lr: 3.750e-03, eta: 17:13:26, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8927, loss_cls: 1.1884, loss: 1.1884, grad_norm: 4.3303, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8134, loss/aux0: 0.8134 2020-10-17 23:26:24,746 - mmaction - INFO - Epoch [21][300/792] lr: 3.750e-03, eta: 17:12:28, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8818, loss_cls: 1.2363, loss: 1.2363, grad_norm: 4.4464, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8239, loss/aux0: 0.8239 2020-10-17 23:26:25,176 - mmaction - INFO - Epoch [21][300/792] lr: 3.750e-03, eta: 17:13:07, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8818, loss_cls: 1.2363, loss: 1.2363, grad_norm: 4.4664, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8278, loss/aux0: 0.8278 2020-10-17 23:26:44,514 - mmaction - INFO - Epoch [21][320/792] lr: 3.750e-03, eta: 17:12:09, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7167, top5_acc: 0.8974, loss_cls: 1.1074, loss: 1.1074, grad_norm: 4.3276, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8296, loss/aux0: 0.8296 2020-10-17 23:26:44,924 - mmaction - INFO - Epoch [21][320/792] lr: 3.750e-03, eta: 17:12:48, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7167, top5_acc: 0.8974, loss_cls: 1.1074, loss: 1.1074, grad_norm: 4.3110, top1_acc/aux0: 0.7855, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8213, loss/aux0: 0.8213 2020-10-17 23:27:04,561 - mmaction - INFO - Epoch [21][340/792] lr: 3.750e-03, eta: 17:11:51, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.1806, loss: 1.1806, grad_norm: 4.3714, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8223, loss/aux0: 0.8223 2020-10-17 23:27:04,972 - mmaction - INFO - Epoch [21][340/792] lr: 3.750e-03, eta: 17:12:30, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.1806, loss: 1.1806, grad_norm: 4.3804, top1_acc/aux0: 0.7834, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8252, loss/aux0: 0.8252 2020-10-17 23:27:24,312 - mmaction - INFO - Epoch [21][360/792] lr: 3.750e-03, eta: 17:11:33, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8786, loss_cls: 1.2349, loss: 1.2349, grad_norm: 4.3834, top1_acc/aux0: 0.7801, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8204, loss/aux0: 0.8204 2020-10-17 23:27:24,734 - mmaction - INFO - Epoch [21][360/792] lr: 3.750e-03, eta: 17:12:11, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8786, loss_cls: 1.2349, loss: 1.2349, grad_norm: 4.3965, top1_acc/aux0: 0.7790, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8245, loss/aux0: 0.8245 2020-10-17 23:27:44,029 - mmaction - INFO - Epoch [21][380/792] lr: 3.750e-03, eta: 17:11:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7182, top5_acc: 0.8911, loss_cls: 1.1136, loss: 1.1136, grad_norm: 4.3955, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8074, loss/aux0: 0.8074 2020-10-17 23:27:44,448 - mmaction - INFO - Epoch [21][380/792] lr: 3.750e-03, eta: 17:11:52, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7182, top5_acc: 0.8911, loss_cls: 1.1136, loss: 1.1136, grad_norm: 4.4348, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8065, loss/aux0: 0.8065 2020-10-17 23:28:03,841 - mmaction - INFO - Epoch [21][400/792] lr: 3.750e-03, eta: 17:10:55, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8771, loss_cls: 1.2613, loss: 1.2613, grad_norm: 4.4894, top1_acc/aux0: 0.7832, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.8240, loss/aux0: 0.8240 2020-10-17 23:28:04,277 - mmaction - INFO - Epoch [21][400/792] lr: 3.750e-03, eta: 17:11:33, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8771, loss_cls: 1.2613, loss: 1.2613, grad_norm: 4.4634, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.8208, loss/aux0: 0.8208 2020-10-17 23:28:23,699 - mmaction - INFO - Epoch [21][420/792] lr: 3.750e-03, eta: 17:10:36, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8818, loss_cls: 1.2356, loss: 1.2356, grad_norm: 4.4999, top1_acc/aux0: 0.7837, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8210, loss/aux0: 0.8210 2020-10-17 23:28:24,120 - mmaction - INFO - Epoch [21][420/792] lr: 3.750e-03, eta: 17:11:14, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8818, loss_cls: 1.2356, loss: 1.2356, grad_norm: 4.5166, top1_acc/aux0: 0.7822, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8253, loss/aux0: 0.8253 2020-10-17 23:28:43,584 - mmaction - INFO - Epoch [21][440/792] lr: 3.750e-03, eta: 17:10:17, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8755, loss_cls: 1.2611, loss: 1.2611, grad_norm: 4.3699, top1_acc/aux0: 0.7808, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8357, loss/aux0: 0.8357 2020-10-17 23:28:44,016 - mmaction - INFO - Epoch [21][440/792] lr: 3.750e-03, eta: 17:10:55, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8755, loss_cls: 1.2611, loss: 1.2611, grad_norm: 4.3468, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8313, loss/aux0: 0.8313 2020-10-17 23:29:03,497 - mmaction - INFO - Epoch [21][460/792] lr: 3.750e-03, eta: 17:09:58, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8896, loss_cls: 1.2177, loss: 1.2177, grad_norm: 4.3816, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8230, loss/aux0: 0.8230 2020-10-17 23:29:03,904 - mmaction - INFO - Epoch [21][460/792] lr: 3.750e-03, eta: 17:10:37, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8896, loss_cls: 1.2177, loss: 1.2177, grad_norm: 4.4136, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8239, loss/aux0: 0.8239 2020-10-17 23:29:23,231 - mmaction - INFO - Epoch [21][480/792] lr: 3.750e-03, eta: 17:09:39, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8766, loss_cls: 1.2137, loss: 1.2137, grad_norm: 4.5792, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8407, loss/aux0: 0.8407 2020-10-17 23:29:23,641 - mmaction - INFO - Epoch [21][480/792] lr: 3.750e-03, eta: 17:10:17, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8766, loss_cls: 1.2137, loss: 1.2137, grad_norm: 4.5597, top1_acc/aux0: 0.7748, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8429, loss/aux0: 0.8429 2020-10-17 23:29:43,013 - mmaction - INFO - Epoch [21][500/792] lr: 3.750e-03, eta: 17:09:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8792, loss_cls: 1.2129, loss: 1.2129, grad_norm: 4.5375, top1_acc/aux0: 0.7749, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8594, loss/aux0: 0.8594 2020-10-17 23:29:43,439 - mmaction - INFO - Epoch [21][500/792] lr: 3.750e-03, eta: 17:09:58, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8792, loss_cls: 1.2129, loss: 1.2129, grad_norm: 4.5415, top1_acc/aux0: 0.7759, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8590, loss/aux0: 0.8590 2020-10-17 23:30:02,804 - mmaction - INFO - Epoch [21][520/792] lr: 3.750e-03, eta: 17:09:01, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8635, loss_cls: 1.2915, loss: 1.2915, grad_norm: 4.5134, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8522, loss/aux0: 0.8522 2020-10-17 23:30:03,233 - mmaction - INFO - Epoch [21][520/792] lr: 3.750e-03, eta: 17:09:39, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8635, loss_cls: 1.2915, loss: 1.2915, grad_norm: 4.4990, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8495, loss/aux0: 0.8495 2020-10-17 23:30:22,505 - mmaction - INFO - Epoch [21][540/792] lr: 3.750e-03, eta: 17:08:42, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8854, loss_cls: 1.2133, loss: 1.2133, grad_norm: 4.4518, top1_acc/aux0: 0.7778, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8483, loss/aux0: 0.8483 2020-10-17 23:30:22,933 - mmaction - INFO - Epoch [21][540/792] lr: 3.750e-03, eta: 17:09:20, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8854, loss_cls: 1.2133, loss: 1.2133, grad_norm: 4.4113, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8514, loss/aux0: 0.8514 2020-10-17 23:30:42,584 - mmaction - INFO - Epoch [21][560/792] lr: 3.750e-03, eta: 17:08:24, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8807, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.2932, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8215, loss/aux0: 0.8215 2020-10-17 23:30:42,997 - mmaction - INFO - Epoch [21][560/792] lr: 3.750e-03, eta: 17:09:03, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8807, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.2953, top1_acc/aux0: 0.7864, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8198, loss/aux0: 0.8198 2020-10-17 23:31:02,256 - mmaction - INFO - Epoch [21][580/792] lr: 3.750e-03, eta: 17:08:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8823, loss_cls: 1.2047, loss: 1.2047, grad_norm: 4.3241, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8041, loss/aux0: 0.8041 2020-10-17 23:31:02,693 - mmaction - INFO - Epoch [21][580/792] lr: 3.750e-03, eta: 17:08:43, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8823, loss_cls: 1.2047, loss: 1.2047, grad_norm: 4.3365, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-17 23:31:22,119 - mmaction - INFO - Epoch [21][600/792] lr: 3.750e-03, eta: 17:07:46, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8792, loss_cls: 1.2578, loss: 1.2578, grad_norm: 4.3574, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8328, loss/aux0: 0.8328 2020-10-17 23:31:22,546 - mmaction - INFO - Epoch [21][600/792] lr: 3.750e-03, eta: 17:08:24, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8792, loss_cls: 1.2578, loss: 1.2578, grad_norm: 4.3896, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8340, loss/aux0: 0.8340 2020-10-17 23:31:41,755 - mmaction - INFO - Epoch [21][620/792] lr: 3.750e-03, eta: 17:07:27, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8870, loss_cls: 1.1928, loss: 1.1928, grad_norm: 4.4043, top1_acc/aux0: 0.7793, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8511, loss/aux0: 0.8511 2020-10-17 23:31:42,233 - mmaction - INFO - Epoch [21][620/792] lr: 3.750e-03, eta: 17:08:04, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8870, loss_cls: 1.1928, loss: 1.1928, grad_norm: 4.4070, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8459, loss/aux0: 0.8459 2020-10-17 23:32:01,671 - mmaction - INFO - Epoch [21][640/792] lr: 3.750e-03, eta: 17:07:08, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8703, loss_cls: 1.2553, loss: 1.2553, grad_norm: 4.2926, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-17 23:32:02,133 - mmaction - INFO - Epoch [21][640/792] lr: 3.750e-03, eta: 17:07:46, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8703, loss_cls: 1.2553, loss: 1.2553, grad_norm: 4.3362, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7990, loss/aux0: 0.7990 2020-10-17 23:32:21,450 - mmaction - INFO - Epoch [21][660/792] lr: 3.750e-03, eta: 17:06:50, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8917, loss_cls: 1.2240, loss: 1.2240, grad_norm: 4.5308, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8478, loss/aux0: 0.8478 2020-10-17 23:32:21,914 - mmaction - INFO - Epoch [21][660/792] lr: 3.750e-03, eta: 17:07:27, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8917, loss_cls: 1.2240, loss: 1.2240, grad_norm: 4.5348, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8477, loss/aux0: 0.8477 2020-10-17 23:32:41,270 - mmaction - INFO - Epoch [21][680/792] lr: 3.750e-03, eta: 17:06:30, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8750, loss_cls: 1.2196, loss: 1.2196, grad_norm: 4.3684, top1_acc/aux0: 0.7835, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-17 23:32:41,693 - mmaction - INFO - Epoch [21][680/792] lr: 3.750e-03, eta: 17:07:08, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8750, loss_cls: 1.2196, loss: 1.2196, grad_norm: 4.3861, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8325, loss/aux0: 0.8325 2020-10-17 23:33:01,152 - mmaction - INFO - Epoch [21][700/792] lr: 3.750e-03, eta: 17:06:12, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.1865, loss: 1.1865, grad_norm: 4.4030, top1_acc/aux0: 0.7772, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8618, loss/aux0: 0.8618 2020-10-17 23:33:01,573 - mmaction - INFO - Epoch [21][700/792] lr: 3.750e-03, eta: 17:06:50, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.1865, loss: 1.1865, grad_norm: 4.3949, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8562, loss/aux0: 0.8562 2020-10-17 23:33:21,017 - mmaction - INFO - Epoch [21][720/792] lr: 3.750e-03, eta: 17:05:53, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8844, loss_cls: 1.2291, loss: 1.2291, grad_norm: 4.3578, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7922, loss/aux0: 0.7922 2020-10-17 23:33:21,447 - mmaction - INFO - Epoch [21][720/792] lr: 3.750e-03, eta: 17:06:31, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8844, loss_cls: 1.2291, loss: 1.2291, grad_norm: 4.3662, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-17 23:33:41,037 - mmaction - INFO - Epoch [21][740/792] lr: 3.750e-03, eta: 17:05:34, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8724, loss_cls: 1.3237, loss: 1.3237, grad_norm: 4.5139, top1_acc/aux0: 0.7748, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8372, loss/aux0: 0.8372 2020-10-17 23:33:41,460 - mmaction - INFO - Epoch [21][740/792] lr: 3.750e-03, eta: 17:06:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8724, loss_cls: 1.3237, loss: 1.3237, grad_norm: 4.5629, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8384, loss/aux0: 0.8384 2020-10-17 23:34:00,872 - mmaction - INFO - Epoch [21][760/792] lr: 3.750e-03, eta: 17:05:15, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8807, loss_cls: 1.2162, loss: 1.2162, grad_norm: 4.3693, top1_acc/aux0: 0.7793, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8355, loss/aux0: 0.8355 2020-10-17 23:34:01,289 - mmaction - INFO - Epoch [21][760/792] lr: 3.750e-03, eta: 17:05:53, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8807, loss_cls: 1.2162, loss: 1.2162, grad_norm: 4.3512, top1_acc/aux0: 0.7804, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8331, loss/aux0: 0.8331 2020-10-17 23:34:20,775 - mmaction - INFO - Epoch [21][780/792] lr: 3.750e-03, eta: 17:04:57, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8792, loss_cls: 1.2797, loss: 1.2797, grad_norm: 4.3882, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8118, loss/aux0: 0.8118 2020-10-17 23:34:21,208 - mmaction - INFO - Epoch [21][780/792] lr: 3.750e-03, eta: 17:05:34, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8792, loss_cls: 1.2797, loss: 1.2797, grad_norm: 4.3802, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8104, loss/aux0: 0.8104 2020-10-17 23:34:34,178 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-10-17 23:37:29,988 - mmaction - INFO - Epoch [22][20/792] lr: 3.750e-03, eta: 17:03:41, time: 0.486, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8776, loss_cls: 1.1995, loss: 1.1995, grad_norm: 4.2129, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8048, loss/aux0: 0.8048 2020-10-17 23:37:30,433 - mmaction - INFO - Epoch [22][20/792] lr: 3.750e-03, eta: 17:04:18, time: 0.489, data_time: 0.005, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8776, loss_cls: 1.1995, loss: 1.1995, grad_norm: 4.2230, top1_acc/aux0: 0.7838, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8106, loss/aux0: 0.8106 2020-10-17 23:37:49,570 - mmaction - INFO - Epoch [22][40/792] lr: 3.750e-03, eta: 17:03:21, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8833, loss_cls: 1.2204, loss: 1.2204, grad_norm: 4.3673, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8078, loss/aux0: 0.8078 2020-10-17 23:37:49,986 - mmaction - INFO - Epoch [22][40/792] lr: 3.750e-03, eta: 17:03:58, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8833, loss_cls: 1.2204, loss: 1.2204, grad_norm: 4.3567, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8014, loss/aux0: 0.8014 2020-10-17 23:38:09,474 - mmaction - INFO - Epoch [22][60/792] lr: 3.750e-03, eta: 17:03:02, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8854, loss_cls: 1.1679, loss: 1.1679, grad_norm: 4.3333, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8364, loss/aux0: 0.8364 2020-10-17 23:38:09,894 - mmaction - INFO - Epoch [22][60/792] lr: 3.750e-03, eta: 17:03:40, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8854, loss_cls: 1.1679, loss: 1.1679, grad_norm: 4.3169, top1_acc/aux0: 0.7777, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8390, loss/aux0: 0.8390 2020-10-17 23:38:29,126 - mmaction - INFO - Epoch [22][80/792] lr: 3.750e-03, eta: 17:02:43, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8896, loss_cls: 1.2264, loss: 1.2264, grad_norm: 4.4920, top1_acc/aux0: 0.7853, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8111, loss/aux0: 0.8111 2020-10-17 23:38:29,546 - mmaction - INFO - Epoch [22][80/792] lr: 3.750e-03, eta: 17:03:20, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8896, loss_cls: 1.2264, loss: 1.2264, grad_norm: 4.5444, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8126, loss/aux0: 0.8126 2020-10-17 23:38:48,986 - mmaction - INFO - Epoch [22][100/792] lr: 3.750e-03, eta: 17:02:24, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8760, loss_cls: 1.2152, loss: 1.2152, grad_norm: 4.4287, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8350, loss/aux0: 0.8350 2020-10-17 23:38:49,438 - mmaction - INFO - Epoch [22][100/792] lr: 3.750e-03, eta: 17:03:01, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8760, loss_cls: 1.2152, loss: 1.2152, grad_norm: 4.4005, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8307, loss/aux0: 0.8307 2020-10-17 23:39:08,780 - mmaction - INFO - Epoch [22][120/792] lr: 3.750e-03, eta: 17:02:05, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8766, loss_cls: 1.2794, loss: 1.2794, grad_norm: 4.4014, top1_acc/aux0: 0.7864, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8029, loss/aux0: 0.8029 2020-10-17 23:39:09,193 - mmaction - INFO - Epoch [22][120/792] lr: 3.750e-03, eta: 17:02:41, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8766, loss_cls: 1.2794, loss: 1.2794, grad_norm: 4.4243, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8088, loss/aux0: 0.8088 2020-10-17 23:39:28,775 - mmaction - INFO - Epoch [22][140/792] lr: 3.750e-03, eta: 17:01:46, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8828, loss_cls: 1.2042, loss: 1.2042, grad_norm: 4.4240, top1_acc/aux0: 0.7778, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-17 23:39:29,241 - mmaction - INFO - Epoch [22][140/792] lr: 3.750e-03, eta: 17:02:23, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8828, loss_cls: 1.2042, loss: 1.2042, grad_norm: 4.4565, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8327, loss/aux0: 0.8327 2020-10-17 23:39:48,479 - mmaction - INFO - Epoch [22][160/792] lr: 3.750e-03, eta: 17:01:27, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8859, loss_cls: 1.1550, loss: 1.1550, grad_norm: 4.2857, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.8022, loss/aux0: 0.8022 2020-10-17 23:39:48,902 - mmaction - INFO - Epoch [22][160/792] lr: 3.750e-03, eta: 17:02:03, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8859, loss_cls: 1.1550, loss: 1.1550, grad_norm: 4.3208, top1_acc/aux0: 0.7879, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.8054, loss/aux0: 0.8054 2020-10-17 23:40:08,294 - mmaction - INFO - Epoch [22][180/792] lr: 3.750e-03, eta: 17:01:07, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8818, loss_cls: 1.1527, loss: 1.1527, grad_norm: 4.5348, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9236, loss_cls/aux0: 0.8571, loss/aux0: 0.8571 2020-10-17 23:40:08,715 - mmaction - INFO - Epoch [22][180/792] lr: 3.750e-03, eta: 17:01:44, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8818, loss_cls: 1.1527, loss: 1.1527, grad_norm: 4.4989, top1_acc/aux0: 0.7782, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8505, loss/aux0: 0.8505 2020-10-17 23:40:27,986 - mmaction - INFO - Epoch [22][200/792] lr: 3.750e-03, eta: 17:00:48, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8896, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.4103, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8321, loss/aux0: 0.8321 2020-10-17 23:40:28,410 - mmaction - INFO - Epoch [22][200/792] lr: 3.750e-03, eta: 17:01:24, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8896, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.4001, top1_acc/aux0: 0.7847, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8343, loss/aux0: 0.8343 2020-10-17 23:40:47,809 - mmaction - INFO - Epoch [22][220/792] lr: 3.750e-03, eta: 17:00:29, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8797, loss_cls: 1.2344, loss: 1.2344, grad_norm: 4.4613, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9238, loss_cls/aux0: 0.8497, loss/aux0: 0.8497 2020-10-17 23:40:48,217 - mmaction - INFO - Epoch [22][220/792] lr: 3.750e-03, eta: 17:01:05, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8797, loss_cls: 1.2344, loss: 1.2344, grad_norm: 4.4616, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8464, loss/aux0: 0.8464 2020-10-17 23:41:07,443 - mmaction - INFO - Epoch [22][240/792] lr: 3.750e-03, eta: 17:00:09, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8870, loss_cls: 1.1894, loss: 1.1894, grad_norm: 4.4087, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8226, loss/aux0: 0.8226 2020-10-17 23:41:07,862 - mmaction - INFO - Epoch [22][240/792] lr: 3.750e-03, eta: 17:00:46, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8870, loss_cls: 1.1894, loss: 1.1894, grad_norm: 4.4127, top1_acc/aux0: 0.7858, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8270, loss/aux0: 0.8270 2020-10-17 23:41:27,170 - mmaction - INFO - Epoch [22][260/792] lr: 3.750e-03, eta: 16:59:50, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2409, loss: 1.2409, grad_norm: 4.4960, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8360, loss/aux0: 0.8360 2020-10-17 23:41:27,600 - mmaction - INFO - Epoch [22][260/792] lr: 3.750e-03, eta: 17:00:26, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2409, loss: 1.2409, grad_norm: 4.4775, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8343, loss/aux0: 0.8343 2020-10-17 23:41:47,013 - mmaction - INFO - Epoch [22][280/792] lr: 3.750e-03, eta: 16:59:31, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8729, loss_cls: 1.2383, loss: 1.2383, grad_norm: 4.4357, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8454, loss/aux0: 0.8454 2020-10-17 23:41:47,430 - mmaction - INFO - Epoch [22][280/792] lr: 3.750e-03, eta: 17:00:07, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8729, loss_cls: 1.2383, loss: 1.2383, grad_norm: 4.3762, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8482, loss/aux0: 0.8482 2020-10-17 23:42:06,941 - mmaction - INFO - Epoch [22][300/792] lr: 3.750e-03, eta: 16:59:12, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8943, loss_cls: 1.1614, loss: 1.1614, grad_norm: 4.2373, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7983, loss/aux0: 0.7983 2020-10-17 23:42:07,372 - mmaction - INFO - Epoch [22][300/792] lr: 3.750e-03, eta: 16:59:49, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8943, loss_cls: 1.1614, loss: 1.1614, grad_norm: 4.2693, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.7972, loss/aux0: 0.7972 2020-10-17 23:42:26,905 - mmaction - INFO - Epoch [22][320/792] lr: 3.750e-03, eta: 16:58:54, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8948, loss_cls: 1.1701, loss: 1.1701, grad_norm: 4.4223, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8187, loss/aux0: 0.8187 2020-10-17 23:42:27,322 - mmaction - INFO - Epoch [22][320/792] lr: 3.750e-03, eta: 16:59:31, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8948, loss_cls: 1.1701, loss: 1.1701, grad_norm: 4.4202, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8160, loss/aux0: 0.8160 2020-10-17 23:42:46,827 - mmaction - INFO - Epoch [22][340/792] lr: 3.750e-03, eta: 16:58:36, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8880, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.6508, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8389, loss/aux0: 0.8389 2020-10-17 23:42:47,261 - mmaction - INFO - Epoch [22][340/792] lr: 3.750e-03, eta: 16:59:12, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8880, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.5871, top1_acc/aux0: 0.7756, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8437, loss/aux0: 0.8437 2020-10-17 23:43:06,526 - mmaction - INFO - Epoch [22][360/792] lr: 3.750e-03, eta: 16:58:17, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.2368, loss: 1.2368, grad_norm: 4.3088, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8125, loss/aux0: 0.8125 2020-10-17 23:43:06,944 - mmaction - INFO - Epoch [22][360/792] lr: 3.750e-03, eta: 16:58:53, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.2368, loss: 1.2368, grad_norm: 4.2785, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8098, loss/aux0: 0.8098 2020-10-17 23:43:26,295 - mmaction - INFO - Epoch [22][380/792] lr: 3.750e-03, eta: 16:57:57, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8901, loss_cls: 1.1121, loss: 1.1121, grad_norm: 4.3755, top1_acc/aux0: 0.7858, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8334, loss/aux0: 0.8334 2020-10-17 23:43:26,716 - mmaction - INFO - Epoch [22][380/792] lr: 3.750e-03, eta: 16:58:33, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8901, loss_cls: 1.1121, loss: 1.1121, grad_norm: 4.3544, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8259, loss/aux0: 0.8259 2020-10-17 23:43:45,963 - mmaction - INFO - Epoch [22][400/792] lr: 3.750e-03, eta: 16:57:38, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8786, loss_cls: 1.2449, loss: 1.2449, grad_norm: 4.4806, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7951, loss/aux0: 0.7951 2020-10-17 23:43:46,393 - mmaction - INFO - Epoch [22][400/792] lr: 3.750e-03, eta: 16:58:14, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8786, loss_cls: 1.2449, loss: 1.2449, grad_norm: 4.4532, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7953, loss/aux0: 0.7953 2020-10-17 23:44:05,725 - mmaction - INFO - Epoch [22][420/792] lr: 3.750e-03, eta: 16:57:18, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8771, loss_cls: 1.2265, loss: 1.2265, grad_norm: 4.3865, top1_acc/aux0: 0.7848, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8312, loss/aux0: 0.8312 2020-10-17 23:44:06,139 - mmaction - INFO - Epoch [22][420/792] lr: 3.750e-03, eta: 16:57:54, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8771, loss_cls: 1.2265, loss: 1.2265, grad_norm: 4.4041, top1_acc/aux0: 0.7816, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8431, loss/aux0: 0.8431 2020-10-17 23:44:25,372 - mmaction - INFO - Epoch [22][440/792] lr: 3.750e-03, eta: 16:56:59, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8833, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.3324, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8216, loss/aux0: 0.8216 2020-10-17 23:44:25,810 - mmaction - INFO - Epoch [22][440/792] lr: 3.750e-03, eta: 16:57:34, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8833, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.3370, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8112, loss/aux0: 0.8112 2020-10-17 23:44:45,208 - mmaction - INFO - Epoch [22][460/792] lr: 3.750e-03, eta: 16:56:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8896, loss_cls: 1.2283, loss: 1.2283, grad_norm: 4.4110, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8288, loss/aux0: 0.8288 2020-10-17 23:44:45,643 - mmaction - INFO - Epoch [22][460/792] lr: 3.750e-03, eta: 16:57:15, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8896, loss_cls: 1.2283, loss: 1.2283, grad_norm: 4.4353, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8339, loss/aux0: 0.8339 2020-10-17 23:45:04,930 - mmaction - INFO - Epoch [22][480/792] lr: 3.750e-03, eta: 16:56:20, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8745, loss_cls: 1.2122, loss: 1.2122, grad_norm: 4.2805, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7790, loss/aux0: 0.7790 2020-10-17 23:45:05,351 - mmaction - INFO - Epoch [22][480/792] lr: 3.750e-03, eta: 16:56:56, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8745, loss_cls: 1.2122, loss: 1.2122, grad_norm: 4.2741, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7682, loss/aux0: 0.7682 2020-10-17 23:45:24,692 - mmaction - INFO - Epoch [22][500/792] lr: 3.750e-03, eta: 16:56:00, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6937, top5_acc: 0.8802, loss_cls: 1.2014, loss: 1.2014, grad_norm: 4.3877, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7834, loss/aux0: 0.7834 2020-10-17 23:45:25,112 - mmaction - INFO - Epoch [22][500/792] lr: 3.750e-03, eta: 16:56:36, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6937, top5_acc: 0.8802, loss_cls: 1.2014, loss: 1.2014, grad_norm: 4.3876, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7897, loss/aux0: 0.7897 2020-10-17 23:45:44,768 - mmaction - INFO - Epoch [22][520/792] lr: 3.750e-03, eta: 16:55:42, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8708, loss_cls: 1.2524, loss: 1.2524, grad_norm: 4.3874, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8247, loss/aux0: 0.8247 2020-10-17 23:45:45,187 - mmaction - INFO - Epoch [22][520/792] lr: 3.750e-03, eta: 16:56:19, time: 0.507, data_time: 0.002, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8708, loss_cls: 1.2524, loss: 1.2524, grad_norm: 4.3913, top1_acc/aux0: 0.7808, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8322, loss/aux0: 0.8322 2020-10-17 23:46:04,709 - mmaction - INFO - Epoch [22][540/792] lr: 3.750e-03, eta: 16:55:24, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8698, loss_cls: 1.2256, loss: 1.2256, grad_norm: 4.3974, top1_acc/aux0: 0.7855, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8243, loss/aux0: 0.8243 2020-10-17 23:46:05,120 - mmaction - INFO - Epoch [22][540/792] lr: 3.750e-03, eta: 16:56:01, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8698, loss_cls: 1.2256, loss: 1.2256, grad_norm: 4.4089, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.8214, loss/aux0: 0.8214 2020-10-17 23:46:24,494 - mmaction - INFO - Epoch [22][560/792] lr: 3.750e-03, eta: 16:55:06, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7104, top5_acc: 0.8807, loss_cls: 1.1718, loss: 1.1718, grad_norm: 4.3551, top1_acc/aux0: 0.7804, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8282, loss/aux0: 0.8282 2020-10-17 23:46:24,912 - mmaction - INFO - Epoch [22][560/792] lr: 3.750e-03, eta: 16:55:42, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7104, top5_acc: 0.8807, loss_cls: 1.1718, loss: 1.1718, grad_norm: 4.3633, top1_acc/aux0: 0.7801, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8299, loss/aux0: 0.8299 2020-10-17 23:46:44,375 - mmaction - INFO - Epoch [22][580/792] lr: 3.750e-03, eta: 16:54:47, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8828, loss_cls: 1.2153, loss: 1.2153, grad_norm: 4.3103, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8066, loss/aux0: 0.8066 2020-10-17 23:46:44,809 - mmaction - INFO - Epoch [22][580/792] lr: 3.750e-03, eta: 16:55:23, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8828, loss_cls: 1.2153, loss: 1.2153, grad_norm: 4.3212, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8053, loss/aux0: 0.8053 2020-10-17 23:47:04,170 - mmaction - INFO - Epoch [22][600/792] lr: 3.750e-03, eta: 16:54:28, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8807, loss_cls: 1.2390, loss: 1.2390, grad_norm: 4.4967, top1_acc/aux0: 0.7770, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8259, loss/aux0: 0.8259 2020-10-17 23:47:04,615 - mmaction - INFO - Epoch [22][600/792] lr: 3.750e-03, eta: 16:55:04, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8807, loss_cls: 1.2390, loss: 1.2390, grad_norm: 4.4790, top1_acc/aux0: 0.7803, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8217, loss/aux0: 0.8217 2020-10-17 23:47:24,005 - mmaction - INFO - Epoch [22][620/792] lr: 3.750e-03, eta: 16:54:09, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8708, loss_cls: 1.2726, loss: 1.2726, grad_norm: 4.5071, top1_acc/aux0: 0.7835, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8339, loss/aux0: 0.8339 2020-10-17 23:47:24,426 - mmaction - INFO - Epoch [22][620/792] lr: 3.750e-03, eta: 16:54:44, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8708, loss_cls: 1.2726, loss: 1.2726, grad_norm: 4.5130, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8354, loss/aux0: 0.8354 2020-10-17 23:47:43,807 - mmaction - INFO - Epoch [22][640/792] lr: 3.750e-03, eta: 16:53:50, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8771, loss_cls: 1.2066, loss: 1.2066, grad_norm: 4.3665, top1_acc/aux0: 0.7774, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8277, loss/aux0: 0.8277 2020-10-17 23:47:44,243 - mmaction - INFO - Epoch [22][640/792] lr: 3.750e-03, eta: 16:54:26, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8771, loss_cls: 1.2066, loss: 1.2066, grad_norm: 4.4060, top1_acc/aux0: 0.7764, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.8310, loss/aux0: 0.8310 2020-10-17 23:48:03,511 - mmaction - INFO - Epoch [22][660/792] lr: 3.750e-03, eta: 16:53:31, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8833, loss_cls: 1.2075, loss: 1.2075, grad_norm: 4.4075, top1_acc/aux0: 0.7814, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-17 23:48:03,933 - mmaction - INFO - Epoch [22][660/792] lr: 3.750e-03, eta: 16:54:06, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8833, loss_cls: 1.2075, loss: 1.2075, grad_norm: 4.4326, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8165, loss/aux0: 0.8165 2020-10-17 23:48:23,380 - mmaction - INFO - Epoch [22][680/792] lr: 3.750e-03, eta: 16:53:12, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8854, loss_cls: 1.1857, loss: 1.1857, grad_norm: 4.3595, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8189, loss/aux0: 0.8189 2020-10-17 23:48:23,836 - mmaction - INFO - Epoch [22][680/792] lr: 3.750e-03, eta: 16:53:48, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8854, loss_cls: 1.1857, loss: 1.1857, grad_norm: 4.3628, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8181, loss/aux0: 0.8181 2020-10-17 23:48:43,188 - mmaction - INFO - Epoch [22][700/792] lr: 3.750e-03, eta: 16:52:53, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8813, loss_cls: 1.2247, loss: 1.2247, grad_norm: 4.3232, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8103, loss/aux0: 0.8103 2020-10-17 23:48:43,621 - mmaction - INFO - Epoch [22][700/792] lr: 3.750e-03, eta: 16:53:28, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8813, loss_cls: 1.2247, loss: 1.2247, grad_norm: 4.4145, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8191, loss/aux0: 0.8191 2020-10-17 23:49:02,906 - mmaction - INFO - Epoch [22][720/792] lr: 3.750e-03, eta: 16:52:34, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8823, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.4778, top1_acc/aux0: 0.7834, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8161, loss/aux0: 0.8161 2020-10-17 23:49:03,331 - mmaction - INFO - Epoch [22][720/792] lr: 3.750e-03, eta: 16:53:09, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8823, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.5162, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8074, loss/aux0: 0.8074 2020-10-17 23:49:22,925 - mmaction - INFO - Epoch [22][740/792] lr: 3.750e-03, eta: 16:52:15, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8766, loss_cls: 1.2452, loss: 1.2452, grad_norm: 4.3770, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8171, loss/aux0: 0.8171 2020-10-17 23:49:23,332 - mmaction - INFO - Epoch [22][740/792] lr: 3.750e-03, eta: 16:52:50, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8766, loss_cls: 1.2452, loss: 1.2452, grad_norm: 4.3703, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8103, loss/aux0: 0.8103 2020-10-17 23:49:42,713 - mmaction - INFO - Epoch [22][760/792] lr: 3.750e-03, eta: 16:51:56, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8802, loss_cls: 1.2071, loss: 1.2071, grad_norm: 4.5498, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8232, loss/aux0: 0.8232 2020-10-17 23:49:43,121 - mmaction - INFO - Epoch [22][760/792] lr: 3.750e-03, eta: 16:52:31, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8802, loss_cls: 1.2071, loss: 1.2071, grad_norm: 4.5678, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8295, loss/aux0: 0.8295 2020-10-17 23:50:02,746 - mmaction - INFO - Epoch [22][780/792] lr: 3.750e-03, eta: 16:51:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8828, loss_cls: 1.2533, loss: 1.2533, grad_norm: 4.4784, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.8118, loss/aux0: 0.8118 2020-10-17 23:50:03,177 - mmaction - INFO - Epoch [22][780/792] lr: 3.750e-03, eta: 16:52:12, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8828, loss_cls: 1.2533, loss: 1.2533, grad_norm: 4.4566, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8076, loss/aux0: 0.8076 2020-10-17 23:50:17,881 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-10-17 23:52:55,401 - mmaction - INFO - Epoch [23][20/792] lr: 3.750e-03, eta: 16:50:24, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8812, loss_cls: 1.1883, loss: 1.1883, grad_norm: 4.4203, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8166, loss/aux0: 0.8166 2020-10-17 23:52:55,827 - mmaction - INFO - Epoch [23][20/792] lr: 3.750e-03, eta: 16:50:59, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8812, loss_cls: 1.1883, loss: 1.1883, grad_norm: 4.4059, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-17 23:53:15,052 - mmaction - INFO - Epoch [23][40/792] lr: 3.750e-03, eta: 16:50:04, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8891, loss_cls: 1.1946, loss: 1.1946, grad_norm: 4.4192, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8411, loss/aux0: 0.8411 2020-10-17 23:53:15,479 - mmaction - INFO - Epoch [23][40/792] lr: 3.750e-03, eta: 16:50:39, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8891, loss_cls: 1.1946, loss: 1.1946, grad_norm: 4.4230, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8372, loss/aux0: 0.8372 2020-10-17 23:53:34,822 - mmaction - INFO - Epoch [23][60/792] lr: 3.750e-03, eta: 16:49:45, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8922, loss_cls: 1.1665, loss: 1.1665, grad_norm: 4.3389, top1_acc/aux0: 0.7827, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8156, loss/aux0: 0.8156 2020-10-17 23:53:35,251 - mmaction - INFO - Epoch [23][60/792] lr: 3.750e-03, eta: 16:50:20, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8922, loss_cls: 1.1665, loss: 1.1665, grad_norm: 4.3383, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8192, loss/aux0: 0.8192 2020-10-17 23:53:54,459 - mmaction - INFO - Epoch [23][80/792] lr: 3.750e-03, eta: 16:49:25, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8812, loss_cls: 1.1621, loss: 1.1621, grad_norm: 4.3710, top1_acc/aux0: 0.7868, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-17 23:53:54,885 - mmaction - INFO - Epoch [23][80/792] lr: 3.750e-03, eta: 16:50:00, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8812, loss_cls: 1.1621, loss: 1.1621, grad_norm: 4.3904, top1_acc/aux0: 0.7874, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7948, loss/aux0: 0.7948 2020-10-17 23:54:14,366 - mmaction - INFO - Epoch [23][100/792] lr: 3.750e-03, eta: 16:49:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8865, loss_cls: 1.1769, loss: 1.1769, grad_norm: 4.3148, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7777, loss/aux0: 0.7777 2020-10-17 23:54:14,787 - mmaction - INFO - Epoch [23][100/792] lr: 3.750e-03, eta: 16:49:41, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8865, loss_cls: 1.1769, loss: 1.1769, grad_norm: 4.2942, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7797, loss/aux0: 0.7797 2020-10-17 23:54:34,163 - mmaction - INFO - Epoch [23][120/792] lr: 3.750e-03, eta: 16:48:47, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8792, loss_cls: 1.2189, loss: 1.2189, grad_norm: 4.4607, top1_acc/aux0: 0.7864, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8232, loss/aux0: 0.8232 2020-10-17 23:54:34,596 - mmaction - INFO - Epoch [23][120/792] lr: 3.750e-03, eta: 16:49:22, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8792, loss_cls: 1.2189, loss: 1.2189, grad_norm: 4.4724, top1_acc/aux0: 0.7845, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8311, loss/aux0: 0.8311 2020-10-17 23:54:53,924 - mmaction - INFO - Epoch [23][140/792] lr: 3.750e-03, eta: 16:48:28, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8724, loss_cls: 1.2242, loss: 1.2242, grad_norm: 4.4240, top1_acc/aux0: 0.7793, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8321, loss/aux0: 0.8321 2020-10-17 23:54:54,339 - mmaction - INFO - Epoch [23][140/792] lr: 3.750e-03, eta: 16:49:02, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8724, loss_cls: 1.2242, loss: 1.2242, grad_norm: 4.3914, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8220, loss/aux0: 0.8220 2020-10-17 23:55:13,864 - mmaction - INFO - Epoch [23][160/792] lr: 3.750e-03, eta: 16:48:09, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8786, loss_cls: 1.2219, loss: 1.2219, grad_norm: 4.3678, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8037, loss/aux0: 0.8037 2020-10-17 23:55:14,295 - mmaction - INFO - Epoch [23][160/792] lr: 3.750e-03, eta: 16:48:43, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8786, loss_cls: 1.2219, loss: 1.2219, grad_norm: 4.3499, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8060, loss/aux0: 0.8060 2020-10-17 23:55:33,719 - mmaction - INFO - Epoch [23][180/792] lr: 3.750e-03, eta: 16:47:50, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8771, loss_cls: 1.1826, loss: 1.1826, grad_norm: 4.6605, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8310, loss/aux0: 0.8310 2020-10-17 23:55:34,132 - mmaction - INFO - Epoch [23][180/792] lr: 3.750e-03, eta: 16:48:25, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8771, loss_cls: 1.1826, loss: 1.1826, grad_norm: 4.6231, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9252, loss_cls/aux0: 0.8316, loss/aux0: 0.8316 2020-10-17 23:55:53,392 - mmaction - INFO - Epoch [23][200/792] lr: 3.750e-03, eta: 16:47:31, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8885, loss_cls: 1.1279, loss: 1.1279, grad_norm: 4.3504, top1_acc/aux0: 0.7814, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8123, loss/aux0: 0.8123 2020-10-17 23:55:53,846 - mmaction - INFO - Epoch [23][200/792] lr: 3.750e-03, eta: 16:48:05, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8885, loss_cls: 1.1279, loss: 1.1279, grad_norm: 4.3579, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8119, loss/aux0: 0.8119 2020-10-17 23:56:13,202 - mmaction - INFO - Epoch [23][220/792] lr: 3.750e-03, eta: 16:47:12, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8786, loss_cls: 1.2500, loss: 1.2500, grad_norm: 4.3845, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8078, loss/aux0: 0.8078 2020-10-17 23:56:13,623 - mmaction - INFO - Epoch [23][220/792] lr: 3.750e-03, eta: 16:47:46, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8786, loss_cls: 1.2500, loss: 1.2500, grad_norm: 4.4344, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8099, loss/aux0: 0.8099 2020-10-17 23:56:33,128 - mmaction - INFO - Epoch [23][240/792] lr: 3.750e-03, eta: 16:46:52, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8870, loss_cls: 1.1911, loss: 1.1911, grad_norm: 4.3653, top1_acc/aux0: 0.7822, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8330, loss/aux0: 0.8330 2020-10-17 23:56:33,555 - mmaction - INFO - Epoch [23][240/792] lr: 3.750e-03, eta: 16:47:27, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8870, loss_cls: 1.1911, loss: 1.1911, grad_norm: 4.3361, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8298, loss/aux0: 0.8298 2020-10-17 23:56:52,849 - mmaction - INFO - Epoch [23][260/792] lr: 3.750e-03, eta: 16:46:33, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8901, loss_cls: 1.1796, loss: 1.1796, grad_norm: 4.4340, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8106, loss/aux0: 0.8106 2020-10-17 23:56:53,256 - mmaction - INFO - Epoch [23][260/792] lr: 3.750e-03, eta: 16:47:08, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8901, loss_cls: 1.1796, loss: 1.1796, grad_norm: 4.4278, top1_acc/aux0: 0.7847, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8148, loss/aux0: 0.8148 2020-10-17 23:57:12,580 - mmaction - INFO - Epoch [23][280/792] lr: 3.750e-03, eta: 16:46:14, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8802, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.4218, top1_acc/aux0: 0.7881, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8090, loss/aux0: 0.8090 2020-10-17 23:57:13,008 - mmaction - INFO - Epoch [23][280/792] lr: 3.750e-03, eta: 16:46:48, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8802, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.3677, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7988, loss/aux0: 0.7988 2020-10-17 23:57:32,306 - mmaction - INFO - Epoch [23][300/792] lr: 3.750e-03, eta: 16:45:55, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1350, loss: 1.1350, grad_norm: 4.3596, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.8085, loss/aux0: 0.8085 2020-10-17 23:57:32,729 - mmaction - INFO - Epoch [23][300/792] lr: 3.750e-03, eta: 16:46:29, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1350, loss: 1.1350, grad_norm: 4.3172, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8161, loss/aux0: 0.8161 2020-10-17 23:57:52,037 - mmaction - INFO - Epoch [23][320/792] lr: 3.750e-03, eta: 16:45:35, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8948, loss_cls: 1.1167, loss: 1.1167, grad_norm: 4.4050, top1_acc/aux0: 0.7866, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8157, loss/aux0: 0.8157 2020-10-17 23:57:52,456 - mmaction - INFO - Epoch [23][320/792] lr: 3.750e-03, eta: 16:46:09, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8948, loss_cls: 1.1167, loss: 1.1167, grad_norm: 4.4036, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8133, loss/aux0: 0.8133 2020-10-17 23:58:11,842 - mmaction - INFO - Epoch [23][340/792] lr: 3.750e-03, eta: 16:45:16, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8880, loss_cls: 1.1854, loss: 1.1854, grad_norm: 4.4719, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8192, loss/aux0: 0.8192 2020-10-17 23:58:12,263 - mmaction - INFO - Epoch [23][340/792] lr: 3.750e-03, eta: 16:45:50, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8880, loss_cls: 1.1854, loss: 1.1854, grad_norm: 4.4731, top1_acc/aux0: 0.7832, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.8219, loss/aux0: 0.8219 2020-10-17 23:58:31,566 - mmaction - INFO - Epoch [23][360/792] lr: 3.750e-03, eta: 16:44:57, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8911, loss_cls: 1.1299, loss: 1.1299, grad_norm: 4.3747, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8052, loss/aux0: 0.8052 2020-10-17 23:58:31,988 - mmaction - INFO - Epoch [23][360/792] lr: 3.750e-03, eta: 16:45:31, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8911, loss_cls: 1.1299, loss: 1.1299, grad_norm: 4.2844, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7986, loss/aux0: 0.7986 2020-10-17 23:58:51,228 - mmaction - INFO - Epoch [23][380/792] lr: 3.750e-03, eta: 16:44:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8745, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.5218, top1_acc/aux0: 0.7821, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8420, loss/aux0: 0.8420 2020-10-17 23:58:51,646 - mmaction - INFO - Epoch [23][380/792] lr: 3.750e-03, eta: 16:45:11, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8745, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.4878, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8529, loss/aux0: 0.8529 2020-10-17 23:59:11,163 - mmaction - INFO - Epoch [23][400/792] lr: 3.750e-03, eta: 16:44:19, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8786, loss_cls: 1.2220, loss: 1.2220, grad_norm: 4.3370, top1_acc/aux0: 0.7834, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8281, loss/aux0: 0.8281 2020-10-17 23:59:11,571 - mmaction - INFO - Epoch [23][400/792] lr: 3.750e-03, eta: 16:44:53, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8786, loss_cls: 1.2220, loss: 1.2220, grad_norm: 4.3430, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8241, loss/aux0: 0.8241 2020-10-17 23:59:30,879 - mmaction - INFO - Epoch [23][420/792] lr: 3.750e-03, eta: 16:44:00, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8859, loss_cls: 1.1675, loss: 1.1675, grad_norm: 4.3998, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8243, loss/aux0: 0.8243 2020-10-17 23:59:31,294 - mmaction - INFO - Epoch [23][420/792] lr: 3.750e-03, eta: 16:44:33, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8859, loss_cls: 1.1675, loss: 1.1675, grad_norm: 4.4253, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8312, loss/aux0: 0.8312 2020-10-17 23:59:50,597 - mmaction - INFO - Epoch [23][440/792] lr: 3.750e-03, eta: 16:43:40, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8750, loss_cls: 1.2975, loss: 1.2975, grad_norm: 4.3689, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8143, loss/aux0: 0.8143 2020-10-17 23:59:51,009 - mmaction - INFO - Epoch [23][440/792] lr: 3.750e-03, eta: 16:44:14, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8750, loss_cls: 1.2975, loss: 1.2975, grad_norm: 4.3874, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.8058, loss/aux0: 0.8058 2020-10-18 00:00:15,766 - mmaction - INFO - Epoch [23][460/792] lr: 3.750e-03, eta: 16:43:39, time: 0.764, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8818, loss_cls: 1.2441, loss: 1.2441, grad_norm: 4.4833, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8652, loss/aux0: 0.8652 2020-10-18 00:00:16,369 - mmaction - INFO - Epoch [23][460/792] lr: 3.750e-03, eta: 16:44:32, time: 0.777, data_time: 0.014, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8818, loss_cls: 1.2441, loss: 1.2441, grad_norm: 4.4900, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9222, loss_cls/aux0: 0.8673, loss/aux0: 0.8673 2020-10-18 00:00:35,679 - mmaction - INFO - Epoch [23][480/792] lr: 3.750e-03, eta: 16:43:39, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8745, loss_cls: 1.2483, loss: 1.2483, grad_norm: 4.4524, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9261, loss_cls/aux0: 0.8234, loss/aux0: 0.8234 2020-10-18 00:00:36,113 - mmaction - INFO - Epoch [23][480/792] lr: 3.750e-03, eta: 16:44:13, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8745, loss_cls: 1.2483, loss: 1.2483, grad_norm: 4.4648, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8233, loss/aux0: 0.8233 2020-10-18 00:00:55,476 - mmaction - INFO - Epoch [23][500/792] lr: 3.750e-03, eta: 16:43:20, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8792, loss_cls: 1.2421, loss: 1.2421, grad_norm: 4.7739, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8133, loss/aux0: 0.8133 2020-10-18 00:00:55,895 - mmaction - INFO - Epoch [23][500/792] lr: 3.750e-03, eta: 16:43:54, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8792, loss_cls: 1.2421, loss: 1.2421, grad_norm: 4.8145, top1_acc/aux0: 0.7861, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8130, loss/aux0: 0.8130 2020-10-18 00:01:15,113 - mmaction - INFO - Epoch [23][520/792] lr: 3.750e-03, eta: 16:43:01, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8807, loss_cls: 1.2027, loss: 1.2027, grad_norm: 4.4826, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8230, loss/aux0: 0.8230 2020-10-18 00:01:15,545 - mmaction - INFO - Epoch [23][520/792] lr: 3.750e-03, eta: 16:43:34, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8807, loss_cls: 1.2027, loss: 1.2027, grad_norm: 4.4458, top1_acc/aux0: 0.7866, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8215, loss/aux0: 0.8215 2020-10-18 00:01:34,986 - mmaction - INFO - Epoch [23][540/792] lr: 3.750e-03, eta: 16:42:41, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8781, loss_cls: 1.2543, loss: 1.2543, grad_norm: 4.3559, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8321, loss/aux0: 0.8321 2020-10-18 00:01:35,404 - mmaction - INFO - Epoch [23][540/792] lr: 3.750e-03, eta: 16:43:15, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8781, loss_cls: 1.2543, loss: 1.2543, grad_norm: 4.3616, top1_acc/aux0: 0.7819, top5_acc/aux0: 0.9251, loss_cls/aux0: 0.8314, loss/aux0: 0.8314 2020-10-18 00:01:54,726 - mmaction - INFO - Epoch [23][560/792] lr: 3.750e-03, eta: 16:42:22, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8818, loss_cls: 1.2399, loss: 1.2399, grad_norm: 4.3771, top1_acc/aux0: 0.7819, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8356, loss/aux0: 0.8356 2020-10-18 00:01:55,178 - mmaction - INFO - Epoch [23][560/792] lr: 3.750e-03, eta: 16:42:56, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8818, loss_cls: 1.2399, loss: 1.2399, grad_norm: 4.4067, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8399, loss/aux0: 0.8399 2020-10-18 00:02:14,595 - mmaction - INFO - Epoch [23][580/792] lr: 3.750e-03, eta: 16:42:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8911, loss_cls: 1.1627, loss: 1.1627, grad_norm: 4.3272, top1_acc/aux0: 0.7814, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8249, loss/aux0: 0.8249 2020-10-18 00:02:15,025 - mmaction - INFO - Epoch [23][580/792] lr: 3.750e-03, eta: 16:42:37, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8911, loss_cls: 1.1627, loss: 1.1627, grad_norm: 4.3205, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8199, loss/aux0: 0.8199 2020-10-18 00:02:34,297 - mmaction - INFO - Epoch [23][600/792] lr: 3.750e-03, eta: 16:41:44, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8797, loss_cls: 1.2236, loss: 1.2236, grad_norm: 4.3931, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8145, loss/aux0: 0.8145 2020-10-18 00:02:34,721 - mmaction - INFO - Epoch [23][600/792] lr: 3.750e-03, eta: 16:42:17, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8797, loss_cls: 1.2236, loss: 1.2236, grad_norm: 4.3844, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8153, loss/aux0: 0.8153 2020-10-18 00:02:54,036 - mmaction - INFO - Epoch [23][620/792] lr: 3.750e-03, eta: 16:41:24, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8844, loss_cls: 1.1621, loss: 1.1621, grad_norm: 4.3584, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8303, loss/aux0: 0.8303 2020-10-18 00:02:54,459 - mmaction - INFO - Epoch [23][620/792] lr: 3.750e-03, eta: 16:41:58, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8844, loss_cls: 1.1621, loss: 1.1621, grad_norm: 4.3515, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8307, loss/aux0: 0.8307 2020-10-18 00:03:13,866 - mmaction - INFO - Epoch [23][640/792] lr: 3.750e-03, eta: 16:41:05, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.2242, loss: 1.2242, grad_norm: 4.9759, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8315, loss/aux0: 0.8315 2020-10-18 00:03:14,285 - mmaction - INFO - Epoch [23][640/792] lr: 3.750e-03, eta: 16:41:38, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.2242, loss: 1.2242, grad_norm: 5.0299, top1_acc/aux0: 0.7835, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8332, loss/aux0: 0.8332 2020-10-18 00:03:33,529 - mmaction - INFO - Epoch [23][660/792] lr: 3.750e-03, eta: 16:40:46, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8927, loss_cls: 1.1484, loss: 1.1484, grad_norm: 4.3337, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8138, loss/aux0: 0.8138 2020-10-18 00:03:33,962 - mmaction - INFO - Epoch [23][660/792] lr: 3.750e-03, eta: 16:41:19, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8927, loss_cls: 1.1484, loss: 1.1484, grad_norm: 4.3149, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8132, loss/aux0: 0.8132 2020-10-18 00:03:53,372 - mmaction - INFO - Epoch [23][680/792] lr: 3.750e-03, eta: 16:40:26, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8708, loss_cls: 1.2283, loss: 1.2283, grad_norm: 4.3922, top1_acc/aux0: 0.7900, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8007, loss/aux0: 0.8007 2020-10-18 00:03:53,799 - mmaction - INFO - Epoch [23][680/792] lr: 3.750e-03, eta: 16:41:00, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8708, loss_cls: 1.2283, loss: 1.2283, grad_norm: 4.4188, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8054, loss/aux0: 0.8054 2020-10-18 00:04:13,170 - mmaction - INFO - Epoch [23][700/792] lr: 3.750e-03, eta: 16:40:08, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8724, loss_cls: 1.2266, loss: 1.2266, grad_norm: 4.4343, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7996, loss/aux0: 0.7996 2020-10-18 00:04:13,595 - mmaction - INFO - Epoch [23][700/792] lr: 3.750e-03, eta: 16:40:41, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8724, loss_cls: 1.2266, loss: 1.2266, grad_norm: 4.4206, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7939, loss/aux0: 0.7939 2020-10-18 00:04:32,925 - mmaction - INFO - Epoch [23][720/792] lr: 3.750e-03, eta: 16:39:49, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8823, loss_cls: 1.2448, loss: 1.2448, grad_norm: 4.4360, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8234, loss/aux0: 0.8234 2020-10-18 00:04:33,332 - mmaction - INFO - Epoch [23][720/792] lr: 3.750e-03, eta: 16:40:22, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8823, loss_cls: 1.2448, loss: 1.2448, grad_norm: 4.4948, top1_acc/aux0: 0.7829, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8298, loss/aux0: 0.8298 2020-10-18 00:04:52,580 - mmaction - INFO - Epoch [23][740/792] lr: 3.750e-03, eta: 16:39:30, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8901, loss_cls: 1.1919, loss: 1.1919, grad_norm: 4.4303, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8064, loss/aux0: 0.8064 2020-10-18 00:04:53,012 - mmaction - INFO - Epoch [23][740/792] lr: 3.750e-03, eta: 16:40:03, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8901, loss_cls: 1.1919, loss: 1.1919, grad_norm: 4.4361, top1_acc/aux0: 0.7864, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8021, loss/aux0: 0.8021 2020-10-18 00:05:12,255 - mmaction - INFO - Epoch [23][760/792] lr: 3.750e-03, eta: 16:39:10, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8854, loss_cls: 1.1876, loss: 1.1876, grad_norm: 4.3596, top1_acc/aux0: 0.7866, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8176, loss/aux0: 0.8176 2020-10-18 00:05:12,673 - mmaction - INFO - Epoch [23][760/792] lr: 3.750e-03, eta: 16:39:43, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8854, loss_cls: 1.1876, loss: 1.1876, grad_norm: 4.3553, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8145, loss/aux0: 0.8145 2020-10-18 00:05:31,964 - mmaction - INFO - Epoch [23][780/792] lr: 3.750e-03, eta: 16:38:51, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8729, loss_cls: 1.2666, loss: 1.2666, grad_norm: 4.4227, top1_acc/aux0: 0.7830, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8401, loss/aux0: 0.8401 2020-10-18 00:05:32,380 - mmaction - INFO - Epoch [23][780/792] lr: 3.750e-03, eta: 16:39:24, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8729, loss_cls: 1.2666, loss: 1.2666, grad_norm: 4.4124, top1_acc/aux0: 0.7821, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8430, loss/aux0: 0.8430 2020-10-18 00:05:50,291 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-10-18 00:08:58,101 - mmaction - INFO - Epoch [24][20/792] lr: 3.750e-03, eta: 16:37:40, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9068, loss_cls: 1.0718, loss: 1.0718, grad_norm: 4.2388, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8078, loss/aux0: 0.8078 2020-10-18 00:08:58,511 - mmaction - INFO - Epoch [24][20/792] lr: 3.750e-03, eta: 16:38:13, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9068, loss_cls: 1.0718, loss: 1.0718, grad_norm: 4.2595, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8082, loss/aux0: 0.8082 2020-10-18 00:09:17,782 - mmaction - INFO - Epoch [24][40/792] lr: 3.750e-03, eta: 16:37:20, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8729, loss_cls: 1.2234, loss: 1.2234, grad_norm: 4.4419, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-18 00:09:18,242 - mmaction - INFO - Epoch [24][40/792] lr: 3.750e-03, eta: 16:37:53, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8729, loss_cls: 1.2234, loss: 1.2234, grad_norm: 4.4135, top1_acc/aux0: 0.7835, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8244, loss/aux0: 0.8244 2020-10-18 00:09:37,627 - mmaction - INFO - Epoch [24][60/792] lr: 3.750e-03, eta: 16:37:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1569, loss: 1.1569, grad_norm: 4.2968, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7849, loss/aux0: 0.7849 2020-10-18 00:09:38,060 - mmaction - INFO - Epoch [24][60/792] lr: 3.750e-03, eta: 16:37:35, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1569, loss: 1.1569, grad_norm: 4.3356, top1_acc/aux0: 0.7928, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-18 00:09:57,375 - mmaction - INFO - Epoch [24][80/792] lr: 3.750e-03, eta: 16:36:42, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8969, loss_cls: 1.1032, loss: 1.1032, grad_norm: 4.3797, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8276, loss/aux0: 0.8276 2020-10-18 00:09:57,806 - mmaction - INFO - Epoch [24][80/792] lr: 3.750e-03, eta: 16:37:15, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8969, loss_cls: 1.1032, loss: 1.1032, grad_norm: 4.3621, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8204, loss/aux0: 0.8204 2020-10-18 00:10:17,194 - mmaction - INFO - Epoch [24][100/792] lr: 3.750e-03, eta: 16:36:23, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8880, loss_cls: 1.1839, loss: 1.1839, grad_norm: 4.3305, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8115, loss/aux0: 0.8115 2020-10-18 00:10:17,596 - mmaction - INFO - Epoch [24][100/792] lr: 3.750e-03, eta: 16:36:56, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8880, loss_cls: 1.1839, loss: 1.1839, grad_norm: 4.3200, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8139, loss/aux0: 0.8139 2020-10-18 00:10:37,008 - mmaction - INFO - Epoch [24][120/792] lr: 3.750e-03, eta: 16:36:03, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8870, loss_cls: 1.1560, loss: 1.1560, grad_norm: 4.3645, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8216, loss/aux0: 0.8216 2020-10-18 00:10:37,424 - mmaction - INFO - Epoch [24][120/792] lr: 3.750e-03, eta: 16:36:36, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8870, loss_cls: 1.1560, loss: 1.1560, grad_norm: 4.3683, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8199, loss/aux0: 0.8199 2020-10-18 00:10:57,042 - mmaction - INFO - Epoch [24][140/792] lr: 3.750e-03, eta: 16:35:45, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8776, loss_cls: 1.2012, loss: 1.2012, grad_norm: 4.4684, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8272, loss/aux0: 0.8272 2020-10-18 00:10:57,450 - mmaction - INFO - Epoch [24][140/792] lr: 3.750e-03, eta: 16:36:18, time: 0.505, data_time: 0.001, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8776, loss_cls: 1.2012, loss: 1.2012, grad_norm: 4.4951, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8292, loss/aux0: 0.8292 2020-10-18 00:11:16,785 - mmaction - INFO - Epoch [24][160/792] lr: 3.750e-03, eta: 16:35:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1328, loss: 1.1328, grad_norm: 4.5531, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8353, loss/aux0: 0.8353 2020-10-18 00:11:17,213 - mmaction - INFO - Epoch [24][160/792] lr: 3.750e-03, eta: 16:35:59, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1328, loss: 1.1328, grad_norm: 4.5559, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.8417, loss/aux0: 0.8417 2020-10-18 00:11:36,453 - mmaction - INFO - Epoch [24][180/792] lr: 3.750e-03, eta: 16:35:07, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8833, loss_cls: 1.1682, loss: 1.1682, grad_norm: 4.3773, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8322, loss/aux0: 0.8322 2020-10-18 00:11:36,887 - mmaction - INFO - Epoch [24][180/792] lr: 3.750e-03, eta: 16:35:40, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8833, loss_cls: 1.1682, loss: 1.1682, grad_norm: 4.4008, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8255, loss/aux0: 0.8255 2020-10-18 00:11:56,280 - mmaction - INFO - Epoch [24][200/792] lr: 3.750e-03, eta: 16:34:48, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8859, loss_cls: 1.1743, loss: 1.1743, grad_norm: 4.4117, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8295, loss/aux0: 0.8295 2020-10-18 00:11:56,686 - mmaction - INFO - Epoch [24][200/792] lr: 3.750e-03, eta: 16:35:21, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8859, loss_cls: 1.1743, loss: 1.1743, grad_norm: 4.3966, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8305, loss/aux0: 0.8305 2020-10-18 00:12:16,190 - mmaction - INFO - Epoch [24][220/792] lr: 3.750e-03, eta: 16:34:29, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8969, loss_cls: 1.1692, loss: 1.1692, grad_norm: 4.3280, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7918, loss/aux0: 0.7918 2020-10-18 00:12:16,641 - mmaction - INFO - Epoch [24][220/792] lr: 3.750e-03, eta: 16:35:02, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8969, loss_cls: 1.1692, loss: 1.1692, grad_norm: 4.3271, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7866, loss/aux0: 0.7866 2020-10-18 00:12:36,036 - mmaction - INFO - Epoch [24][240/792] lr: 3.750e-03, eta: 16:34:10, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.6937, top5_acc: 0.8885, loss_cls: 1.1705, loss: 1.1705, grad_norm: 4.4715, top1_acc/aux0: 0.7783, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8223, loss/aux0: 0.8223 2020-10-18 00:12:36,453 - mmaction - INFO - Epoch [24][240/792] lr: 3.750e-03, eta: 16:34:42, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.6937, top5_acc: 0.8885, loss_cls: 1.1705, loss: 1.1705, grad_norm: 4.4569, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8281, loss/aux0: 0.8281 2020-10-18 00:12:56,040 - mmaction - INFO - Epoch [24][260/792] lr: 3.750e-03, eta: 16:33:51, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.2236, loss: 1.2236, grad_norm: 4.3835, top1_acc/aux0: 0.7889, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8008, loss/aux0: 0.8008 2020-10-18 00:12:56,464 - mmaction - INFO - Epoch [24][260/792] lr: 3.750e-03, eta: 16:34:24, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.2236, loss: 1.2236, grad_norm: 4.3999, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-18 00:13:15,762 - mmaction - INFO - Epoch [24][280/792] lr: 3.750e-03, eta: 16:33:33, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8776, loss_cls: 1.2129, loss: 1.2129, grad_norm: 4.3158, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8067, loss/aux0: 0.8067 2020-10-18 00:13:16,168 - mmaction - INFO - Epoch [24][280/792] lr: 3.750e-03, eta: 16:34:05, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8776, loss_cls: 1.2129, loss: 1.2129, grad_norm: 4.3378, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8117, loss/aux0: 0.8117 2020-10-18 00:13:35,425 - mmaction - INFO - Epoch [24][300/792] lr: 3.750e-03, eta: 16:33:13, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8724, loss_cls: 1.2507, loss: 1.2507, grad_norm: 4.3714, top1_acc/aux0: 0.7801, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8270, loss/aux0: 0.8270 2020-10-18 00:13:35,847 - mmaction - INFO - Epoch [24][300/792] lr: 3.750e-03, eta: 16:33:45, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8724, loss_cls: 1.2507, loss: 1.2507, grad_norm: 4.3737, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8185, loss/aux0: 0.8185 2020-10-18 00:13:55,397 - mmaction - INFO - Epoch [24][320/792] lr: 3.750e-03, eta: 16:32:54, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8844, loss_cls: 1.1869, loss: 1.1869, grad_norm: 4.2901, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.8107, loss/aux0: 0.8107 2020-10-18 00:13:55,815 - mmaction - INFO - Epoch [24][320/792] lr: 3.750e-03, eta: 16:33:27, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8844, loss_cls: 1.1869, loss: 1.1869, grad_norm: 4.3325, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8108, loss/aux0: 0.8108 2020-10-18 00:14:15,403 - mmaction - INFO - Epoch [24][340/792] lr: 3.750e-03, eta: 16:32:36, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.1997, loss: 1.1997, grad_norm: 4.5384, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8131, loss/aux0: 0.8131 2020-10-18 00:14:15,812 - mmaction - INFO - Epoch [24][340/792] lr: 3.750e-03, eta: 16:33:09, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.1997, loss: 1.1997, grad_norm: 4.5343, top1_acc/aux0: 0.7869, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8108, loss/aux0: 0.8108 2020-10-18 00:14:35,167 - mmaction - INFO - Epoch [24][360/792] lr: 3.750e-03, eta: 16:32:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8922, loss_cls: 1.1219, loss: 1.1219, grad_norm: 4.3872, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7988, loss/aux0: 0.7988 2020-10-18 00:14:35,599 - mmaction - INFO - Epoch [24][360/792] lr: 3.750e-03, eta: 16:32:50, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8922, loss_cls: 1.1219, loss: 1.1219, grad_norm: 4.3709, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7965, loss/aux0: 0.7965 2020-10-18 00:14:54,886 - mmaction - INFO - Epoch [24][380/792] lr: 3.750e-03, eta: 16:31:58, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6937, top5_acc: 0.8870, loss_cls: 1.1935, loss: 1.1935, grad_norm: 4.4161, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8090, loss/aux0: 0.8090 2020-10-18 00:14:55,307 - mmaction - INFO - Epoch [24][380/792] lr: 3.750e-03, eta: 16:32:30, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6937, top5_acc: 0.8870, loss_cls: 1.1935, loss: 1.1935, grad_norm: 4.3866, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8134, loss/aux0: 0.8134 2020-10-18 00:15:14,674 - mmaction - INFO - Epoch [24][400/792] lr: 3.750e-03, eta: 16:31:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8786, loss_cls: 1.2165, loss: 1.2165, grad_norm: 4.4409, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8102, loss/aux0: 0.8102 2020-10-18 00:15:15,085 - mmaction - INFO - Epoch [24][400/792] lr: 3.750e-03, eta: 16:32:11, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8786, loss_cls: 1.2165, loss: 1.2165, grad_norm: 4.4175, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8130, loss/aux0: 0.8130 2020-10-18 00:15:34,517 - mmaction - INFO - Epoch [24][420/792] lr: 3.750e-03, eta: 16:31:20, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8927, loss_cls: 1.1173, loss: 1.1173, grad_norm: 4.4020, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8174, loss/aux0: 0.8174 2020-10-18 00:15:34,942 - mmaction - INFO - Epoch [24][420/792] lr: 3.750e-03, eta: 16:31:53, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8927, loss_cls: 1.1173, loss: 1.1173, grad_norm: 4.3762, top1_acc/aux0: 0.7861, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8142, loss/aux0: 0.8142 2020-10-18 00:15:54,164 - mmaction - INFO - Epoch [24][440/792] lr: 3.750e-03, eta: 16:31:01, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8911, loss_cls: 1.1517, loss: 1.1517, grad_norm: 4.2494, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7991, loss/aux0: 0.7991 2020-10-18 00:15:54,603 - mmaction - INFO - Epoch [24][440/792] lr: 3.750e-03, eta: 16:31:33, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8911, loss_cls: 1.1517, loss: 1.1517, grad_norm: 4.2717, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8017, loss/aux0: 0.8017 2020-10-18 00:16:14,109 - mmaction - INFO - Epoch [24][460/792] lr: 3.750e-03, eta: 16:30:42, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8990, loss_cls: 1.1510, loss: 1.1510, grad_norm: 4.5898, top1_acc/aux0: 0.7777, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8178, loss/aux0: 0.8178 2020-10-18 00:16:14,517 - mmaction - INFO - Epoch [24][460/792] lr: 3.750e-03, eta: 16:31:14, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8990, loss_cls: 1.1510, loss: 1.1510, grad_norm: 4.5964, top1_acc/aux0: 0.7787, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8148, loss/aux0: 0.8148 2020-10-18 00:16:33,974 - mmaction - INFO - Epoch [24][480/792] lr: 3.750e-03, eta: 16:30:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8818, loss_cls: 1.2103, loss: 1.2103, grad_norm: 4.4489, top1_acc/aux0: 0.7801, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8287, loss/aux0: 0.8287 2020-10-18 00:16:34,389 - mmaction - INFO - Epoch [24][480/792] lr: 3.750e-03, eta: 16:30:55, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8818, loss_cls: 1.2103, loss: 1.2103, grad_norm: 4.4573, top1_acc/aux0: 0.7793, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8307, loss/aux0: 0.8307 2020-10-18 00:16:53,843 - mmaction - INFO - Epoch [24][500/792] lr: 3.750e-03, eta: 16:30:03, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8969, loss_cls: 1.1291, loss: 1.1291, grad_norm: 4.3840, top1_acc/aux0: 0.7838, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8063, loss/aux0: 0.8063 2020-10-18 00:16:54,251 - mmaction - INFO - Epoch [24][500/792] lr: 3.750e-03, eta: 16:30:35, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8969, loss_cls: 1.1291, loss: 1.1291, grad_norm: 4.3711, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-18 00:17:13,570 - mmaction - INFO - Epoch [24][520/792] lr: 3.750e-03, eta: 16:29:44, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8766, loss_cls: 1.2117, loss: 1.2117, grad_norm: 4.3294, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8035, loss/aux0: 0.8035 2020-10-18 00:17:13,981 - mmaction - INFO - Epoch [24][520/792] lr: 3.750e-03, eta: 16:30:16, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8766, loss_cls: 1.2117, loss: 1.2117, grad_norm: 4.3323, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-18 00:17:33,338 - mmaction - INFO - Epoch [24][540/792] lr: 3.750e-03, eta: 16:29:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8859, loss_cls: 1.1774, loss: 1.1774, grad_norm: 4.3600, top1_acc/aux0: 0.7882, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-18 00:17:33,761 - mmaction - INFO - Epoch [24][540/792] lr: 3.750e-03, eta: 16:29:57, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8859, loss_cls: 1.1774, loss: 1.1774, grad_norm: 4.3456, top1_acc/aux0: 0.7882, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-18 00:17:53,078 - mmaction - INFO - Epoch [24][560/792] lr: 3.750e-03, eta: 16:29:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8776, loss_cls: 1.2097, loss: 1.2097, grad_norm: 4.4597, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8033, loss/aux0: 0.8033 2020-10-18 00:17:53,500 - mmaction - INFO - Epoch [24][560/792] lr: 3.750e-03, eta: 16:29:38, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8776, loss_cls: 1.2097, loss: 1.2097, grad_norm: 4.4385, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8001, loss/aux0: 0.8001 2020-10-18 00:18:12,761 - mmaction - INFO - Epoch [24][580/792] lr: 3.750e-03, eta: 16:28:47, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8776, loss_cls: 1.1987, loss: 1.1987, grad_norm: 4.4447, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8402, loss/aux0: 0.8402 2020-10-18 00:18:13,256 - mmaction - INFO - Epoch [24][580/792] lr: 3.750e-03, eta: 16:29:19, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8776, loss_cls: 1.1987, loss: 1.1987, grad_norm: 4.4395, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8440, loss/aux0: 0.8440 2020-10-18 00:18:32,738 - mmaction - INFO - Epoch [24][600/792] lr: 3.750e-03, eta: 16:28:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8667, loss_cls: 1.2668, loss: 1.2668, grad_norm: 4.4465, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-18 00:18:33,170 - mmaction - INFO - Epoch [24][600/792] lr: 3.750e-03, eta: 16:29:00, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8667, loss_cls: 1.2668, loss: 1.2668, grad_norm: 4.4745, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8324, loss/aux0: 0.8324 2020-10-18 00:18:52,446 - mmaction - INFO - Epoch [24][620/792] lr: 3.750e-03, eta: 16:28:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8865, loss_cls: 1.1632, loss: 1.1632, grad_norm: 4.4232, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8254, loss/aux0: 0.8254 2020-10-18 00:18:52,877 - mmaction - INFO - Epoch [24][620/792] lr: 3.750e-03, eta: 16:28:41, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8865, loss_cls: 1.1632, loss: 1.1632, grad_norm: 4.3768, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8229, loss/aux0: 0.8229 2020-10-18 00:19:12,193 - mmaction - INFO - Epoch [24][640/792] lr: 3.750e-03, eta: 16:27:50, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8885, loss_cls: 1.2142, loss: 1.2142, grad_norm: 4.3395, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8292, loss/aux0: 0.8292 2020-10-18 00:19:12,624 - mmaction - INFO - Epoch [24][640/792] lr: 3.750e-03, eta: 16:28:21, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8885, loss_cls: 1.2142, loss: 1.2142, grad_norm: 4.3697, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9226, loss_cls/aux0: 0.8326, loss/aux0: 0.8326 2020-10-18 00:19:32,019 - mmaction - INFO - Epoch [24][660/792] lr: 3.750e-03, eta: 16:27:30, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8896, loss_cls: 1.1593, loss: 1.1593, grad_norm: 4.3932, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8276, loss/aux0: 0.8276 2020-10-18 00:19:32,442 - mmaction - INFO - Epoch [24][660/792] lr: 3.750e-03, eta: 16:28:02, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8896, loss_cls: 1.1593, loss: 1.1593, grad_norm: 4.3575, top1_acc/aux0: 0.7858, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8215, loss/aux0: 0.8215 2020-10-18 00:19:52,012 - mmaction - INFO - Epoch [24][680/792] lr: 3.750e-03, eta: 16:27:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8823, loss_cls: 1.1739, loss: 1.1739, grad_norm: 4.3992, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7976, loss/aux0: 0.7976 2020-10-18 00:19:52,438 - mmaction - INFO - Epoch [24][680/792] lr: 3.750e-03, eta: 16:27:43, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8823, loss_cls: 1.1739, loss: 1.1739, grad_norm: 4.4112, top1_acc/aux0: 0.7866, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7972, loss/aux0: 0.7972 2020-10-18 00:20:11,704 - mmaction - INFO - Epoch [24][700/792] lr: 3.750e-03, eta: 16:26:52, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8937, loss_cls: 1.1592, loss: 1.1592, grad_norm: 4.4147, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7870, loss/aux0: 0.7870 2020-10-18 00:20:12,119 - mmaction - INFO - Epoch [24][700/792] lr: 3.750e-03, eta: 16:27:23, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8937, loss_cls: 1.1592, loss: 1.1592, grad_norm: 4.4155, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7973, loss/aux0: 0.7973 2020-10-18 00:20:31,304 - mmaction - INFO - Epoch [24][720/792] lr: 3.750e-03, eta: 16:26:32, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7135, top5_acc: 0.9010, loss_cls: 1.1088, loss: 1.1088, grad_norm: 4.3819, top1_acc/aux0: 0.7847, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.8003, loss/aux0: 0.8003 2020-10-18 00:20:31,716 - mmaction - INFO - Epoch [24][720/792] lr: 3.750e-03, eta: 16:27:04, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7135, top5_acc: 0.9010, loss_cls: 1.1088, loss: 1.1088, grad_norm: 4.3696, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7953, loss/aux0: 0.7953 2020-10-18 00:20:50,999 - mmaction - INFO - Epoch [24][740/792] lr: 3.750e-03, eta: 16:26:13, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8813, loss_cls: 1.1941, loss: 1.1941, grad_norm: 4.3287, top1_acc/aux0: 0.7882, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7939, loss/aux0: 0.7939 2020-10-18 00:20:51,428 - mmaction - INFO - Epoch [24][740/792] lr: 3.750e-03, eta: 16:26:44, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8813, loss_cls: 1.1941, loss: 1.1941, grad_norm: 4.3700, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8013, loss/aux0: 0.8013 2020-10-18 00:21:10,940 - mmaction - INFO - Epoch [24][760/792] lr: 3.750e-03, eta: 16:25:54, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8922, loss_cls: 1.1392, loss: 1.1392, grad_norm: 4.2818, top1_acc/aux0: 0.7803, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8221, loss/aux0: 0.8221 2020-10-18 00:21:11,351 - mmaction - INFO - Epoch [24][760/792] lr: 3.750e-03, eta: 16:26:25, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8922, loss_cls: 1.1392, loss: 1.1392, grad_norm: 4.2750, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.8125, loss/aux0: 0.8125 2020-10-18 00:21:30,715 - mmaction - INFO - Epoch [24][780/792] lr: 3.750e-03, eta: 16:25:34, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8812, loss_cls: 1.2059, loss: 1.2059, grad_norm: 4.7812, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8040, loss/aux0: 0.8040 2020-10-18 00:21:31,128 - mmaction - INFO - Epoch [24][780/792] lr: 3.750e-03, eta: 16:26:06, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8812, loss_cls: 1.2059, loss: 1.2059, grad_norm: 4.9009, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-18 00:21:45,139 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-18 00:24:46,421 - mmaction - INFO - Epoch [25][20/792] lr: 3.750e-03, eta: 16:24:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7135, top5_acc: 0.8911, loss_cls: 1.1426, loss: 1.1426, grad_norm: 4.3520, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-18 00:24:46,829 - mmaction - INFO - Epoch [25][20/792] lr: 3.750e-03, eta: 16:24:58, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7135, top5_acc: 0.8911, loss_cls: 1.1426, loss: 1.1426, grad_norm: 4.3674, top1_acc/aux0: 0.7840, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8013, loss/aux0: 0.8013 2020-10-18 00:25:06,199 - mmaction - INFO - Epoch [25][40/792] lr: 3.750e-03, eta: 16:24:07, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8906, loss_cls: 1.1512, loss: 1.1512, grad_norm: 4.4309, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9251, loss_cls/aux0: 0.8240, loss/aux0: 0.8240 2020-10-18 00:25:06,612 - mmaction - INFO - Epoch [25][40/792] lr: 3.750e-03, eta: 16:24:38, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8906, loss_cls: 1.1512, loss: 1.1512, grad_norm: 4.3486, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.8201, loss/aux0: 0.8201 2020-10-18 00:25:25,743 - mmaction - INFO - Epoch [25][60/792] lr: 3.750e-03, eta: 16:23:47, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8849, loss_cls: 1.1755, loss: 1.1755, grad_norm: 4.3844, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7956, loss/aux0: 0.7956 2020-10-18 00:25:26,161 - mmaction - INFO - Epoch [25][60/792] lr: 3.750e-03, eta: 16:24:18, time: 0.489, data_time: 0.001, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8849, loss_cls: 1.1755, loss: 1.1755, grad_norm: 4.3824, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-18 00:25:45,359 - mmaction - INFO - Epoch [25][80/792] lr: 3.750e-03, eta: 16:23:27, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8901, loss_cls: 1.1700, loss: 1.1700, grad_norm: 4.4572, top1_acc/aux0: 0.7811, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8336, loss/aux0: 0.8336 2020-10-18 00:25:45,783 - mmaction - INFO - Epoch [25][80/792] lr: 3.750e-03, eta: 16:23:58, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8901, loss_cls: 1.1700, loss: 1.1700, grad_norm: 4.4318, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8298, loss/aux0: 0.8298 2020-10-18 00:26:05,109 - mmaction - INFO - Epoch [25][100/792] lr: 3.750e-03, eta: 16:23:08, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8979, loss_cls: 1.1138, loss: 1.1138, grad_norm: 4.2883, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7761, loss/aux0: 0.7761 2020-10-18 00:26:05,526 - mmaction - INFO - Epoch [25][100/792] lr: 3.750e-03, eta: 16:23:39, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8979, loss_cls: 1.1138, loss: 1.1138, grad_norm: 4.3232, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7758, loss/aux0: 0.7758 2020-10-18 00:26:25,083 - mmaction - INFO - Epoch [25][120/792] lr: 3.750e-03, eta: 16:22:49, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8995, loss_cls: 1.1015, loss: 1.1015, grad_norm: 4.3801, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8158, loss/aux0: 0.8158 2020-10-18 00:26:25,497 - mmaction - INFO - Epoch [25][120/792] lr: 3.750e-03, eta: 16:23:21, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8995, loss_cls: 1.1015, loss: 1.1015, grad_norm: 4.3828, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8178, loss/aux0: 0.8178 2020-10-18 00:26:44,846 - mmaction - INFO - Epoch [25][140/792] lr: 3.750e-03, eta: 16:22:30, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7187, top5_acc: 0.8875, loss_cls: 1.1136, loss: 1.1136, grad_norm: 4.2672, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-18 00:26:45,262 - mmaction - INFO - Epoch [25][140/792] lr: 3.750e-03, eta: 16:23:01, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7187, top5_acc: 0.8875, loss_cls: 1.1136, loss: 1.1136, grad_norm: 4.2771, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.8027, loss/aux0: 0.8027 2020-10-18 00:27:04,657 - mmaction - INFO - Epoch [25][160/792] lr: 3.750e-03, eta: 16:22:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8880, loss_cls: 1.1404, loss: 1.1404, grad_norm: 4.3719, top1_acc/aux0: 0.7803, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8379, loss/aux0: 0.8379 2020-10-18 00:27:05,078 - mmaction - INFO - Epoch [25][160/792] lr: 3.750e-03, eta: 16:22:43, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8880, loss_cls: 1.1404, loss: 1.1404, grad_norm: 4.3250, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9251, loss_cls/aux0: 0.8332, loss/aux0: 0.8332 2020-10-18 00:27:24,323 - mmaction - INFO - Epoch [25][180/792] lr: 3.750e-03, eta: 16:21:52, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8885, loss_cls: 1.1858, loss: 1.1858, grad_norm: 4.5485, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8098, loss/aux0: 0.8098 2020-10-18 00:27:24,743 - mmaction - INFO - Epoch [25][180/792] lr: 3.750e-03, eta: 16:22:23, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8885, loss_cls: 1.1858, loss: 1.1858, grad_norm: 4.5484, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8071, loss/aux0: 0.8071 2020-10-18 00:27:44,192 - mmaction - INFO - Epoch [25][200/792] lr: 3.750e-03, eta: 16:21:33, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8943, loss_cls: 1.1644, loss: 1.1644, grad_norm: 4.3507, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7847, loss/aux0: 0.7847 2020-10-18 00:27:44,609 - mmaction - INFO - Epoch [25][200/792] lr: 3.750e-03, eta: 16:22:04, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8943, loss_cls: 1.1644, loss: 1.1644, grad_norm: 4.3600, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7932, loss/aux0: 0.7932 2020-10-18 00:28:03,942 - mmaction - INFO - Epoch [25][220/792] lr: 3.750e-03, eta: 16:21:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8974, loss_cls: 1.0995, loss: 1.0995, grad_norm: 4.3144, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8180, loss/aux0: 0.8180 2020-10-18 00:28:04,360 - mmaction - INFO - Epoch [25][220/792] lr: 3.750e-03, eta: 16:21:45, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8974, loss_cls: 1.0995, loss: 1.0995, grad_norm: 4.2856, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8153, loss/aux0: 0.8153 2020-10-18 00:28:23,725 - mmaction - INFO - Epoch [25][240/792] lr: 3.750e-03, eta: 16:20:55, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8771, loss_cls: 1.2078, loss: 1.2078, grad_norm: 4.3724, top1_acc/aux0: 0.7879, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8210, loss/aux0: 0.8210 2020-10-18 00:28:24,158 - mmaction - INFO - Epoch [25][240/792] lr: 3.750e-03, eta: 16:21:26, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8771, loss_cls: 1.2078, loss: 1.2078, grad_norm: 4.3503, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8222, loss/aux0: 0.8222 2020-10-18 00:28:43,661 - mmaction - INFO - Epoch [25][260/792] lr: 3.750e-03, eta: 16:20:36, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7036, top5_acc: 0.8984, loss_cls: 1.1514, loss: 1.1514, grad_norm: 4.3205, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-18 00:28:44,073 - mmaction - INFO - Epoch [25][260/792] lr: 3.750e-03, eta: 16:21:06, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7036, top5_acc: 0.8984, loss_cls: 1.1514, loss: 1.1514, grad_norm: 4.2853, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.8085, loss/aux0: 0.8085 2020-10-18 00:29:03,512 - mmaction - INFO - Epoch [25][280/792] lr: 3.750e-03, eta: 16:20:17, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8891, loss_cls: 1.1529, loss: 1.1529, grad_norm: 4.4227, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8195, loss/aux0: 0.8195 2020-10-18 00:29:03,943 - mmaction - INFO - Epoch [25][280/792] lr: 3.750e-03, eta: 16:20:48, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8891, loss_cls: 1.1529, loss: 1.1529, grad_norm: 4.4687, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8217, loss/aux0: 0.8217 2020-10-18 00:29:23,440 - mmaction - INFO - Epoch [25][300/792] lr: 3.750e-03, eta: 16:19:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8833, loss_cls: 1.1842, loss: 1.1842, grad_norm: 4.5053, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8333, loss/aux0: 0.8333 2020-10-18 00:29:23,848 - mmaction - INFO - Epoch [25][300/792] lr: 3.750e-03, eta: 16:20:29, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8833, loss_cls: 1.1842, loss: 1.1842, grad_norm: 4.5157, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8343, loss/aux0: 0.8343 2020-10-18 00:29:43,270 - mmaction - INFO - Epoch [25][320/792] lr: 3.750e-03, eta: 16:19:39, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8943, loss_cls: 1.1194, loss: 1.1194, grad_norm: 4.3955, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8086, loss/aux0: 0.8086 2020-10-18 00:29:43,712 - mmaction - INFO - Epoch [25][320/792] lr: 3.750e-03, eta: 16:20:10, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8943, loss_cls: 1.1194, loss: 1.1194, grad_norm: 4.3822, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8006, loss/aux0: 0.8006 2020-10-18 00:30:03,029 - mmaction - INFO - Epoch [25][340/792] lr: 3.750e-03, eta: 16:19:20, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8802, loss_cls: 1.1740, loss: 1.1740, grad_norm: 4.3952, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8089, loss/aux0: 0.8089 2020-10-18 00:30:03,446 - mmaction - INFO - Epoch [25][340/792] lr: 3.750e-03, eta: 16:19:50, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8802, loss_cls: 1.1740, loss: 1.1740, grad_norm: 4.4206, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-18 00:30:22,704 - mmaction - INFO - Epoch [25][360/792] lr: 3.750e-03, eta: 16:19:00, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8885, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.3930, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7671, loss/aux0: 0.7671 2020-10-18 00:30:23,132 - mmaction - INFO - Epoch [25][360/792] lr: 3.750e-03, eta: 16:19:30, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8885, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.3808, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7602, loss/aux0: 0.7602 2020-10-18 00:30:42,708 - mmaction - INFO - Epoch [25][380/792] lr: 3.750e-03, eta: 16:18:41, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7104, top5_acc: 0.8896, loss_cls: 1.1303, loss: 1.1303, grad_norm: 4.4055, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8093, loss/aux0: 0.8093 2020-10-18 00:30:43,125 - mmaction - INFO - Epoch [25][380/792] lr: 3.750e-03, eta: 16:19:12, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7104, top5_acc: 0.8896, loss_cls: 1.1303, loss: 1.1303, grad_norm: 4.4003, top1_acc/aux0: 0.7853, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8128, loss/aux0: 0.8128 2020-10-18 00:31:02,516 - mmaction - INFO - Epoch [25][400/792] lr: 3.750e-03, eta: 16:18:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8969, loss_cls: 1.1278, loss: 1.1278, grad_norm: 4.3501, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7925, loss/aux0: 0.7925 2020-10-18 00:31:02,933 - mmaction - INFO - Epoch [25][400/792] lr: 3.750e-03, eta: 16:18:53, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8969, loss_cls: 1.1278, loss: 1.1278, grad_norm: 4.3362, top1_acc/aux0: 0.7879, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7923, loss/aux0: 0.7923 2020-10-18 00:31:22,251 - mmaction - INFO - Epoch [25][420/792] lr: 3.750e-03, eta: 16:18:03, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8750, loss_cls: 1.1972, loss: 1.1972, grad_norm: 4.4857, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7919, loss/aux0: 0.7919 2020-10-18 00:31:22,661 - mmaction - INFO - Epoch [25][420/792] lr: 3.750e-03, eta: 16:18:33, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8750, loss_cls: 1.1972, loss: 1.1972, grad_norm: 4.4954, top1_acc/aux0: 0.7837, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-18 00:31:42,060 - mmaction - INFO - Epoch [25][440/792] lr: 3.750e-03, eta: 16:17:44, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8880, loss_cls: 1.1584, loss: 1.1584, grad_norm: 4.3673, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.8080, loss/aux0: 0.8080 2020-10-18 00:31:42,482 - mmaction - INFO - Epoch [25][440/792] lr: 3.750e-03, eta: 16:18:14, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8880, loss_cls: 1.1584, loss: 1.1584, grad_norm: 4.3817, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8096, loss/aux0: 0.8096 2020-10-18 00:32:01,929 - mmaction - INFO - Epoch [25][460/792] lr: 3.750e-03, eta: 16:17:24, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7057, top5_acc: 0.9000, loss_cls: 1.1230, loss: 1.1230, grad_norm: 4.2731, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.8029, loss/aux0: 0.8029 2020-10-18 00:32:02,346 - mmaction - INFO - Epoch [25][460/792] lr: 3.750e-03, eta: 16:17:54, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7057, top5_acc: 0.9000, loss_cls: 1.1230, loss: 1.1230, grad_norm: 4.2664, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7956, loss/aux0: 0.7956 2020-10-18 00:32:21,828 - mmaction - INFO - Epoch [25][480/792] lr: 3.750e-03, eta: 16:17:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8875, loss_cls: 1.2043, loss: 1.2043, grad_norm: 4.3801, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8077, loss/aux0: 0.8077 2020-10-18 00:32:22,248 - mmaction - INFO - Epoch [25][480/792] lr: 3.750e-03, eta: 16:17:35, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8875, loss_cls: 1.2043, loss: 1.2043, grad_norm: 4.4073, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8122, loss/aux0: 0.8122 2020-10-18 00:32:41,637 - mmaction - INFO - Epoch [25][500/792] lr: 3.750e-03, eta: 16:16:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8854, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.4369, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8102, loss/aux0: 0.8102 2020-10-18 00:32:42,096 - mmaction - INFO - Epoch [25][500/792] lr: 3.750e-03, eta: 16:17:17, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8854, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.4290, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8082, loss/aux0: 0.8082 2020-10-18 00:33:01,584 - mmaction - INFO - Epoch [25][520/792] lr: 3.750e-03, eta: 16:16:28, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8792, loss_cls: 1.1956, loss: 1.1956, grad_norm: 4.5840, top1_acc/aux0: 0.7824, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8374, loss/aux0: 0.8374 2020-10-18 00:33:02,002 - mmaction - INFO - Epoch [25][520/792] lr: 3.750e-03, eta: 16:16:59, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8792, loss_cls: 1.1956, loss: 1.1956, grad_norm: 4.5465, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8296, loss/aux0: 0.8296 2020-10-18 00:33:21,387 - mmaction - INFO - Epoch [25][540/792] lr: 3.750e-03, eta: 16:16:09, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8927, loss_cls: 1.1319, loss: 1.1319, grad_norm: 4.3045, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7962, loss/aux0: 0.7962 2020-10-18 00:33:21,823 - mmaction - INFO - Epoch [25][540/792] lr: 3.750e-03, eta: 16:16:39, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8927, loss_cls: 1.1319, loss: 1.1319, grad_norm: 4.3396, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8046, loss/aux0: 0.8046 2020-10-18 00:33:41,222 - mmaction - INFO - Epoch [25][560/792] lr: 3.750e-03, eta: 16:15:50, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8745, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.5242, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8363, loss/aux0: 0.8363 2020-10-18 00:33:41,639 - mmaction - INFO - Epoch [25][560/792] lr: 3.750e-03, eta: 16:16:20, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8745, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.4933, top1_acc/aux0: 0.7817, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8289, loss/aux0: 0.8289 2020-10-18 00:34:01,054 - mmaction - INFO - Epoch [25][580/792] lr: 3.750e-03, eta: 16:15:31, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8776, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.5147, top1_acc/aux0: 0.7838, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8050, loss/aux0: 0.8050 2020-10-18 00:34:01,488 - mmaction - INFO - Epoch [25][580/792] lr: 3.750e-03, eta: 16:16:02, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8776, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.4582, top1_acc/aux0: 0.7808, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8128, loss/aux0: 0.8128 2020-10-18 00:34:20,821 - mmaction - INFO - Epoch [25][600/792] lr: 3.750e-03, eta: 16:15:12, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8797, loss_cls: 1.1818, loss: 1.1818, grad_norm: 4.3627, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8231, loss/aux0: 0.8231 2020-10-18 00:34:21,270 - mmaction - INFO - Epoch [25][600/792] lr: 3.750e-03, eta: 16:15:42, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8797, loss_cls: 1.1818, loss: 1.1818, grad_norm: 4.3780, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8195, loss/aux0: 0.8195 2020-10-18 00:34:40,586 - mmaction - INFO - Epoch [25][620/792] lr: 3.750e-03, eta: 16:14:53, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8948, loss_cls: 1.1743, loss: 1.1743, grad_norm: 4.5782, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7938, loss/aux0: 0.7938 2020-10-18 00:34:41,005 - mmaction - INFO - Epoch [25][620/792] lr: 3.750e-03, eta: 16:15:23, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8948, loss_cls: 1.1743, loss: 1.1743, grad_norm: 4.5689, top1_acc/aux0: 0.7827, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-18 00:35:00,410 - mmaction - INFO - Epoch [25][640/792] lr: 3.750e-03, eta: 16:14:33, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8760, loss_cls: 1.2822, loss: 1.2822, grad_norm: 4.4906, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8025, loss/aux0: 0.8025 2020-10-18 00:35:00,829 - mmaction - INFO - Epoch [25][640/792] lr: 3.750e-03, eta: 16:15:03, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8760, loss_cls: 1.2822, loss: 1.2822, grad_norm: 4.4596, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8004, loss/aux0: 0.8004 2020-10-18 00:35:20,370 - mmaction - INFO - Epoch [25][660/792] lr: 3.750e-03, eta: 16:14:15, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.2098, loss: 1.2098, grad_norm: 4.3779, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7943, loss/aux0: 0.7943 2020-10-18 00:35:20,803 - mmaction - INFO - Epoch [25][660/792] lr: 3.750e-03, eta: 16:14:45, time: 0.507, data_time: 0.001, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.2098, loss: 1.2098, grad_norm: 4.3727, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7952, loss/aux0: 0.7952 2020-10-18 00:35:40,170 - mmaction - INFO - Epoch [25][680/792] lr: 3.750e-03, eta: 16:13:56, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8958, loss_cls: 1.1562, loss: 1.1562, grad_norm: 4.5019, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8138, loss/aux0: 0.8138 2020-10-18 00:35:40,587 - mmaction - INFO - Epoch [25][680/792] lr: 3.750e-03, eta: 16:14:26, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8958, loss_cls: 1.1562, loss: 1.1562, grad_norm: 4.5330, top1_acc/aux0: 0.7806, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8187, loss/aux0: 0.8187 2020-10-18 00:35:59,819 - mmaction - INFO - Epoch [25][700/792] lr: 3.750e-03, eta: 16:13:37, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8891, loss_cls: 1.1391, loss: 1.1391, grad_norm: 4.3270, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8246, loss/aux0: 0.8246 2020-10-18 00:36:00,231 - mmaction - INFO - Epoch [25][700/792] lr: 3.750e-03, eta: 16:14:07, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8891, loss_cls: 1.1391, loss: 1.1391, grad_norm: 4.3506, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8204, loss/aux0: 0.8204 2020-10-18 00:36:19,591 - mmaction - INFO - Epoch [25][720/792] lr: 3.750e-03, eta: 16:13:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8839, loss_cls: 1.1874, loss: 1.1874, grad_norm: 4.4598, top1_acc/aux0: 0.7868, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8120, loss/aux0: 0.8120 2020-10-18 00:36:20,026 - mmaction - INFO - Epoch [25][720/792] lr: 3.750e-03, eta: 16:13:48, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8839, loss_cls: 1.1874, loss: 1.1874, grad_norm: 4.4747, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8161, loss/aux0: 0.8161 2020-10-18 00:36:39,301 - mmaction - INFO - Epoch [25][740/792] lr: 3.750e-03, eta: 16:12:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8865, loss_cls: 1.1713, loss: 1.1713, grad_norm: 4.4349, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8344, loss/aux0: 0.8344 2020-10-18 00:36:39,735 - mmaction - INFO - Epoch [25][740/792] lr: 3.750e-03, eta: 16:13:28, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8865, loss_cls: 1.1713, loss: 1.1713, grad_norm: 4.4087, top1_acc/aux0: 0.7838, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8307, loss/aux0: 0.8307 2020-10-18 00:36:59,186 - mmaction - INFO - Epoch [25][760/792] lr: 3.750e-03, eta: 16:12:40, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8839, loss_cls: 1.1655, loss: 1.1655, grad_norm: 4.6291, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8185, loss/aux0: 0.8185 2020-10-18 00:36:59,627 - mmaction - INFO - Epoch [25][760/792] lr: 3.750e-03, eta: 16:13:10, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8839, loss_cls: 1.1655, loss: 1.1655, grad_norm: 4.6212, top1_acc/aux0: 0.7858, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8186, loss/aux0: 0.8186 2020-10-18 00:37:19,001 - mmaction - INFO - Epoch [25][780/792] lr: 3.750e-03, eta: 16:12:21, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8995, loss_cls: 1.1228, loss: 1.1228, grad_norm: 4.3211, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8035, loss/aux0: 0.8035 2020-10-18 00:37:19,417 - mmaction - INFO - Epoch [25][780/792] lr: 3.750e-03, eta: 16:12:51, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8995, loss_cls: 1.1228, loss: 1.1228, grad_norm: 4.3201, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8016, loss/aux0: 0.8016 2020-10-18 00:37:36,092 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-18 00:39:00,634 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 00:39:00,745 - mmaction - INFO - top1_acc 0.7472 top5_acc 0.9190 2020-10-18 00:39:00,746 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 00:39:00,766 - mmaction - INFO - mean_acc 0.7473 2020-10-18 00:39:00,769 - mmaction - INFO - Epoch(val) [25][792] top1_acc: 0.7472, top5_acc: 0.9190, mean_class_accuracy: 0.7473 2020-10-18 00:41:35,704 - mmaction - INFO - Epoch [26][20/792] lr: 3.750e-03, eta: 16:11:14, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7167, top5_acc: 0.8906, loss_cls: 1.1262, loss: 1.1262, grad_norm: 4.3164, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8012, loss/aux0: 0.8012 2020-10-18 00:41:36,113 - mmaction - INFO - Epoch [26][20/792] lr: 3.750e-03, eta: 16:11:44, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7167, top5_acc: 0.8906, loss_cls: 1.1262, loss: 1.1262, grad_norm: 4.3287, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.7990, loss/aux0: 0.7990 2020-10-18 00:41:55,389 - mmaction - INFO - Epoch [26][40/792] lr: 3.750e-03, eta: 16:10:55, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7036, top5_acc: 0.8937, loss_cls: 1.1353, loss: 1.1353, grad_norm: 4.4199, top1_acc/aux0: 0.7847, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7991, loss/aux0: 0.7991 2020-10-18 00:41:55,808 - mmaction - INFO - Epoch [26][40/792] lr: 3.750e-03, eta: 16:11:24, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7036, top5_acc: 0.8937, loss_cls: 1.1353, loss: 1.1353, grad_norm: 4.4343, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8045, loss/aux0: 0.8045 2020-10-18 00:42:15,113 - mmaction - INFO - Epoch [26][60/792] lr: 3.750e-03, eta: 16:10:35, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8859, loss_cls: 1.1429, loss: 1.1429, grad_norm: 4.3787, top1_acc/aux0: 0.7843, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8196, loss/aux0: 0.8196 2020-10-18 00:42:15,549 - mmaction - INFO - Epoch [26][60/792] lr: 3.750e-03, eta: 16:11:05, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8859, loss_cls: 1.1429, loss: 1.1429, grad_norm: 4.3653, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8138, loss/aux0: 0.8138 2020-10-18 00:42:34,842 - mmaction - INFO - Epoch [26][80/792] lr: 3.750e-03, eta: 16:10:16, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7187, top5_acc: 0.9026, loss_cls: 1.0945, loss: 1.0945, grad_norm: 4.4021, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8394, loss/aux0: 0.8394 2020-10-18 00:42:35,271 - mmaction - INFO - Epoch [26][80/792] lr: 3.750e-03, eta: 16:10:45, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.7187, top5_acc: 0.9026, loss_cls: 1.0945, loss: 1.0945, grad_norm: 4.4024, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9261, loss_cls/aux0: 0.8466, loss/aux0: 0.8466 2020-10-18 00:42:54,605 - mmaction - INFO - Epoch [26][100/792] lr: 3.750e-03, eta: 16:09:56, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8865, loss_cls: 1.1374, loss: 1.1374, grad_norm: 4.2576, top1_acc/aux0: 0.7848, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8120, loss/aux0: 0.8120 2020-10-18 00:42:55,018 - mmaction - INFO - Epoch [26][100/792] lr: 3.750e-03, eta: 16:10:25, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8865, loss_cls: 1.1374, loss: 1.1374, grad_norm: 4.2369, top1_acc/aux0: 0.7858, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-18 00:43:14,537 - mmaction - INFO - Epoch [26][120/792] lr: 3.750e-03, eta: 16:09:37, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8901, loss_cls: 1.1275, loss: 1.1275, grad_norm: 4.3179, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7732, loss/aux0: 0.7732 2020-10-18 00:43:14,955 - mmaction - INFO - Epoch [26][120/792] lr: 3.750e-03, eta: 16:10:07, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8901, loss_cls: 1.1275, loss: 1.1275, grad_norm: 4.3177, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-18 00:43:34,255 - mmaction - INFO - Epoch [26][140/792] lr: 3.750e-03, eta: 16:09:18, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8943, loss_cls: 1.1012, loss: 1.1012, grad_norm: 4.3667, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8193, loss/aux0: 0.8193 2020-10-18 00:43:34,677 - mmaction - INFO - Epoch [26][140/792] lr: 3.750e-03, eta: 16:09:47, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8943, loss_cls: 1.1012, loss: 1.1012, grad_norm: 4.3468, top1_acc/aux0: 0.7798, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8211, loss/aux0: 0.8211 2020-10-18 00:43:54,147 - mmaction - INFO - Epoch [26][160/792] lr: 3.750e-03, eta: 16:08:59, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8943, loss_cls: 1.1001, loss: 1.1001, grad_norm: 4.4006, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8068, loss/aux0: 0.8068 2020-10-18 00:43:54,573 - mmaction - INFO - Epoch [26][160/792] lr: 3.750e-03, eta: 16:09:29, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8943, loss_cls: 1.1001, loss: 1.1001, grad_norm: 4.3935, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8055, loss/aux0: 0.8055 2020-10-18 00:44:13,953 - mmaction - INFO - Epoch [26][180/792] lr: 3.750e-03, eta: 16:08:41, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8911, loss_cls: 1.1295, loss: 1.1295, grad_norm: 4.3400, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8125, loss/aux0: 0.8125 2020-10-18 00:44:14,397 - mmaction - INFO - Epoch [26][180/792] lr: 3.750e-03, eta: 16:09:10, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8911, loss_cls: 1.1295, loss: 1.1295, grad_norm: 4.3608, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8187, loss/aux0: 0.8187 2020-10-18 00:44:33,823 - mmaction - INFO - Epoch [26][200/792] lr: 3.750e-03, eta: 16:08:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8859, loss_cls: 1.1584, loss: 1.1584, grad_norm: 4.3887, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7977, loss/aux0: 0.7977 2020-10-18 00:44:34,256 - mmaction - INFO - Epoch [26][200/792] lr: 3.750e-03, eta: 16:08:51, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8859, loss_cls: 1.1584, loss: 1.1584, grad_norm: 4.4323, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7939, loss/aux0: 0.7939 2020-10-18 00:44:53,586 - mmaction - INFO - Epoch [26][220/792] lr: 3.750e-03, eta: 16:08:03, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8823, loss_cls: 1.1914, loss: 1.1914, grad_norm: 4.4131, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7995, loss/aux0: 0.7995 2020-10-18 00:44:54,003 - mmaction - INFO - Epoch [26][220/792] lr: 3.750e-03, eta: 16:08:32, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8823, loss_cls: 1.1914, loss: 1.1914, grad_norm: 4.4283, top1_acc/aux0: 0.7959, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8006, loss/aux0: 0.8006 2020-10-18 00:45:13,405 - mmaction - INFO - Epoch [26][240/792] lr: 3.750e-03, eta: 16:07:44, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8911, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.4656, top1_acc/aux0: 0.7848, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8186, loss/aux0: 0.8186 2020-10-18 00:45:13,810 - mmaction - INFO - Epoch [26][240/792] lr: 3.750e-03, eta: 16:08:13, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8911, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.4602, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8187, loss/aux0: 0.8187 2020-10-18 00:45:33,162 - mmaction - INFO - Epoch [26][260/792] lr: 3.750e-03, eta: 16:07:25, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8833, loss_cls: 1.1797, loss: 1.1797, grad_norm: 4.3989, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8098, loss/aux0: 0.8098 2020-10-18 00:45:33,588 - mmaction - INFO - Epoch [26][260/792] lr: 3.750e-03, eta: 16:07:54, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8833, loss_cls: 1.1797, loss: 1.1797, grad_norm: 4.4061, top1_acc/aux0: 0.7869, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8070, loss/aux0: 0.8070 2020-10-18 00:45:52,954 - mmaction - INFO - Epoch [26][280/792] lr: 3.750e-03, eta: 16:07:06, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8797, loss_cls: 1.1861, loss: 1.1861, grad_norm: 4.3835, top1_acc/aux0: 0.7853, top5_acc/aux0: 0.9264, loss_cls/aux0: 0.8184, loss/aux0: 0.8184 2020-10-18 00:45:53,365 - mmaction - INFO - Epoch [26][280/792] lr: 3.750e-03, eta: 16:07:35, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8797, loss_cls: 1.1861, loss: 1.1861, grad_norm: 4.3572, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8147, loss/aux0: 0.8147 2020-10-18 00:46:12,689 - mmaction - INFO - Epoch [26][300/792] lr: 3.750e-03, eta: 16:06:47, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8891, loss_cls: 1.1746, loss: 1.1746, grad_norm: 4.3818, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9270, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-18 00:46:13,145 - mmaction - INFO - Epoch [26][300/792] lr: 3.750e-03, eta: 16:07:16, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8891, loss_cls: 1.1746, loss: 1.1746, grad_norm: 4.3844, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8218, loss/aux0: 0.8218 2020-10-18 00:46:32,550 - mmaction - INFO - Epoch [26][320/792] lr: 3.750e-03, eta: 16:06:28, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8807, loss_cls: 1.1934, loss: 1.1934, grad_norm: 4.2991, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7893, loss/aux0: 0.7893 2020-10-18 00:46:32,987 - mmaction - INFO - Epoch [26][320/792] lr: 3.750e-03, eta: 16:06:57, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8807, loss_cls: 1.1934, loss: 1.1934, grad_norm: 4.3010, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7862, loss/aux0: 0.7862 2020-10-18 00:46:52,417 - mmaction - INFO - Epoch [26][340/792] lr: 3.750e-03, eta: 16:06:09, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8870, loss_cls: 1.1923, loss: 1.1923, grad_norm: 4.4819, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8103, loss/aux0: 0.8103 2020-10-18 00:46:52,842 - mmaction - INFO - Epoch [26][340/792] lr: 3.750e-03, eta: 16:06:38, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8870, loss_cls: 1.1923, loss: 1.1923, grad_norm: 4.5103, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8232, loss/aux0: 0.8232 2020-10-18 00:47:12,323 - mmaction - INFO - Epoch [26][360/792] lr: 3.750e-03, eta: 16:05:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8948, loss_cls: 1.1727, loss: 1.1727, grad_norm: 4.3734, top1_acc/aux0: 0.7822, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8347, loss/aux0: 0.8347 2020-10-18 00:47:12,732 - mmaction - INFO - Epoch [26][360/792] lr: 3.750e-03, eta: 16:06:19, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8948, loss_cls: 1.1727, loss: 1.1727, grad_norm: 4.4470, top1_acc/aux0: 0.7817, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-18 00:47:32,324 - mmaction - INFO - Epoch [26][380/792] lr: 3.750e-03, eta: 16:05:31, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8813, loss_cls: 1.1947, loss: 1.1947, grad_norm: 4.5678, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8449, loss/aux0: 0.8449 2020-10-18 00:47:32,737 - mmaction - INFO - Epoch [26][380/792] lr: 3.750e-03, eta: 16:06:00, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8813, loss_cls: 1.1947, loss: 1.1947, grad_norm: 4.5581, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8409, loss/aux0: 0.8409 2020-10-18 00:47:52,167 - mmaction - INFO - Epoch [26][400/792] lr: 3.750e-03, eta: 16:05:12, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8885, loss_cls: 1.1423, loss: 1.1423, grad_norm: 4.4448, top1_acc/aux0: 0.7767, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8332, loss/aux0: 0.8332 2020-10-18 00:47:52,608 - mmaction - INFO - Epoch [26][400/792] lr: 3.750e-03, eta: 16:05:41, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8885, loss_cls: 1.1423, loss: 1.1423, grad_norm: 4.4100, top1_acc/aux0: 0.7787, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8242, loss/aux0: 0.8242 2020-10-18 00:48:12,260 - mmaction - INFO - Epoch [26][420/792] lr: 3.750e-03, eta: 16:04:53, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8995, loss_cls: 1.1268, loss: 1.1268, grad_norm: 4.4363, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7743, loss/aux0: 0.7743 2020-10-18 00:48:12,669 - mmaction - INFO - Epoch [26][420/792] lr: 3.750e-03, eta: 16:05:22, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8995, loss_cls: 1.1268, loss: 1.1268, grad_norm: 4.4159, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7779, loss/aux0: 0.7779 2020-10-18 00:48:32,170 - mmaction - INFO - Epoch [26][440/792] lr: 3.750e-03, eta: 16:04:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8870, loss_cls: 1.1793, loss: 1.1793, grad_norm: 4.5030, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7924, loss/aux0: 0.7924 2020-10-18 00:48:32,586 - mmaction - INFO - Epoch [26][440/792] lr: 3.750e-03, eta: 16:05:03, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8870, loss_cls: 1.1793, loss: 1.1793, grad_norm: 4.5124, top1_acc/aux0: 0.7879, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7965, loss/aux0: 0.7965 2020-10-18 00:48:52,111 - mmaction - INFO - Epoch [26][460/792] lr: 3.750e-03, eta: 16:04:16, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8984, loss_cls: 1.0863, loss: 1.0863, grad_norm: 4.6887, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7915, loss/aux0: 0.7915 2020-10-18 00:48:52,529 - mmaction - INFO - Epoch [26][460/792] lr: 3.750e-03, eta: 16:04:45, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8984, loss_cls: 1.0863, loss: 1.0863, grad_norm: 4.6781, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7934, loss/aux0: 0.7934 2020-10-18 00:49:12,117 - mmaction - INFO - Epoch [26][480/792] lr: 3.750e-03, eta: 16:03:57, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8844, loss_cls: 1.1763, loss: 1.1763, grad_norm: 4.4699, top1_acc/aux0: 0.7804, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8139, loss/aux0: 0.8139 2020-10-18 00:49:12,545 - mmaction - INFO - Epoch [26][480/792] lr: 3.750e-03, eta: 16:04:26, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8844, loss_cls: 1.1763, loss: 1.1763, grad_norm: 4.4503, top1_acc/aux0: 0.7824, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8115, loss/aux0: 0.8115 2020-10-18 00:49:31,783 - mmaction - INFO - Epoch [26][500/792] lr: 3.750e-03, eta: 16:03:38, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8979, loss_cls: 1.1115, loss: 1.1115, grad_norm: 4.4686, top1_acc/aux0: 0.7825, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8182, loss/aux0: 0.8182 2020-10-18 00:49:32,211 - mmaction - INFO - Epoch [26][500/792] lr: 3.750e-03, eta: 16:04:07, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8979, loss_cls: 1.1115, loss: 1.1115, grad_norm: 4.4570, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8133, loss/aux0: 0.8133 2020-10-18 00:49:51,546 - mmaction - INFO - Epoch [26][520/792] lr: 3.750e-03, eta: 16:03:19, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8844, loss_cls: 1.1445, loss: 1.1445, grad_norm: 4.2950, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8070, loss/aux0: 0.8070 2020-10-18 00:49:52,000 - mmaction - INFO - Epoch [26][520/792] lr: 3.750e-03, eta: 16:03:47, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8844, loss_cls: 1.1445, loss: 1.1445, grad_norm: 4.2759, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8124, loss/aux0: 0.8124 2020-10-18 00:50:11,321 - mmaction - INFO - Epoch [26][540/792] lr: 3.750e-03, eta: 16:03:00, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8880, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.4889, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8218, loss/aux0: 0.8218 2020-10-18 00:50:11,758 - mmaction - INFO - Epoch [26][540/792] lr: 3.750e-03, eta: 16:03:28, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8880, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.4664, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8208, loss/aux0: 0.8208 2020-10-18 00:50:31,187 - mmaction - INFO - Epoch [26][560/792] lr: 3.750e-03, eta: 16:02:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8729, loss_cls: 1.2451, loss: 1.2451, grad_norm: 4.3729, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7892, loss/aux0: 0.7892 2020-10-18 00:50:31,595 - mmaction - INFO - Epoch [26][560/792] lr: 3.750e-03, eta: 16:03:09, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8729, loss_cls: 1.2451, loss: 1.2451, grad_norm: 4.3557, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7869, loss/aux0: 0.7869 2020-10-18 00:50:50,958 - mmaction - INFO - Epoch [26][580/792] lr: 3.750e-03, eta: 16:02:21, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8885, loss_cls: 1.1479, loss: 1.1479, grad_norm: 4.4456, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8034, loss/aux0: 0.8034 2020-10-18 00:50:51,404 - mmaction - INFO - Epoch [26][580/792] lr: 3.750e-03, eta: 16:02:49, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8885, loss_cls: 1.1479, loss: 1.1479, grad_norm: 4.4777, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8110, loss/aux0: 0.8110 2020-10-18 00:51:10,661 - mmaction - INFO - Epoch [26][600/792] lr: 3.750e-03, eta: 16:02:02, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8760, loss_cls: 1.2340, loss: 1.2340, grad_norm: 4.6264, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8375, loss/aux0: 0.8375 2020-10-18 00:51:11,188 - mmaction - INFO - Epoch [26][600/792] lr: 3.750e-03, eta: 16:02:30, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8760, loss_cls: 1.2340, loss: 1.2340, grad_norm: 4.6667, top1_acc/aux0: 0.7728, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8343, loss/aux0: 0.8343 2020-10-18 00:51:30,498 - mmaction - INFO - Epoch [26][620/792] lr: 3.750e-03, eta: 16:01:43, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8958, loss_cls: 1.1138, loss: 1.1138, grad_norm: 4.5187, top1_acc/aux0: 0.7861, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8202, loss/aux0: 0.8202 2020-10-18 00:51:30,959 - mmaction - INFO - Epoch [26][620/792] lr: 3.750e-03, eta: 16:02:12, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8958, loss_cls: 1.1138, loss: 1.1138, grad_norm: 4.4758, top1_acc/aux0: 0.7871, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8145, loss/aux0: 0.8145 2020-10-18 00:51:50,142 - mmaction - INFO - Epoch [26][640/792] lr: 3.750e-03, eta: 16:01:24, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8766, loss_cls: 1.2443, loss: 1.2443, grad_norm: 4.5927, top1_acc/aux0: 0.7861, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8164, loss/aux0: 0.8164 2020-10-18 00:51:50,581 - mmaction - INFO - Epoch [26][640/792] lr: 3.750e-03, eta: 16:01:52, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8766, loss_cls: 1.2443, loss: 1.2443, grad_norm: 4.5299, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8155, loss/aux0: 0.8155 2020-10-18 00:52:09,997 - mmaction - INFO - Epoch [26][660/792] lr: 3.750e-03, eta: 16:01:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8802, loss_cls: 1.1901, loss: 1.1901, grad_norm: 4.3626, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7771, loss/aux0: 0.7771 2020-10-18 00:52:10,401 - mmaction - INFO - Epoch [26][660/792] lr: 3.750e-03, eta: 16:01:33, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8802, loss_cls: 1.1901, loss: 1.1901, grad_norm: 4.4099, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7858, loss/aux0: 0.7858 2020-10-18 00:52:29,739 - mmaction - INFO - Epoch [26][680/792] lr: 3.750e-03, eta: 16:00:45, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8865, loss_cls: 1.1619, loss: 1.1619, grad_norm: 4.4447, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8191, loss/aux0: 0.8191 2020-10-18 00:52:30,145 - mmaction - INFO - Epoch [26][680/792] lr: 3.750e-03, eta: 16:01:14, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8865, loss_cls: 1.1619, loss: 1.1619, grad_norm: 4.4518, top1_acc/aux0: 0.7861, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8153, loss/aux0: 0.8153 2020-10-18 00:52:49,766 - mmaction - INFO - Epoch [26][700/792] lr: 3.750e-03, eta: 16:00:26, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1562, loss: 1.1562, grad_norm: 4.5071, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8165, loss/aux0: 0.8165 2020-10-18 00:52:50,183 - mmaction - INFO - Epoch [26][700/792] lr: 3.750e-03, eta: 16:00:55, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1562, loss: 1.1562, grad_norm: 4.4776, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8178, loss/aux0: 0.8178 2020-10-18 00:53:09,523 - mmaction - INFO - Epoch [26][720/792] lr: 3.750e-03, eta: 16:00:07, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 1.1538, loss: 1.1538, grad_norm: 4.3484, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8054, loss/aux0: 0.8054 2020-10-18 00:53:09,932 - mmaction - INFO - Epoch [26][720/792] lr: 3.750e-03, eta: 16:00:35, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 1.1538, loss: 1.1538, grad_norm: 4.3595, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8071, loss/aux0: 0.8071 2020-10-18 00:53:29,268 - mmaction - INFO - Epoch [26][740/792] lr: 3.750e-03, eta: 15:59:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8786, loss_cls: 1.2006, loss: 1.2006, grad_norm: 4.3530, top1_acc/aux0: 0.7796, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-18 00:53:29,686 - mmaction - INFO - Epoch [26][740/792] lr: 3.750e-03, eta: 16:00:16, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8786, loss_cls: 1.2006, loss: 1.2006, grad_norm: 4.3265, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8228, loss/aux0: 0.8228 2020-10-18 00:53:49,187 - mmaction - INFO - Epoch [26][760/792] lr: 3.750e-03, eta: 15:59:29, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8958, loss_cls: 1.1304, loss: 1.1304, grad_norm: 4.3917, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8138, loss/aux0: 0.8138 2020-10-18 00:53:49,604 - mmaction - INFO - Epoch [26][760/792] lr: 3.750e-03, eta: 15:59:57, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8958, loss_cls: 1.1304, loss: 1.1304, grad_norm: 4.4320, top1_acc/aux0: 0.7845, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8076, loss/aux0: 0.8076 2020-10-18 00:54:09,044 - mmaction - INFO - Epoch [26][780/792] lr: 3.750e-03, eta: 15:59:10, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8906, loss_cls: 1.1660, loss: 1.1660, grad_norm: 4.4059, top1_acc/aux0: 0.7840, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7904, loss/aux0: 0.7904 2020-10-18 00:54:09,460 - mmaction - INFO - Epoch [26][780/792] lr: 3.750e-03, eta: 15:59:38, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8906, loss_cls: 1.1660, loss: 1.1660, grad_norm: 4.3935, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7924, loss/aux0: 0.7924 2020-10-18 00:54:22,886 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-10-18 00:57:24,329 - mmaction - INFO - Epoch [27][20/792] lr: 3.750e-03, eta: 15:58:05, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8859, loss_cls: 1.1639, loss: 1.1639, grad_norm: 4.4956, top1_acc/aux0: 0.7835, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8296, loss/aux0: 0.8296 2020-10-18 00:57:24,755 - mmaction - INFO - Epoch [27][20/792] lr: 3.750e-03, eta: 15:58:33, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8859, loss_cls: 1.1639, loss: 1.1639, grad_norm: 4.4491, top1_acc/aux0: 0.7845, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8240, loss/aux0: 0.8240 2020-10-18 00:57:43,974 - mmaction - INFO - Epoch [27][40/792] lr: 3.750e-03, eta: 15:57:46, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8932, loss_cls: 1.1172, loss: 1.1172, grad_norm: 4.3783, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7816, loss/aux0: 0.7816 2020-10-18 00:57:44,411 - mmaction - INFO - Epoch [27][40/792] lr: 3.750e-03, eta: 15:58:14, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8932, loss_cls: 1.1172, loss: 1.1172, grad_norm: 4.3623, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7804, loss/aux0: 0.7804 2020-10-18 00:58:03,760 - mmaction - INFO - Epoch [27][60/792] lr: 3.750e-03, eta: 15:57:27, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.1710, loss: 1.1710, grad_norm: 4.3120, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8312, loss/aux0: 0.8312 2020-10-18 00:58:04,180 - mmaction - INFO - Epoch [27][60/792] lr: 3.750e-03, eta: 15:57:55, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.1710, loss: 1.1710, grad_norm: 4.3448, top1_acc/aux0: 0.7798, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8365, loss/aux0: 0.8365 2020-10-18 00:58:23,599 - mmaction - INFO - Epoch [27][80/792] lr: 3.750e-03, eta: 15:57:07, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8917, loss_cls: 1.1232, loss: 1.1232, grad_norm: 4.4668, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.8001, loss/aux0: 0.8001 2020-10-18 00:58:24,019 - mmaction - INFO - Epoch [27][80/792] lr: 3.750e-03, eta: 15:57:35, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8917, loss_cls: 1.1232, loss: 1.1232, grad_norm: 4.4779, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8018, loss/aux0: 0.8018 2020-10-18 00:58:43,394 - mmaction - INFO - Epoch [27][100/792] lr: 3.750e-03, eta: 15:56:48, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8740, loss_cls: 1.2024, loss: 1.2024, grad_norm: 4.4367, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7961, loss/aux0: 0.7961 2020-10-18 00:58:43,813 - mmaction - INFO - Epoch [27][100/792] lr: 3.750e-03, eta: 15:57:16, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8740, loss_cls: 1.2024, loss: 1.2024, grad_norm: 4.4522, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7977, loss/aux0: 0.7977 2020-10-18 00:59:03,188 - mmaction - INFO - Epoch [27][120/792] lr: 3.750e-03, eta: 15:56:29, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7057, top5_acc: 0.8937, loss_cls: 1.1647, loss: 1.1647, grad_norm: 4.4741, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8141, loss/aux0: 0.8141 2020-10-18 00:59:03,623 - mmaction - INFO - Epoch [27][120/792] lr: 3.750e-03, eta: 15:56:57, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7057, top5_acc: 0.8937, loss_cls: 1.1647, loss: 1.1647, grad_norm: 4.4975, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8068, loss/aux0: 0.8068 2020-10-18 00:59:23,009 - mmaction - INFO - Epoch [27][140/792] lr: 3.750e-03, eta: 15:56:10, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8906, loss_cls: 1.1615, loss: 1.1615, grad_norm: 4.3448, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.7968, loss/aux0: 0.7968 2020-10-18 00:59:23,419 - mmaction - INFO - Epoch [27][140/792] lr: 3.750e-03, eta: 15:56:37, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.6984, top5_acc: 0.8906, loss_cls: 1.1615, loss: 1.1615, grad_norm: 4.3445, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-18 00:59:42,845 - mmaction - INFO - Epoch [27][160/792] lr: 3.750e-03, eta: 15:55:51, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7297, top5_acc: 0.9068, loss_cls: 1.0634, loss: 1.0634, grad_norm: 4.4740, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7947, loss/aux0: 0.7947 2020-10-18 00:59:43,292 - mmaction - INFO - Epoch [27][160/792] lr: 3.750e-03, eta: 15:56:19, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.7297, top5_acc: 0.9068, loss_cls: 1.0634, loss: 1.0634, grad_norm: 4.4497, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7882, loss/aux0: 0.7882 2020-10-18 01:00:02,637 - mmaction - INFO - Epoch [27][180/792] lr: 3.750e-03, eta: 15:55:32, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8917, loss_cls: 1.1062, loss: 1.1062, grad_norm: 4.3477, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-18 01:00:03,098 - mmaction - INFO - Epoch [27][180/792] lr: 3.750e-03, eta: 15:56:00, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8917, loss_cls: 1.1062, loss: 1.1062, grad_norm: 4.3592, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7803, loss/aux0: 0.7803 2020-10-18 01:00:22,396 - mmaction - INFO - Epoch [27][200/792] lr: 3.750e-03, eta: 15:55:13, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8979, loss_cls: 1.1272, loss: 1.1272, grad_norm: 4.3118, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7812, loss/aux0: 0.7812 2020-10-18 01:00:22,803 - mmaction - INFO - Epoch [27][200/792] lr: 3.750e-03, eta: 15:55:40, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8979, loss_cls: 1.1272, loss: 1.1272, grad_norm: 4.3415, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7880, loss/aux0: 0.7880 2020-10-18 01:00:42,416 - mmaction - INFO - Epoch [27][220/792] lr: 3.750e-03, eta: 15:54:54, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8995, loss_cls: 1.1266, loss: 1.1266, grad_norm: 4.3842, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8229, loss/aux0: 0.8229 2020-10-18 01:00:42,872 - mmaction - INFO - Epoch [27][220/792] lr: 3.750e-03, eta: 15:55:23, time: 0.508, data_time: 0.003, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8995, loss_cls: 1.1266, loss: 1.1266, grad_norm: 4.4192, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8193, loss/aux0: 0.8193 2020-10-18 01:01:02,447 - mmaction - INFO - Epoch [27][240/792] lr: 3.750e-03, eta: 15:54:36, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8922, loss_cls: 1.1521, loss: 1.1521, grad_norm: 4.4111, top1_acc/aux0: 0.7879, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7977, loss/aux0: 0.7977 2020-10-18 01:01:02,867 - mmaction - INFO - Epoch [27][240/792] lr: 3.750e-03, eta: 15:55:04, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8922, loss_cls: 1.1521, loss: 1.1521, grad_norm: 4.4437, top1_acc/aux0: 0.7871, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.8000, loss/aux0: 0.8000 2020-10-18 01:01:22,168 - mmaction - INFO - Epoch [27][260/792] lr: 3.750e-03, eta: 15:54:17, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8844, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.2644, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7829, loss/aux0: 0.7829 2020-10-18 01:01:22,582 - mmaction - INFO - Epoch [27][260/792] lr: 3.750e-03, eta: 15:54:45, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8844, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.3018, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7796, loss/aux0: 0.7796 2020-10-18 01:01:41,958 - mmaction - INFO - Epoch [27][280/792] lr: 3.750e-03, eta: 15:53:58, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8969, loss_cls: 1.0944, loss: 1.0944, grad_norm: 4.4825, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.8007, loss/aux0: 0.8007 2020-10-18 01:01:42,386 - mmaction - INFO - Epoch [27][280/792] lr: 3.750e-03, eta: 15:54:26, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8969, loss_cls: 1.0944, loss: 1.0944, grad_norm: 4.4999, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.8032, loss/aux0: 0.8032 2020-10-18 01:02:01,768 - mmaction - INFO - Epoch [27][300/792] lr: 3.750e-03, eta: 15:53:39, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8875, loss_cls: 1.1545, loss: 1.1545, grad_norm: 4.4010, top1_acc/aux0: 0.7869, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.8122, loss/aux0: 0.8122 2020-10-18 01:02:02,197 - mmaction - INFO - Epoch [27][300/792] lr: 3.750e-03, eta: 15:54:07, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8875, loss_cls: 1.1545, loss: 1.1545, grad_norm: 4.3928, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.8117, loss/aux0: 0.8117 2020-10-18 01:02:21,556 - mmaction - INFO - Epoch [27][320/792] lr: 3.750e-03, eta: 15:53:20, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8911, loss_cls: 1.1425, loss: 1.1425, grad_norm: 4.4655, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8085, loss/aux0: 0.8085 2020-10-18 01:02:21,981 - mmaction - INFO - Epoch [27][320/792] lr: 3.750e-03, eta: 15:53:48, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8911, loss_cls: 1.1425, loss: 1.1425, grad_norm: 4.4560, top1_acc/aux0: 0.7864, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8039, loss/aux0: 0.8039 2020-10-18 01:02:41,498 - mmaction - INFO - Epoch [27][340/792] lr: 3.750e-03, eta: 15:53:01, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8854, loss_cls: 1.1549, loss: 1.1549, grad_norm: 4.6706, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8201, loss/aux0: 0.8201 2020-10-18 01:02:41,917 - mmaction - INFO - Epoch [27][340/792] lr: 3.750e-03, eta: 15:53:29, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8854, loss_cls: 1.1549, loss: 1.1549, grad_norm: 4.6611, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8226, loss/aux0: 0.8226 2020-10-18 01:03:01,176 - mmaction - INFO - Epoch [27][360/792] lr: 3.750e-03, eta: 15:52:42, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8896, loss_cls: 1.2085, loss: 1.2085, grad_norm: 4.5178, top1_acc/aux0: 0.7835, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8093, loss/aux0: 0.8093 2020-10-18 01:03:01,621 - mmaction - INFO - Epoch [27][360/792] lr: 3.750e-03, eta: 15:53:10, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8896, loss_cls: 1.2085, loss: 1.2085, grad_norm: 4.5266, top1_acc/aux0: 0.7834, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8093, loss/aux0: 0.8093 2020-10-18 01:03:20,953 - mmaction - INFO - Epoch [27][380/792] lr: 3.750e-03, eta: 15:52:23, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8802, loss_cls: 1.1927, loss: 1.1927, grad_norm: 4.4380, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7840, loss/aux0: 0.7840 2020-10-18 01:03:21,370 - mmaction - INFO - Epoch [27][380/792] lr: 3.750e-03, eta: 15:52:50, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8802, loss_cls: 1.1927, loss: 1.1927, grad_norm: 4.4783, top1_acc/aux0: 0.7900, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7937, loss/aux0: 0.7937 2020-10-18 01:03:40,900 - mmaction - INFO - Epoch [27][400/792] lr: 3.750e-03, eta: 15:52:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7036, top5_acc: 0.8911, loss_cls: 1.1189, loss: 1.1189, grad_norm: 4.3209, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7947, loss/aux0: 0.7947 2020-10-18 01:03:41,334 - mmaction - INFO - Epoch [27][400/792] lr: 3.750e-03, eta: 15:52:31, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7036, top5_acc: 0.8911, loss_cls: 1.1189, loss: 1.1189, grad_norm: 4.2930, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7832, loss/aux0: 0.7832 2020-10-18 01:04:00,772 - mmaction - INFO - Epoch [27][420/792] lr: 3.750e-03, eta: 15:51:45, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8943, loss_cls: 1.1354, loss: 1.1354, grad_norm: 4.3310, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7882, loss/aux0: 0.7882 2020-10-18 01:04:01,203 - mmaction - INFO - Epoch [27][420/792] lr: 3.750e-03, eta: 15:52:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8943, loss_cls: 1.1354, loss: 1.1354, grad_norm: 4.3541, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-18 01:04:20,670 - mmaction - INFO - Epoch [27][440/792] lr: 3.750e-03, eta: 15:51:26, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.9047, loss_cls: 1.0824, loss: 1.0824, grad_norm: 4.8968, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.8179, loss/aux0: 0.8179 2020-10-18 01:04:21,108 - mmaction - INFO - Epoch [27][440/792] lr: 3.750e-03, eta: 15:51:54, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7198, top5_acc: 0.9047, loss_cls: 1.0824, loss: 1.0824, grad_norm: 4.9058, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8147, loss/aux0: 0.8147 2020-10-18 01:04:40,487 - mmaction - INFO - Epoch [27][460/792] lr: 3.750e-03, eta: 15:51:07, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8979, loss_cls: 1.1078, loss: 1.1078, grad_norm: 4.4999, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7987, loss/aux0: 0.7987 2020-10-18 01:04:40,917 - mmaction - INFO - Epoch [27][460/792] lr: 3.750e-03, eta: 15:51:34, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8979, loss_cls: 1.1078, loss: 1.1078, grad_norm: 4.5102, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8037, loss/aux0: 0.8037 2020-10-18 01:05:00,324 - mmaction - INFO - Epoch [27][480/792] lr: 3.750e-03, eta: 15:50:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8870, loss_cls: 1.1460, loss: 1.1460, grad_norm: 4.3384, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7884, loss/aux0: 0.7884 2020-10-18 01:05:00,745 - mmaction - INFO - Epoch [27][480/792] lr: 3.750e-03, eta: 15:51:15, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8870, loss_cls: 1.1460, loss: 1.1460, grad_norm: 4.3572, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7894, loss/aux0: 0.7894 2020-10-18 01:05:19,956 - mmaction - INFO - Epoch [27][500/792] lr: 3.750e-03, eta: 15:50:28, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8828, loss_cls: 1.1936, loss: 1.1936, grad_norm: 4.4129, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8061, loss/aux0: 0.8061 2020-10-18 01:05:20,370 - mmaction - INFO - Epoch [27][500/792] lr: 3.750e-03, eta: 15:50:55, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8828, loss_cls: 1.1936, loss: 1.1936, grad_norm: 4.3834, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8021, loss/aux0: 0.8021 2020-10-18 01:05:39,628 - mmaction - INFO - Epoch [27][520/792] lr: 3.750e-03, eta: 15:50:09, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8839, loss_cls: 1.1940, loss: 1.1940, grad_norm: 4.5866, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.7971, loss/aux0: 0.7971 2020-10-18 01:05:40,045 - mmaction - INFO - Epoch [27][520/792] lr: 3.750e-03, eta: 15:50:36, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8839, loss_cls: 1.1940, loss: 1.1940, grad_norm: 4.6203, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8017, loss/aux0: 0.8017 2020-10-18 01:05:59,395 - mmaction - INFO - Epoch [27][540/792] lr: 3.750e-03, eta: 15:49:50, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8932, loss_cls: 1.1446, loss: 1.1446, grad_norm: 4.3122, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8034, loss/aux0: 0.8034 2020-10-18 01:05:59,812 - mmaction - INFO - Epoch [27][540/792] lr: 3.750e-03, eta: 15:50:17, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8932, loss_cls: 1.1446, loss: 1.1446, grad_norm: 4.3030, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8014, loss/aux0: 0.8014 2020-10-18 01:06:19,111 - mmaction - INFO - Epoch [27][560/792] lr: 3.750e-03, eta: 15:49:30, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8802, loss_cls: 1.1880, loss: 1.1880, grad_norm: 4.3595, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.8114, loss/aux0: 0.8114 2020-10-18 01:06:19,541 - mmaction - INFO - Epoch [27][560/792] lr: 3.750e-03, eta: 15:49:58, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8802, loss_cls: 1.1880, loss: 1.1880, grad_norm: 4.3515, top1_acc/aux0: 0.7809, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.8108, loss/aux0: 0.8108 2020-10-18 01:06:38,788 - mmaction - INFO - Epoch [27][580/792] lr: 3.750e-03, eta: 15:49:11, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8823, loss_cls: 1.1721, loss: 1.1721, grad_norm: 4.3784, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8160, loss/aux0: 0.8160 2020-10-18 01:06:39,279 - mmaction - INFO - Epoch [27][580/792] lr: 3.750e-03, eta: 15:49:38, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8823, loss_cls: 1.1721, loss: 1.1721, grad_norm: 4.3649, top1_acc/aux0: 0.7858, top5_acc/aux0: 0.9261, loss_cls/aux0: 0.8134, loss/aux0: 0.8134 2020-10-18 01:06:58,658 - mmaction - INFO - Epoch [27][600/792] lr: 3.750e-03, eta: 15:48:52, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8870, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.4973, top1_acc/aux0: 0.7853, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8015, loss/aux0: 0.8015 2020-10-18 01:06:59,077 - mmaction - INFO - Epoch [27][600/792] lr: 3.750e-03, eta: 15:49:19, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8870, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.4850, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8056, loss/aux0: 0.8056 2020-10-18 01:07:18,413 - mmaction - INFO - Epoch [27][620/792] lr: 3.750e-03, eta: 15:48:33, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8896, loss_cls: 1.1130, loss: 1.1130, grad_norm: 4.3132, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7933, loss/aux0: 0.7933 2020-10-18 01:07:18,869 - mmaction - INFO - Epoch [27][620/792] lr: 3.750e-03, eta: 15:49:00, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8896, loss_cls: 1.1130, loss: 1.1130, grad_norm: 4.3349, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7909, loss/aux0: 0.7909 2020-10-18 01:07:38,261 - mmaction - INFO - Epoch [27][640/792] lr: 3.750e-03, eta: 15:48:13, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7135, top5_acc: 0.9052, loss_cls: 1.1110, loss: 1.1110, grad_norm: 4.3017, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.7968, loss/aux0: 0.7968 2020-10-18 01:07:38,684 - mmaction - INFO - Epoch [27][640/792] lr: 3.750e-03, eta: 15:48:41, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7135, top5_acc: 0.9052, loss_cls: 1.1110, loss: 1.1110, grad_norm: 4.2984, top1_acc/aux0: 0.7864, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8004, loss/aux0: 0.8004 2020-10-18 01:07:58,016 - mmaction - INFO - Epoch [27][660/792] lr: 3.750e-03, eta: 15:47:54, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8833, loss_cls: 1.2118, loss: 1.2118, grad_norm: 4.4476, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7914, loss/aux0: 0.7914 2020-10-18 01:07:58,433 - mmaction - INFO - Epoch [27][660/792] lr: 3.750e-03, eta: 15:48:21, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8833, loss_cls: 1.2118, loss: 1.2118, grad_norm: 4.4599, top1_acc/aux0: 0.7954, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7909, loss/aux0: 0.7909 2020-10-18 01:08:17,863 - mmaction - INFO - Epoch [27][680/792] lr: 3.750e-03, eta: 15:47:35, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8797, loss_cls: 1.1499, loss: 1.1499, grad_norm: 4.4676, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8017, loss/aux0: 0.8017 2020-10-18 01:08:18,293 - mmaction - INFO - Epoch [27][680/792] lr: 3.750e-03, eta: 15:48:02, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8797, loss_cls: 1.1499, loss: 1.1499, grad_norm: 4.4715, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8038, loss/aux0: 0.8038 2020-10-18 01:08:37,790 - mmaction - INFO - Epoch [27][700/792] lr: 3.750e-03, eta: 15:47:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8797, loss_cls: 1.2039, loss: 1.2039, grad_norm: 4.3915, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8151, loss/aux0: 0.8151 2020-10-18 01:08:38,194 - mmaction - INFO - Epoch [27][700/792] lr: 3.750e-03, eta: 15:47:43, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8797, loss_cls: 1.2039, loss: 1.2039, grad_norm: 4.3579, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8122, loss/aux0: 0.8122 2020-10-18 01:08:57,630 - mmaction - INFO - Epoch [27][720/792] lr: 3.750e-03, eta: 15:46:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7172, top5_acc: 0.9010, loss_cls: 1.0866, loss: 1.0866, grad_norm: 4.2737, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7719, loss/aux0: 0.7719 2020-10-18 01:08:58,050 - mmaction - INFO - Epoch [27][720/792] lr: 3.750e-03, eta: 15:47:24, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7172, top5_acc: 0.9010, loss_cls: 1.0866, loss: 1.0866, grad_norm: 4.2739, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7724, loss/aux0: 0.7724 2020-10-18 01:09:17,307 - mmaction - INFO - Epoch [27][740/792] lr: 3.750e-03, eta: 15:46:38, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8901, loss_cls: 1.1261, loss: 1.1261, grad_norm: 4.4557, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7811, loss/aux0: 0.7811 2020-10-18 01:09:17,750 - mmaction - INFO - Epoch [27][740/792] lr: 3.750e-03, eta: 15:47:04, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8901, loss_cls: 1.1261, loss: 1.1261, grad_norm: 4.4442, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7754, loss/aux0: 0.7754 2020-10-18 01:09:37,090 - mmaction - INFO - Epoch [27][760/792] lr: 3.750e-03, eta: 15:46:18, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8880, loss_cls: 1.1378, loss: 1.1378, grad_norm: 4.3159, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7946, loss/aux0: 0.7946 2020-10-18 01:09:37,499 - mmaction - INFO - Epoch [27][760/792] lr: 3.750e-03, eta: 15:46:45, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8880, loss_cls: 1.1378, loss: 1.1378, grad_norm: 4.3201, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.8016, loss/aux0: 0.8016 2020-10-18 01:09:56,973 - mmaction - INFO - Epoch [27][780/792] lr: 3.750e-03, eta: 15:46:00, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8797, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.3081, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8103, loss/aux0: 0.8103 2020-10-18 01:09:57,401 - mmaction - INFO - Epoch [27][780/792] lr: 3.750e-03, eta: 15:46:27, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8797, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.3425, top1_acc/aux0: 0.7834, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8094, loss/aux0: 0.8094 2020-10-18 01:10:13,356 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-10-18 01:12:49,787 - mmaction - INFO - Epoch [28][20/792] lr: 3.750e-03, eta: 15:44:57, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9068, loss_cls: 1.0852, loss: 1.0852, grad_norm: 4.3352, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8024, loss/aux0: 0.8024 2020-10-18 01:12:50,203 - mmaction - INFO - Epoch [28][20/792] lr: 3.750e-03, eta: 15:45:23, time: 0.488, data_time: 0.002, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9068, loss_cls: 1.0852, loss: 1.0852, grad_norm: 4.3329, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7960, loss/aux0: 0.7960 2020-10-18 01:13:09,439 - mmaction - INFO - Epoch [28][40/792] lr: 3.750e-03, eta: 15:44:37, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9005, loss_cls: 1.0777, loss: 1.0777, grad_norm: 4.3984, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7824, loss/aux0: 0.7824 2020-10-18 01:13:09,850 - mmaction - INFO - Epoch [28][40/792] lr: 3.750e-03, eta: 15:45:04, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9005, loss_cls: 1.0777, loss: 1.0777, grad_norm: 4.3802, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7887, loss/aux0: 0.7887 2020-10-18 01:13:29,092 - mmaction - INFO - Epoch [28][60/792] lr: 3.750e-03, eta: 15:44:18, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8807, loss_cls: 1.1548, loss: 1.1548, grad_norm: 4.2765, top1_acc/aux0: 0.7934, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7891, loss/aux0: 0.7891 2020-10-18 01:13:29,523 - mmaction - INFO - Epoch [28][60/792] lr: 3.750e-03, eta: 15:44:44, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8807, loss_cls: 1.1548, loss: 1.1548, grad_norm: 4.2970, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7893, loss/aux0: 0.7893 2020-10-18 01:13:48,729 - mmaction - INFO - Epoch [28][80/792] lr: 3.750e-03, eta: 15:43:58, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8943, loss_cls: 1.1397, loss: 1.1397, grad_norm: 4.2932, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7835, loss/aux0: 0.7835 2020-10-18 01:13:49,180 - mmaction - INFO - Epoch [28][80/792] lr: 3.750e-03, eta: 15:44:25, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8943, loss_cls: 1.1397, loss: 1.1397, grad_norm: 4.3262, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7870, loss/aux0: 0.7870 2020-10-18 01:14:08,660 - mmaction - INFO - Epoch [28][100/792] lr: 3.750e-03, eta: 15:43:39, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8849, loss_cls: 1.1896, loss: 1.1896, grad_norm: 4.4023, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.8067, loss/aux0: 0.8067 2020-10-18 01:14:09,087 - mmaction - INFO - Epoch [28][100/792] lr: 3.750e-03, eta: 15:44:06, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8849, loss_cls: 1.1896, loss: 1.1896, grad_norm: 4.3865, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7991, loss/aux0: 0.7991 2020-10-18 01:14:28,349 - mmaction - INFO - Epoch [28][120/792] lr: 3.750e-03, eta: 15:43:20, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7021, top5_acc: 0.9000, loss_cls: 1.1208, loss: 1.1208, grad_norm: 4.3528, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7913, loss/aux0: 0.7913 2020-10-18 01:14:28,760 - mmaction - INFO - Epoch [28][120/792] lr: 3.750e-03, eta: 15:43:47, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7021, top5_acc: 0.9000, loss_cls: 1.1208, loss: 1.1208, grad_norm: 4.3558, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7938, loss/aux0: 0.7938 2020-10-18 01:14:48,066 - mmaction - INFO - Epoch [28][140/792] lr: 3.750e-03, eta: 15:43:01, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8969, loss_cls: 1.1283, loss: 1.1283, grad_norm: 4.3903, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7895, loss/aux0: 0.7895 2020-10-18 01:14:48,484 - mmaction - INFO - Epoch [28][140/792] lr: 3.750e-03, eta: 15:43:28, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8969, loss_cls: 1.1283, loss: 1.1283, grad_norm: 4.4052, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7890, loss/aux0: 0.7890 2020-10-18 01:15:07,874 - mmaction - INFO - Epoch [28][160/792] lr: 3.750e-03, eta: 15:42:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8974, loss_cls: 1.1042, loss: 1.1042, grad_norm: 4.3403, top1_acc/aux0: 0.7853, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7933, loss/aux0: 0.7933 2020-10-18 01:15:08,306 - mmaction - INFO - Epoch [28][160/792] lr: 3.750e-03, eta: 15:43:09, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8974, loss_cls: 1.1042, loss: 1.1042, grad_norm: 4.3271, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7906, loss/aux0: 0.7906 2020-10-18 01:15:27,663 - mmaction - INFO - Epoch [28][180/792] lr: 3.750e-03, eta: 15:42:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8953, loss_cls: 1.1181, loss: 1.1181, grad_norm: 4.5670, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8052, loss/aux0: 0.8052 2020-10-18 01:15:28,083 - mmaction - INFO - Epoch [28][180/792] lr: 3.750e-03, eta: 15:42:50, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8953, loss_cls: 1.1181, loss: 1.1181, grad_norm: 4.5918, top1_acc/aux0: 0.7850, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8125, loss/aux0: 0.8125 2020-10-18 01:15:47,471 - mmaction - INFO - Epoch [28][200/792] lr: 3.750e-03, eta: 15:42:04, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8927, loss_cls: 1.1187, loss: 1.1187, grad_norm: 4.3609, top1_acc/aux0: 0.7832, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8134, loss/aux0: 0.8134 2020-10-18 01:15:47,892 - mmaction - INFO - Epoch [28][200/792] lr: 3.750e-03, eta: 15:42:31, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8927, loss_cls: 1.1187, loss: 1.1187, grad_norm: 4.3472, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8092, loss/aux0: 0.8092 2020-10-18 01:16:07,263 - mmaction - INFO - Epoch [28][220/792] lr: 3.750e-03, eta: 15:41:45, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8812, loss_cls: 1.1966, loss: 1.1966, grad_norm: 4.2967, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.7845, loss/aux0: 0.7845 2020-10-18 01:16:07,705 - mmaction - INFO - Epoch [28][220/792] lr: 3.750e-03, eta: 15:42:11, time: 0.496, data_time: 0.005, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8812, loss_cls: 1.1966, loss: 1.1966, grad_norm: 4.2938, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7871, loss/aux0: 0.7871 2020-10-18 01:16:27,084 - mmaction - INFO - Epoch [28][240/792] lr: 3.750e-03, eta: 15:41:26, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8849, loss_cls: 1.1676, loss: 1.1676, grad_norm: 4.4784, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7847, loss/aux0: 0.7847 2020-10-18 01:16:27,500 - mmaction - INFO - Epoch [28][240/792] lr: 3.750e-03, eta: 15:41:52, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8849, loss_cls: 1.1676, loss: 1.1676, grad_norm: 4.4820, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7883, loss/aux0: 0.7883 2020-10-18 01:16:46,851 - mmaction - INFO - Epoch [28][260/792] lr: 3.750e-03, eta: 15:41:07, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8990, loss_cls: 1.0984, loss: 1.0984, grad_norm: 4.4367, top1_acc/aux0: 0.7866, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7962, loss/aux0: 0.7962 2020-10-18 01:16:47,276 - mmaction - INFO - Epoch [28][260/792] lr: 3.750e-03, eta: 15:41:33, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8990, loss_cls: 1.0984, loss: 1.0984, grad_norm: 4.4556, top1_acc/aux0: 0.7861, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-18 01:17:06,713 - mmaction - INFO - Epoch [28][280/792] lr: 3.750e-03, eta: 15:40:48, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7177, top5_acc: 0.8813, loss_cls: 1.1645, loss: 1.1645, grad_norm: 4.3655, top1_acc/aux0: 0.7871, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8162, loss/aux0: 0.8162 2020-10-18 01:17:07,131 - mmaction - INFO - Epoch [28][280/792] lr: 3.750e-03, eta: 15:41:14, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7177, top5_acc: 0.8813, loss_cls: 1.1645, loss: 1.1645, grad_norm: 4.3878, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8158, loss/aux0: 0.8158 2020-10-18 01:17:26,659 - mmaction - INFO - Epoch [28][300/792] lr: 3.750e-03, eta: 15:40:29, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8948, loss_cls: 1.1354, loss: 1.1354, grad_norm: 4.4290, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8114, loss/aux0: 0.8114 2020-10-18 01:17:27,066 - mmaction - INFO - Epoch [28][300/792] lr: 3.750e-03, eta: 15:40:55, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8948, loss_cls: 1.1354, loss: 1.1354, grad_norm: 4.4525, top1_acc/aux0: 0.7848, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8132, loss/aux0: 0.8132 2020-10-18 01:17:46,631 - mmaction - INFO - Epoch [28][320/792] lr: 3.750e-03, eta: 15:40:10, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8896, loss_cls: 1.1280, loss: 1.1280, grad_norm: 4.4223, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7928, loss/aux0: 0.7928 2020-10-18 01:17:47,048 - mmaction - INFO - Epoch [28][320/792] lr: 3.750e-03, eta: 15:40:37, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8896, loss_cls: 1.1280, loss: 1.1280, grad_norm: 4.4018, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7852, loss/aux0: 0.7852 2020-10-18 01:18:06,573 - mmaction - INFO - Epoch [28][340/792] lr: 3.750e-03, eta: 15:39:52, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8885, loss_cls: 1.1285, loss: 1.1285, grad_norm: 4.3920, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.7946, loss/aux0: 0.7946 2020-10-18 01:18:07,012 - mmaction - INFO - Epoch [28][340/792] lr: 3.750e-03, eta: 15:40:18, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8885, loss_cls: 1.1285, loss: 1.1285, grad_norm: 4.3879, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7966, loss/aux0: 0.7966 2020-10-18 01:18:26,399 - mmaction - INFO - Epoch [28][360/792] lr: 3.750e-03, eta: 15:39:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8958, loss_cls: 1.1114, loss: 1.1114, grad_norm: 4.3801, top1_acc/aux0: 0.7853, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8209, loss/aux0: 0.8209 2020-10-18 01:18:26,808 - mmaction - INFO - Epoch [28][360/792] lr: 3.750e-03, eta: 15:39:59, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8958, loss_cls: 1.1114, loss: 1.1114, grad_norm: 4.3831, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8223, loss/aux0: 0.8223 2020-10-18 01:18:46,182 - mmaction - INFO - Epoch [28][380/792] lr: 3.750e-03, eta: 15:39:14, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8870, loss_cls: 1.1512, loss: 1.1512, grad_norm: 4.3659, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8130, loss/aux0: 0.8130 2020-10-18 01:18:46,605 - mmaction - INFO - Epoch [28][380/792] lr: 3.750e-03, eta: 15:39:40, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8870, loss_cls: 1.1512, loss: 1.1512, grad_norm: 4.3525, top1_acc/aux0: 0.7838, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8090, loss/aux0: 0.8090 2020-10-18 01:19:06,203 - mmaction - INFO - Epoch [28][400/792] lr: 3.750e-03, eta: 15:38:55, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8943, loss_cls: 1.1297, loss: 1.1297, grad_norm: 4.2742, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7835, loss/aux0: 0.7835 2020-10-18 01:19:06,624 - mmaction - INFO - Epoch [28][400/792] lr: 3.750e-03, eta: 15:39:22, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8943, loss_cls: 1.1297, loss: 1.1297, grad_norm: 4.2924, top1_acc/aux0: 0.7934, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7860, loss/aux0: 0.7860 2020-10-18 01:19:25,973 - mmaction - INFO - Epoch [28][420/792] lr: 3.750e-03, eta: 15:38:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8927, loss_cls: 1.1220, loss: 1.1220, grad_norm: 4.4496, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8262, loss/aux0: 0.8262 2020-10-18 01:19:26,383 - mmaction - INFO - Epoch [28][420/792] lr: 3.750e-03, eta: 15:39:03, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8927, loss_cls: 1.1220, loss: 1.1220, grad_norm: 4.4813, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8245, loss/aux0: 0.8245 2020-10-18 01:19:45,983 - mmaction - INFO - Epoch [28][440/792] lr: 3.750e-03, eta: 15:38:18, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8901, loss_cls: 1.1541, loss: 1.1541, grad_norm: 4.3577, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8313, loss/aux0: 0.8313 2020-10-18 01:19:46,415 - mmaction - INFO - Epoch [28][440/792] lr: 3.750e-03, eta: 15:38:44, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8901, loss_cls: 1.1541, loss: 1.1541, grad_norm: 4.4616, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8362, loss/aux0: 0.8362 2020-10-18 01:20:05,895 - mmaction - INFO - Epoch [28][460/792] lr: 3.750e-03, eta: 15:37:59, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8906, loss_cls: 1.1332, loss: 1.1332, grad_norm: 4.4470, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8266, loss/aux0: 0.8266 2020-10-18 01:20:06,340 - mmaction - INFO - Epoch [28][460/792] lr: 3.750e-03, eta: 15:38:26, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8906, loss_cls: 1.1332, loss: 1.1332, grad_norm: 4.4118, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8271, loss/aux0: 0.8271 2020-10-18 01:20:25,717 - mmaction - INFO - Epoch [28][480/792] lr: 3.750e-03, eta: 15:37:40, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8917, loss_cls: 1.1696, loss: 1.1696, grad_norm: 4.4486, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8156, loss/aux0: 0.8156 2020-10-18 01:20:26,129 - mmaction - INFO - Epoch [28][480/792] lr: 3.750e-03, eta: 15:38:06, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8917, loss_cls: 1.1696, loss: 1.1696, grad_norm: 4.4166, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8065, loss/aux0: 0.8065 2020-10-18 01:20:45,496 - mmaction - INFO - Epoch [28][500/792] lr: 3.750e-03, eta: 15:37:21, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8870, loss_cls: 1.1618, loss: 1.1618, grad_norm: 4.5795, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7805, loss/aux0: 0.7805 2020-10-18 01:20:45,908 - mmaction - INFO - Epoch [28][500/792] lr: 3.750e-03, eta: 15:37:47, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8870, loss_cls: 1.1618, loss: 1.1618, grad_norm: 4.5617, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7830, loss/aux0: 0.7830 2020-10-18 01:21:05,146 - mmaction - INFO - Epoch [28][520/792] lr: 3.750e-03, eta: 15:37:02, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8818, loss_cls: 1.1397, loss: 1.1397, grad_norm: 4.4608, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-18 01:21:05,567 - mmaction - INFO - Epoch [28][520/792] lr: 3.750e-03, eta: 15:37:28, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8818, loss_cls: 1.1397, loss: 1.1397, grad_norm: 4.4444, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7977, loss/aux0: 0.7977 2020-10-18 01:21:24,977 - mmaction - INFO - Epoch [28][540/792] lr: 3.750e-03, eta: 15:36:43, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8922, loss_cls: 1.1223, loss: 1.1223, grad_norm: 4.2225, top1_acc/aux0: 0.7855, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.8037, loss/aux0: 0.8037 2020-10-18 01:21:25,451 - mmaction - INFO - Epoch [28][540/792] lr: 3.750e-03, eta: 15:37:09, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8922, loss_cls: 1.1223, loss: 1.1223, grad_norm: 4.2111, top1_acc/aux0: 0.7861, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.8041, loss/aux0: 0.8041 2020-10-18 01:21:44,678 - mmaction - INFO - Epoch [28][560/792] lr: 3.750e-03, eta: 15:36:23, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7208, top5_acc: 0.9021, loss_cls: 1.0803, loss: 1.0803, grad_norm: 4.3810, top1_acc/aux0: 0.7881, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.8003, loss/aux0: 0.8003 2020-10-18 01:21:45,106 - mmaction - INFO - Epoch [28][560/792] lr: 3.750e-03, eta: 15:36:49, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7208, top5_acc: 0.9021, loss_cls: 1.0803, loss: 1.0803, grad_norm: 4.3973, top1_acc/aux0: 0.7868, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-18 01:22:04,442 - mmaction - INFO - Epoch [28][580/792] lr: 3.750e-03, eta: 15:36:04, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8969, loss_cls: 1.1233, loss: 1.1233, grad_norm: 4.4266, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7826, loss/aux0: 0.7826 2020-10-18 01:22:04,876 - mmaction - INFO - Epoch [28][580/792] lr: 3.750e-03, eta: 15:36:30, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8969, loss_cls: 1.1233, loss: 1.1233, grad_norm: 4.4208, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7851, loss/aux0: 0.7851 2020-10-18 01:22:24,325 - mmaction - INFO - Epoch [28][600/792] lr: 3.750e-03, eta: 15:35:45, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8953, loss_cls: 1.1074, loss: 1.1074, grad_norm: 4.5279, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8082, loss/aux0: 0.8082 2020-10-18 01:22:24,746 - mmaction - INFO - Epoch [28][600/792] lr: 3.750e-03, eta: 15:36:10, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8953, loss_cls: 1.1074, loss: 1.1074, grad_norm: 4.4781, top1_acc/aux0: 0.7869, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.8066, loss/aux0: 0.8066 2020-10-18 01:22:44,178 - mmaction - INFO - Epoch [28][620/792] lr: 3.750e-03, eta: 15:35:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8870, loss_cls: 1.1516, loss: 1.1516, grad_norm: 4.3365, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.7993, loss/aux0: 0.7993 2020-10-18 01:22:44,602 - mmaction - INFO - Epoch [28][620/792] lr: 3.750e-03, eta: 15:35:51, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8870, loss_cls: 1.1516, loss: 1.1516, grad_norm: 4.3504, top1_acc/aux0: 0.7874, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8006, loss/aux0: 0.8006 2020-10-18 01:23:03,968 - mmaction - INFO - Epoch [28][640/792] lr: 3.750e-03, eta: 15:35:06, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8937, loss_cls: 1.1258, loss: 1.1258, grad_norm: 4.4214, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7712, loss/aux0: 0.7712 2020-10-18 01:23:04,385 - mmaction - INFO - Epoch [28][640/792] lr: 3.750e-03, eta: 15:35:32, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8937, loss_cls: 1.1258, loss: 1.1258, grad_norm: 4.4210, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7730, loss/aux0: 0.7730 2020-10-18 01:23:23,756 - mmaction - INFO - Epoch [28][660/792] lr: 3.750e-03, eta: 15:34:47, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6990, top5_acc: 0.9010, loss_cls: 1.1121, loss: 1.1121, grad_norm: 4.3180, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8110, loss/aux0: 0.8110 2020-10-18 01:23:24,186 - mmaction - INFO - Epoch [28][660/792] lr: 3.750e-03, eta: 15:35:13, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6990, top5_acc: 0.9010, loss_cls: 1.1121, loss: 1.1121, grad_norm: 4.2976, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8064, loss/aux0: 0.8064 2020-10-18 01:23:43,583 - mmaction - INFO - Epoch [28][680/792] lr: 3.750e-03, eta: 15:34:28, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8818, loss_cls: 1.1425, loss: 1.1425, grad_norm: 4.3411, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8119, loss/aux0: 0.8119 2020-10-18 01:23:44,019 - mmaction - INFO - Epoch [28][680/792] lr: 3.750e-03, eta: 15:34:53, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8818, loss_cls: 1.1425, loss: 1.1425, grad_norm: 4.3573, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8179, loss/aux0: 0.8179 2020-10-18 01:24:03,354 - mmaction - INFO - Epoch [28][700/792] lr: 3.750e-03, eta: 15:34:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8854, loss_cls: 1.1836, loss: 1.1836, grad_norm: 4.5324, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8124, loss/aux0: 0.8124 2020-10-18 01:24:03,774 - mmaction - INFO - Epoch [28][700/792] lr: 3.750e-03, eta: 15:34:34, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8854, loss_cls: 1.1836, loss: 1.1836, grad_norm: 4.5096, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8076, loss/aux0: 0.8076 2020-10-18 01:24:23,113 - mmaction - INFO - Epoch [28][720/792] lr: 3.750e-03, eta: 15:33:49, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8922, loss_cls: 1.1420, loss: 1.1420, grad_norm: 4.2874, top1_acc/aux0: 0.7985, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7748, loss/aux0: 0.7748 2020-10-18 01:24:23,526 - mmaction - INFO - Epoch [28][720/792] lr: 3.750e-03, eta: 15:34:14, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8922, loss_cls: 1.1420, loss: 1.1420, grad_norm: 4.2965, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-18 01:24:42,906 - mmaction - INFO - Epoch [28][740/792] lr: 3.750e-03, eta: 15:33:30, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8911, loss_cls: 1.1321, loss: 1.1321, grad_norm: 4.2939, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8063, loss/aux0: 0.8063 2020-10-18 01:24:43,345 - mmaction - INFO - Epoch [28][740/792] lr: 3.750e-03, eta: 15:33:55, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8911, loss_cls: 1.1321, loss: 1.1321, grad_norm: 4.3220, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8093, loss/aux0: 0.8093 2020-10-18 01:25:02,858 - mmaction - INFO - Epoch [28][760/792] lr: 3.750e-03, eta: 15:33:11, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8865, loss_cls: 1.1476, loss: 1.1476, grad_norm: 4.5229, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8404, loss/aux0: 0.8404 2020-10-18 01:25:03,299 - mmaction - INFO - Epoch [28][760/792] lr: 3.750e-03, eta: 15:33:37, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8865, loss_cls: 1.1476, loss: 1.1476, grad_norm: 4.4904, top1_acc/aux0: 0.7795, top5_acc/aux0: 0.9265, loss_cls/aux0: 0.8359, loss/aux0: 0.8359 2020-10-18 01:25:22,472 - mmaction - INFO - Epoch [28][780/792] lr: 3.750e-03, eta: 15:32:51, time: 0.486, data_time: 0.001, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8807, loss_cls: 1.1762, loss: 1.1762, grad_norm: 4.4073, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.8048, loss/aux0: 0.8048 2020-10-18 01:25:22,894 - mmaction - INFO - Epoch [28][780/792] lr: 3.750e-03, eta: 15:33:16, time: 0.487, data_time: 0.002, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8807, loss_cls: 1.1762, loss: 1.1762, grad_norm: 4.3952, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8044, loss/aux0: 0.8044 2020-10-18 01:25:36,512 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-10-18 01:28:43,693 - mmaction - INFO - Epoch [29][20/792] lr: 3.750e-03, eta: 15:31:49, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8984, loss_cls: 1.0825, loss: 1.0825, grad_norm: 4.4054, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7791, loss/aux0: 0.7791 2020-10-18 01:28:44,110 - mmaction - INFO - Epoch [29][20/792] lr: 3.750e-03, eta: 15:32:15, time: 0.490, data_time: 0.003, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8984, loss_cls: 1.0825, loss: 1.0825, grad_norm: 4.3564, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7780, loss/aux0: 0.7780 2020-10-18 01:29:03,294 - mmaction - INFO - Epoch [29][40/792] lr: 3.750e-03, eta: 15:31:30, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8927, loss_cls: 1.1234, loss: 1.1234, grad_norm: 4.4434, top1_acc/aux0: 0.7881, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.8038, loss/aux0: 0.8038 2020-10-18 01:29:03,717 - mmaction - INFO - Epoch [29][40/792] lr: 3.750e-03, eta: 15:31:55, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8927, loss_cls: 1.1234, loss: 1.1234, grad_norm: 4.4515, top1_acc/aux0: 0.7869, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-18 01:29:22,949 - mmaction - INFO - Epoch [29][60/792] lr: 3.750e-03, eta: 15:31:10, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8917, loss_cls: 1.1711, loss: 1.1711, grad_norm: 4.4876, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7839, loss/aux0: 0.7839 2020-10-18 01:29:23,375 - mmaction - INFO - Epoch [29][60/792] lr: 3.750e-03, eta: 15:31:35, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8917, loss_cls: 1.1711, loss: 1.1711, grad_norm: 4.5148, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7872, loss/aux0: 0.7872 2020-10-18 01:29:42,744 - mmaction - INFO - Epoch [29][80/792] lr: 3.750e-03, eta: 15:30:51, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8943, loss_cls: 1.1340, loss: 1.1340, grad_norm: 4.4331, top1_acc/aux0: 0.7912, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7921, loss/aux0: 0.7921 2020-10-18 01:29:43,164 - mmaction - INFO - Epoch [29][80/792] lr: 3.750e-03, eta: 15:31:16, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8943, loss_cls: 1.1340, loss: 1.1340, grad_norm: 4.4484, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7865, loss/aux0: 0.7865 2020-10-18 01:30:02,399 - mmaction - INFO - Epoch [29][100/792] lr: 3.750e-03, eta: 15:30:32, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8896, loss_cls: 1.1354, loss: 1.1354, grad_norm: 4.4299, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7957, loss/aux0: 0.7957 2020-10-18 01:30:02,817 - mmaction - INFO - Epoch [29][100/792] lr: 3.750e-03, eta: 15:30:57, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8896, loss_cls: 1.1354, loss: 1.1354, grad_norm: 4.4422, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-18 01:30:22,342 - mmaction - INFO - Epoch [29][120/792] lr: 3.750e-03, eta: 15:30:13, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7323, top5_acc: 0.9000, loss_cls: 1.0491, loss: 1.0491, grad_norm: 4.8368, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7834, loss/aux0: 0.7834 2020-10-18 01:30:22,788 - mmaction - INFO - Epoch [29][120/792] lr: 3.750e-03, eta: 15:30:38, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7323, top5_acc: 0.9000, loss_cls: 1.0491, loss: 1.0491, grad_norm: 4.8894, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7922, loss/aux0: 0.7922 2020-10-18 01:30:42,233 - mmaction - INFO - Epoch [29][140/792] lr: 3.750e-03, eta: 15:29:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8859, loss_cls: 1.1544, loss: 1.1544, grad_norm: 4.3511, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7678, loss/aux0: 0.7678 2020-10-18 01:30:42,641 - mmaction - INFO - Epoch [29][140/792] lr: 3.750e-03, eta: 15:30:19, time: 0.500, data_time: 0.008, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8859, loss_cls: 1.1544, loss: 1.1544, grad_norm: 4.3908, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7606, loss/aux0: 0.7606 2020-10-18 01:31:01,962 - mmaction - INFO - Epoch [29][160/792] lr: 3.750e-03, eta: 15:29:35, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.1371, loss: 1.1371, grad_norm: 4.3340, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-18 01:31:02,372 - mmaction - INFO - Epoch [29][160/792] lr: 3.750e-03, eta: 15:30:00, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.1371, loss: 1.1371, grad_norm: 4.3365, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7775, loss/aux0: 0.7775 2020-10-18 01:31:21,759 - mmaction - INFO - Epoch [29][180/792] lr: 3.750e-03, eta: 15:29:16, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8974, loss_cls: 1.1231, loss: 1.1231, grad_norm: 4.3315, top1_acc/aux0: 0.7934, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7747, loss/aux0: 0.7747 2020-10-18 01:31:22,183 - mmaction - INFO - Epoch [29][180/792] lr: 3.750e-03, eta: 15:29:41, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8974, loss_cls: 1.1231, loss: 1.1231, grad_norm: 4.3797, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7802, loss/aux0: 0.7802 2020-10-18 01:31:41,669 - mmaction - INFO - Epoch [29][200/792] lr: 3.750e-03, eta: 15:28:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7188, top5_acc: 0.8932, loss_cls: 1.1028, loss: 1.1028, grad_norm: 4.3864, top1_acc/aux0: 0.7845, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8203, loss/aux0: 0.8203 2020-10-18 01:31:42,095 - mmaction - INFO - Epoch [29][200/792] lr: 3.750e-03, eta: 15:29:22, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7188, top5_acc: 0.8932, loss_cls: 1.1028, loss: 1.1028, grad_norm: 4.3998, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8087, loss/aux0: 0.8087 2020-10-18 01:32:01,551 - mmaction - INFO - Epoch [29][220/792] lr: 3.750e-03, eta: 15:28:38, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.9005, loss_cls: 1.1130, loss: 1.1130, grad_norm: 4.4124, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7859, loss/aux0: 0.7859 2020-10-18 01:32:01,994 - mmaction - INFO - Epoch [29][220/792] lr: 3.750e-03, eta: 15:29:03, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.7115, top5_acc: 0.9005, loss_cls: 1.1130, loss: 1.1130, grad_norm: 4.3897, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7884, loss/aux0: 0.7884 2020-10-18 01:32:21,197 - mmaction - INFO - Epoch [29][240/792] lr: 3.750e-03, eta: 15:28:19, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8969, loss_cls: 1.1482, loss: 1.1482, grad_norm: 4.6902, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-18 01:32:21,625 - mmaction - INFO - Epoch [29][240/792] lr: 3.750e-03, eta: 15:28:44, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8969, loss_cls: 1.1482, loss: 1.1482, grad_norm: 4.6649, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.8229, loss/aux0: 0.8229 2020-10-18 01:32:40,941 - mmaction - INFO - Epoch [29][260/792] lr: 3.750e-03, eta: 15:27:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8974, loss_cls: 1.1093, loss: 1.1093, grad_norm: 4.3946, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7664, loss/aux0: 0.7664 2020-10-18 01:32:41,373 - mmaction - INFO - Epoch [29][260/792] lr: 3.750e-03, eta: 15:28:24, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8974, loss_cls: 1.1093, loss: 1.1093, grad_norm: 4.4084, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7659, loss/aux0: 0.7659 2020-10-18 01:33:00,829 - mmaction - INFO - Epoch [29][280/792] lr: 3.750e-03, eta: 15:27:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7255, top5_acc: 0.9057, loss_cls: 1.0685, loss: 1.0685, grad_norm: 4.3400, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7852, loss/aux0: 0.7852 2020-10-18 01:33:01,246 - mmaction - INFO - Epoch [29][280/792] lr: 3.750e-03, eta: 15:28:05, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7255, top5_acc: 0.9057, loss_cls: 1.0685, loss: 1.0685, grad_norm: 4.3758, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7823, loss/aux0: 0.7823 2020-10-18 01:33:20,771 - mmaction - INFO - Epoch [29][300/792] lr: 3.750e-03, eta: 15:27:22, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7188, top5_acc: 0.9073, loss_cls: 1.0770, loss: 1.0770, grad_norm: 4.4489, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7796, loss/aux0: 0.7796 2020-10-18 01:33:21,182 - mmaction - INFO - Epoch [29][300/792] lr: 3.750e-03, eta: 15:27:47, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.7188, top5_acc: 0.9073, loss_cls: 1.0770, loss: 1.0770, grad_norm: 4.4836, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7841, loss/aux0: 0.7841 2020-10-18 01:33:40,688 - mmaction - INFO - Epoch [29][320/792] lr: 3.750e-03, eta: 15:27:03, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8995, loss_cls: 1.0781, loss: 1.0781, grad_norm: 4.3244, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7844, loss/aux0: 0.7844 2020-10-18 01:33:41,111 - mmaction - INFO - Epoch [29][320/792] lr: 3.750e-03, eta: 15:27:29, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8995, loss_cls: 1.0781, loss: 1.0781, grad_norm: 4.3336, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7828, loss/aux0: 0.7828 2020-10-18 01:34:00,472 - mmaction - INFO - Epoch [29][340/792] lr: 3.750e-03, eta: 15:26:45, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8859, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.4962, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7843, loss/aux0: 0.7843 2020-10-18 01:34:00,928 - mmaction - INFO - Epoch [29][340/792] lr: 3.750e-03, eta: 15:27:10, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8859, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.4369, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7845, loss/aux0: 0.7845 2020-10-18 01:34:20,297 - mmaction - INFO - Epoch [29][360/792] lr: 3.750e-03, eta: 15:26:26, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8979, loss_cls: 1.1219, loss: 1.1219, grad_norm: 4.4290, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8048, loss/aux0: 0.8048 2020-10-18 01:34:20,751 - mmaction - INFO - Epoch [29][360/792] lr: 3.750e-03, eta: 15:26:50, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8979, loss_cls: 1.1219, loss: 1.1219, grad_norm: 4.4275, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8010, loss/aux0: 0.8010 2020-10-18 01:34:40,143 - mmaction - INFO - Epoch [29][380/792] lr: 3.750e-03, eta: 15:26:06, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7172, top5_acc: 0.9021, loss_cls: 1.0946, loss: 1.0946, grad_norm: 4.6386, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-18 01:34:40,563 - mmaction - INFO - Epoch [29][380/792] lr: 3.750e-03, eta: 15:26:31, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.7172, top5_acc: 0.9021, loss_cls: 1.0946, loss: 1.0946, grad_norm: 4.7610, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7806, loss/aux0: 0.7806 2020-10-18 01:34:59,956 - mmaction - INFO - Epoch [29][400/792] lr: 3.750e-03, eta: 15:25:47, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8964, loss_cls: 1.0730, loss: 1.0730, grad_norm: 4.2762, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7995, loss/aux0: 0.7995 2020-10-18 01:35:00,374 - mmaction - INFO - Epoch [29][400/792] lr: 3.750e-03, eta: 15:26:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8964, loss_cls: 1.0730, loss: 1.0730, grad_norm: 4.2992, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8022, loss/aux0: 0.8022 2020-10-18 01:35:19,658 - mmaction - INFO - Epoch [29][420/792] lr: 3.750e-03, eta: 15:25:28, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7073, top5_acc: 0.9031, loss_cls: 1.1183, loss: 1.1183, grad_norm: 4.2221, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-18 01:35:20,093 - mmaction - INFO - Epoch [29][420/792] lr: 3.750e-03, eta: 15:25:52, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7073, top5_acc: 0.9031, loss_cls: 1.1183, loss: 1.1183, grad_norm: 4.2254, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7762, loss/aux0: 0.7762 2020-10-18 01:35:39,678 - mmaction - INFO - Epoch [29][440/792] lr: 3.750e-03, eta: 15:25:09, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8854, loss_cls: 1.1381, loss: 1.1381, grad_norm: 4.5519, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8156, loss/aux0: 0.8156 2020-10-18 01:35:40,105 - mmaction - INFO - Epoch [29][440/792] lr: 3.750e-03, eta: 15:25:34, time: 0.507, data_time: 0.002, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8854, loss_cls: 1.1381, loss: 1.1381, grad_norm: 4.5291, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8130, loss/aux0: 0.8130 2020-10-18 01:35:59,704 - mmaction - INFO - Epoch [29][460/792] lr: 3.750e-03, eta: 15:24:51, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1151, loss: 1.1151, grad_norm: 4.4721, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7772, loss/aux0: 0.7772 2020-10-18 01:36:00,125 - mmaction - INFO - Epoch [29][460/792] lr: 3.750e-03, eta: 15:25:16, time: 0.506, data_time: 0.002, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1151, loss: 1.1151, grad_norm: 4.4737, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7773, loss/aux0: 0.7773 2020-10-18 01:36:19,494 - mmaction - INFO - Epoch [29][480/792] lr: 3.750e-03, eta: 15:24:32, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8875, loss_cls: 1.1544, loss: 1.1544, grad_norm: 4.4250, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7908, loss/aux0: 0.7908 2020-10-18 01:36:19,936 - mmaction - INFO - Epoch [29][480/792] lr: 3.750e-03, eta: 15:24:57, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8875, loss_cls: 1.1544, loss: 1.1544, grad_norm: 4.4247, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7903, loss/aux0: 0.7903 2020-10-18 01:36:39,477 - mmaction - INFO - Epoch [29][500/792] lr: 3.750e-03, eta: 15:24:13, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8911, loss_cls: 1.1588, loss: 1.1588, grad_norm: 4.3876, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8036, loss/aux0: 0.8036 2020-10-18 01:36:39,895 - mmaction - INFO - Epoch [29][500/792] lr: 3.750e-03, eta: 15:24:38, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8911, loss_cls: 1.1588, loss: 1.1588, grad_norm: 4.3921, top1_acc/aux0: 0.7882, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8055, loss/aux0: 0.8055 2020-10-18 01:36:59,258 - mmaction - INFO - Epoch [29][520/792] lr: 3.750e-03, eta: 15:23:54, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8854, loss_cls: 1.1629, loss: 1.1629, grad_norm: 4.3030, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-18 01:36:59,688 - mmaction - INFO - Epoch [29][520/792] lr: 3.750e-03, eta: 15:24:19, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8854, loss_cls: 1.1629, loss: 1.1629, grad_norm: 4.3006, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7575, loss/aux0: 0.7575 2020-10-18 01:37:19,107 - mmaction - INFO - Epoch [29][540/792] lr: 3.750e-03, eta: 15:23:35, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.9010, loss_cls: 1.1199, loss: 1.1199, grad_norm: 4.4094, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-18 01:37:19,542 - mmaction - INFO - Epoch [29][540/792] lr: 3.750e-03, eta: 15:23:59, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7115, top5_acc: 0.9010, loss_cls: 1.1199, loss: 1.1199, grad_norm: 4.3619, top1_acc/aux0: 0.7864, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8025, loss/aux0: 0.8025 2020-10-18 01:37:39,128 - mmaction - INFO - Epoch [29][560/792] lr: 3.750e-03, eta: 15:23:16, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8974, loss_cls: 1.0942, loss: 1.0942, grad_norm: 4.3716, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8023, loss/aux0: 0.8023 2020-10-18 01:37:39,571 - mmaction - INFO - Epoch [29][560/792] lr: 3.750e-03, eta: 15:23:41, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8974, loss_cls: 1.0942, loss: 1.0942, grad_norm: 4.3993, top1_acc/aux0: 0.7829, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.8117, loss/aux0: 0.8117 2020-10-18 01:37:58,901 - mmaction - INFO - Epoch [29][580/792] lr: 3.750e-03, eta: 15:22:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7094, top5_acc: 0.9073, loss_cls: 1.1382, loss: 1.1382, grad_norm: 4.4036, top1_acc/aux0: 0.7868, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8086, loss/aux0: 0.8086 2020-10-18 01:37:59,330 - mmaction - INFO - Epoch [29][580/792] lr: 3.750e-03, eta: 15:23:22, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7094, top5_acc: 0.9073, loss_cls: 1.1382, loss: 1.1382, grad_norm: 4.3911, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8090, loss/aux0: 0.8090 2020-10-18 01:38:18,712 - mmaction - INFO - Epoch [29][600/792] lr: 3.750e-03, eta: 15:22:38, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8885, loss_cls: 1.1547, loss: 1.1547, grad_norm: 4.4092, top1_acc/aux0: 0.7861, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.7996, loss/aux0: 0.7996 2020-10-18 01:38:19,170 - mmaction - INFO - Epoch [29][600/792] lr: 3.750e-03, eta: 15:23:03, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8885, loss_cls: 1.1547, loss: 1.1547, grad_norm: 4.3945, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7942, loss/aux0: 0.7942 2020-10-18 01:38:38,548 - mmaction - INFO - Epoch [29][620/792] lr: 3.750e-03, eta: 15:22:19, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9031, loss_cls: 1.0569, loss: 1.0569, grad_norm: 4.3502, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7768, loss/aux0: 0.7768 2020-10-18 01:38:38,975 - mmaction - INFO - Epoch [29][620/792] lr: 3.750e-03, eta: 15:22:44, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9031, loss_cls: 1.0569, loss: 1.0569, grad_norm: 4.3589, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7826, loss/aux0: 0.7826 2020-10-18 01:38:58,344 - mmaction - INFO - Epoch [29][640/792] lr: 3.750e-03, eta: 15:22:00, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.1750, loss: 1.1750, grad_norm: 4.4790, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7974, loss/aux0: 0.7974 2020-10-18 01:38:58,804 - mmaction - INFO - Epoch [29][640/792] lr: 3.750e-03, eta: 15:22:25, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.1750, loss: 1.1750, grad_norm: 4.5827, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-18 01:39:18,344 - mmaction - INFO - Epoch [29][660/792] lr: 3.750e-03, eta: 15:21:41, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8854, loss_cls: 1.1734, loss: 1.1734, grad_norm: 4.4561, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7737, loss/aux0: 0.7737 2020-10-18 01:39:18,790 - mmaction - INFO - Epoch [29][660/792] lr: 3.750e-03, eta: 15:22:06, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8854, loss_cls: 1.1734, loss: 1.1734, grad_norm: 4.4389, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7755, loss/aux0: 0.7755 2020-10-18 01:39:38,264 - mmaction - INFO - Epoch [29][680/792] lr: 3.750e-03, eta: 15:21:22, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8854, loss_cls: 1.1256, loss: 1.1256, grad_norm: 4.4040, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7872, loss/aux0: 0.7872 2020-10-18 01:39:38,684 - mmaction - INFO - Epoch [29][680/792] lr: 3.750e-03, eta: 15:21:47, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8854, loss_cls: 1.1256, loss: 1.1256, grad_norm: 4.3876, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7860, loss/aux0: 0.7860 2020-10-18 01:39:57,989 - mmaction - INFO - Epoch [29][700/792] lr: 3.750e-03, eta: 15:21:03, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8891, loss_cls: 1.1470, loss: 1.1470, grad_norm: 4.4084, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7878, loss/aux0: 0.7878 2020-10-18 01:39:58,396 - mmaction - INFO - Epoch [29][700/792] lr: 3.750e-03, eta: 15:21:27, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8891, loss_cls: 1.1470, loss: 1.1470, grad_norm: 4.4076, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7906, loss/aux0: 0.7906 2020-10-18 01:40:17,948 - mmaction - INFO - Epoch [29][720/792] lr: 3.750e-03, eta: 15:20:44, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7057, top5_acc: 0.8964, loss_cls: 1.1250, loss: 1.1250, grad_norm: 4.4114, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7655, loss/aux0: 0.7655 2020-10-18 01:40:18,393 - mmaction - INFO - Epoch [29][720/792] lr: 3.750e-03, eta: 15:21:09, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7057, top5_acc: 0.8964, loss_cls: 1.1250, loss: 1.1250, grad_norm: 4.3702, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7617, loss/aux0: 0.7617 2020-10-18 01:40:37,686 - mmaction - INFO - Epoch [29][740/792] lr: 3.750e-03, eta: 15:20:25, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8891, loss_cls: 1.1474, loss: 1.1474, grad_norm: 4.2443, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7671, loss/aux0: 0.7671 2020-10-18 01:40:38,128 - mmaction - INFO - Epoch [29][740/792] lr: 3.750e-03, eta: 15:20:49, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8891, loss_cls: 1.1474, loss: 1.1474, grad_norm: 4.2490, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7685, loss/aux0: 0.7685 2020-10-18 01:40:57,531 - mmaction - INFO - Epoch [29][760/792] lr: 3.750e-03, eta: 15:20:05, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7057, top5_acc: 0.8859, loss_cls: 1.1546, loss: 1.1546, grad_norm: 4.5132, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.7915, loss/aux0: 0.7915 2020-10-18 01:40:57,951 - mmaction - INFO - Epoch [29][760/792] lr: 3.750e-03, eta: 15:20:30, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7057, top5_acc: 0.8859, loss_cls: 1.1546, loss: 1.1546, grad_norm: 4.5557, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.7986, loss/aux0: 0.7986 2020-10-18 01:41:17,336 - mmaction - INFO - Epoch [29][780/792] lr: 3.750e-03, eta: 15:19:46, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7062, top5_acc: 0.9042, loss_cls: 1.0738, loss: 1.0738, grad_norm: 4.4384, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8078, loss/aux0: 0.8078 2020-10-18 01:41:17,775 - mmaction - INFO - Epoch [29][780/792] lr: 3.750e-03, eta: 15:20:10, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7062, top5_acc: 0.9042, loss_cls: 1.0738, loss: 1.0738, grad_norm: 4.4717, top1_acc/aux0: 0.7835, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8070, loss/aux0: 0.8070 2020-10-18 01:41:33,696 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-10-18 01:44:14,766 - mmaction - INFO - Epoch [30][20/792] lr: 3.750e-03, eta: 15:18:46, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9036, loss_cls: 1.0669, loss: 1.0669, grad_norm: 4.3988, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8121, loss/aux0: 0.8121 2020-10-18 01:44:15,192 - mmaction - INFO - Epoch [30][20/792] lr: 3.750e-03, eta: 15:19:11, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9036, loss_cls: 1.0669, loss: 1.0669, grad_norm: 4.3762, top1_acc/aux0: 0.7840, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8110, loss/aux0: 0.8110 2020-10-18 01:44:34,586 - mmaction - INFO - Epoch [30][40/792] lr: 3.750e-03, eta: 15:18:27, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8927, loss_cls: 1.1418, loss: 1.1418, grad_norm: 4.3355, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-18 01:44:34,994 - mmaction - INFO - Epoch [30][40/792] lr: 3.750e-03, eta: 15:18:51, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8927, loss_cls: 1.1418, loss: 1.1418, grad_norm: 4.3079, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7769, loss/aux0: 0.7769 2020-10-18 01:44:54,290 - mmaction - INFO - Epoch [30][60/792] lr: 3.750e-03, eta: 15:18:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8911, loss_cls: 1.1483, loss: 1.1483, grad_norm: 4.4616, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7997, loss/aux0: 0.7997 2020-10-18 01:44:54,723 - mmaction - INFO - Epoch [30][60/792] lr: 3.750e-03, eta: 15:18:32, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8911, loss_cls: 1.1483, loss: 1.1483, grad_norm: 4.4134, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8025, loss/aux0: 0.8025 2020-10-18 01:45:13,983 - mmaction - INFO - Epoch [30][80/792] lr: 3.750e-03, eta: 15:17:49, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8938, loss_cls: 1.0864, loss: 1.0864, grad_norm: 4.3472, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.8058, loss/aux0: 0.8058 2020-10-18 01:45:14,415 - mmaction - INFO - Epoch [30][80/792] lr: 3.750e-03, eta: 15:18:13, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8938, loss_cls: 1.0864, loss: 1.0864, grad_norm: 4.3276, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8023, loss/aux0: 0.8023 2020-10-18 01:45:33,720 - mmaction - INFO - Epoch [30][100/792] lr: 3.750e-03, eta: 15:17:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8932, loss_cls: 1.1016, loss: 1.1016, grad_norm: 4.3449, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7754, loss/aux0: 0.7754 2020-10-18 01:45:34,238 - mmaction - INFO - Epoch [30][100/792] lr: 3.750e-03, eta: 15:17:54, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8932, loss_cls: 1.1016, loss: 1.1016, grad_norm: 4.3612, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7806, loss/aux0: 0.7806 2020-10-18 01:45:53,422 - mmaction - INFO - Epoch [30][120/792] lr: 3.750e-03, eta: 15:17:11, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.9062, loss_cls: 1.0703, loss: 1.0703, grad_norm: 4.3690, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7745, loss/aux0: 0.7745 2020-10-18 01:45:53,830 - mmaction - INFO - Epoch [30][120/792] lr: 3.750e-03, eta: 15:17:35, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7234, top5_acc: 0.9062, loss_cls: 1.0703, loss: 1.0703, grad_norm: 4.3754, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7722, loss/aux0: 0.7722 2020-10-18 01:46:13,139 - mmaction - INFO - Epoch [30][140/792] lr: 3.750e-03, eta: 15:16:51, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8974, loss_cls: 1.0507, loss: 1.0507, grad_norm: 4.3168, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7876, loss/aux0: 0.7876 2020-10-18 01:46:13,559 - mmaction - INFO - Epoch [30][140/792] lr: 3.750e-03, eta: 15:17:15, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8974, loss_cls: 1.0507, loss: 1.0507, grad_norm: 4.3214, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7807, loss/aux0: 0.7807 2020-10-18 01:46:32,940 - mmaction - INFO - Epoch [30][160/792] lr: 3.750e-03, eta: 15:16:32, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1175, loss: 1.1175, grad_norm: 4.3690, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7942, loss/aux0: 0.7942 2020-10-18 01:46:33,366 - mmaction - INFO - Epoch [30][160/792] lr: 3.750e-03, eta: 15:16:56, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1175, loss: 1.1175, grad_norm: 4.3168, top1_acc/aux0: 0.7845, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.8008, loss/aux0: 0.8008 2020-10-18 01:46:52,598 - mmaction - INFO - Epoch [30][180/792] lr: 3.750e-03, eta: 15:16:12, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9062, loss_cls: 1.0429, loss: 1.0429, grad_norm: 4.3394, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7787, loss/aux0: 0.7787 2020-10-18 01:46:53,006 - mmaction - INFO - Epoch [30][180/792] lr: 3.750e-03, eta: 15:16:36, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9062, loss_cls: 1.0429, loss: 1.0429, grad_norm: 4.2907, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7773, loss/aux0: 0.7773 2020-10-18 01:47:12,456 - mmaction - INFO - Epoch [30][200/792] lr: 3.750e-03, eta: 15:15:53, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8818, loss_cls: 1.1863, loss: 1.1863, grad_norm: 4.5053, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-18 01:47:12,873 - mmaction - INFO - Epoch [30][200/792] lr: 3.750e-03, eta: 15:16:17, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8818, loss_cls: 1.1863, loss: 1.1863, grad_norm: 4.5027, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7743, loss/aux0: 0.7743 2020-10-18 01:47:32,272 - mmaction - INFO - Epoch [30][220/792] lr: 3.750e-03, eta: 15:15:34, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8953, loss_cls: 1.1078, loss: 1.1078, grad_norm: 4.5105, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7922, loss/aux0: 0.7922 2020-10-18 01:47:32,693 - mmaction - INFO - Epoch [30][220/792] lr: 3.750e-03, eta: 15:15:58, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8953, loss_cls: 1.1078, loss: 1.1078, grad_norm: 4.5326, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7924, loss/aux0: 0.7924 2020-10-18 01:47:52,015 - mmaction - INFO - Epoch [30][240/792] lr: 3.750e-03, eta: 15:15:15, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9047, loss_cls: 1.0348, loss: 1.0348, grad_norm: 4.5457, top1_acc/aux0: 0.7936, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7912, loss/aux0: 0.7912 2020-10-18 01:47:52,431 - mmaction - INFO - Epoch [30][240/792] lr: 3.750e-03, eta: 15:15:39, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9047, loss_cls: 1.0348, loss: 1.0348, grad_norm: 4.5118, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7858, loss/aux0: 0.7858 2020-10-18 01:48:11,858 - mmaction - INFO - Epoch [30][260/792] lr: 3.750e-03, eta: 15:14:56, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8953, loss_cls: 1.0904, loss: 1.0904, grad_norm: 4.8204, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-18 01:48:12,286 - mmaction - INFO - Epoch [30][260/792] lr: 3.750e-03, eta: 15:15:20, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8953, loss_cls: 1.0904, loss: 1.0904, grad_norm: 4.8531, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7946, loss/aux0: 0.7946 2020-10-18 01:48:31,679 - mmaction - INFO - Epoch [30][280/792] lr: 3.750e-03, eta: 15:14:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8995, loss_cls: 1.0575, loss: 1.0575, grad_norm: 4.4198, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7869, loss/aux0: 0.7869 2020-10-18 01:48:32,107 - mmaction - INFO - Epoch [30][280/792] lr: 3.750e-03, eta: 15:15:01, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8995, loss_cls: 1.0575, loss: 1.0575, grad_norm: 4.4007, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7847, loss/aux0: 0.7847 2020-10-18 01:48:51,543 - mmaction - INFO - Epoch [30][300/792] lr: 3.750e-03, eta: 15:14:18, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8932, loss_cls: 1.1295, loss: 1.1295, grad_norm: 4.3556, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.7851, loss/aux0: 0.7851 2020-10-18 01:48:51,958 - mmaction - INFO - Epoch [30][300/792] lr: 3.750e-03, eta: 15:14:42, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8932, loss_cls: 1.1295, loss: 1.1295, grad_norm: 4.3616, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-18 01:49:11,423 - mmaction - INFO - Epoch [30][320/792] lr: 3.750e-03, eta: 15:13:59, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8922, loss_cls: 1.1176, loss: 1.1176, grad_norm: 4.4378, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-18 01:49:11,858 - mmaction - INFO - Epoch [30][320/792] lr: 3.750e-03, eta: 15:14:23, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8922, loss_cls: 1.1176, loss: 1.1176, grad_norm: 4.4426, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8022, loss/aux0: 0.8022 2020-10-18 01:49:31,220 - mmaction - INFO - Epoch [30][340/792] lr: 3.750e-03, eta: 15:13:40, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9073, loss_cls: 1.0845, loss: 1.0845, grad_norm: 4.4688, top1_acc/aux0: 0.7936, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7731, loss/aux0: 0.7731 2020-10-18 01:49:31,647 - mmaction - INFO - Epoch [30][340/792] lr: 3.750e-03, eta: 15:14:03, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9073, loss_cls: 1.0845, loss: 1.0845, grad_norm: 4.4819, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-18 01:49:51,225 - mmaction - INFO - Epoch [30][360/792] lr: 3.750e-03, eta: 15:13:21, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8870, loss_cls: 1.1688, loss: 1.1688, grad_norm: 4.8306, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7837, loss/aux0: 0.7837 2020-10-18 01:49:51,633 - mmaction - INFO - Epoch [30][360/792] lr: 3.750e-03, eta: 15:13:45, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8870, loss_cls: 1.1688, loss: 1.1688, grad_norm: 4.8506, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7826, loss/aux0: 0.7826 2020-10-18 01:50:11,069 - mmaction - INFO - Epoch [30][380/792] lr: 3.750e-03, eta: 15:13:02, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8865, loss_cls: 1.1686, loss: 1.1686, grad_norm: 4.4022, top1_acc/aux0: 0.7889, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-18 01:50:11,488 - mmaction - INFO - Epoch [30][380/792] lr: 3.750e-03, eta: 15:13:25, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8865, loss_cls: 1.1686, loss: 1.1686, grad_norm: 4.4106, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.8003, loss/aux0: 0.8003 2020-10-18 01:50:31,051 - mmaction - INFO - Epoch [30][400/792] lr: 3.750e-03, eta: 15:12:42, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8969, loss_cls: 1.0880, loss: 1.0880, grad_norm: 4.4951, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8092, loss/aux0: 0.8092 2020-10-18 01:50:31,463 - mmaction - INFO - Epoch [30][400/792] lr: 3.750e-03, eta: 15:13:06, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8969, loss_cls: 1.0880, loss: 1.0880, grad_norm: 4.4818, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8041, loss/aux0: 0.8041 2020-10-18 01:50:50,832 - mmaction - INFO - Epoch [30][420/792] lr: 3.750e-03, eta: 15:12:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8797, loss_cls: 1.2031, loss: 1.2031, grad_norm: 4.5157, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7956, loss/aux0: 0.7956 2020-10-18 01:50:51,261 - mmaction - INFO - Epoch [30][420/792] lr: 3.750e-03, eta: 15:12:47, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8797, loss_cls: 1.2031, loss: 1.2031, grad_norm: 4.5101, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8024, loss/aux0: 0.8024 2020-10-18 01:51:10,889 - mmaction - INFO - Epoch [30][440/792] lr: 3.750e-03, eta: 15:12:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7104, top5_acc: 0.8990, loss_cls: 1.1290, loss: 1.1290, grad_norm: 4.3791, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7847, loss/aux0: 0.7847 2020-10-18 01:51:11,305 - mmaction - INFO - Epoch [30][440/792] lr: 3.750e-03, eta: 15:12:28, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7104, top5_acc: 0.8990, loss_cls: 1.1290, loss: 1.1290, grad_norm: 4.3405, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7791, loss/aux0: 0.7791 2020-10-18 01:51:30,653 - mmaction - INFO - Epoch [30][460/792] lr: 3.750e-03, eta: 15:11:45, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7167, top5_acc: 0.8932, loss_cls: 1.1264, loss: 1.1264, grad_norm: 4.3738, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-18 01:51:31,066 - mmaction - INFO - Epoch [30][460/792] lr: 3.750e-03, eta: 15:12:09, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7167, top5_acc: 0.8932, loss_cls: 1.1264, loss: 1.1264, grad_norm: 4.4145, top1_acc/aux0: 0.7968, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7691, loss/aux0: 0.7691 2020-10-18 01:51:50,478 - mmaction - INFO - Epoch [30][480/792] lr: 3.750e-03, eta: 15:11:26, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7135, top5_acc: 0.8948, loss_cls: 1.1283, loss: 1.1283, grad_norm: 4.3796, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-18 01:51:50,880 - mmaction - INFO - Epoch [30][480/792] lr: 3.750e-03, eta: 15:11:49, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7135, top5_acc: 0.8948, loss_cls: 1.1283, loss: 1.1283, grad_norm: 4.3597, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7727, loss/aux0: 0.7727 2020-10-18 01:52:10,395 - mmaction - INFO - Epoch [30][500/792] lr: 3.750e-03, eta: 15:11:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8953, loss_cls: 1.1111, loss: 1.1111, grad_norm: 4.4226, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7933, loss/aux0: 0.7933 2020-10-18 01:52:10,816 - mmaction - INFO - Epoch [30][500/792] lr: 3.750e-03, eta: 15:11:30, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8953, loss_cls: 1.1111, loss: 1.1111, grad_norm: 4.4319, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7938, loss/aux0: 0.7938 2020-10-18 01:52:30,142 - mmaction - INFO - Epoch [30][520/792] lr: 3.750e-03, eta: 15:10:47, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8958, loss_cls: 1.0985, loss: 1.0985, grad_norm: 4.4502, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7860, loss/aux0: 0.7860 2020-10-18 01:52:30,570 - mmaction - INFO - Epoch [30][520/792] lr: 3.750e-03, eta: 15:11:11, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8958, loss_cls: 1.0985, loss: 1.0985, grad_norm: 4.4279, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7857, loss/aux0: 0.7857 2020-10-18 01:52:50,105 - mmaction - INFO - Epoch [30][540/792] lr: 3.750e-03, eta: 15:10:29, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8995, loss_cls: 1.0749, loss: 1.0749, grad_norm: 4.5035, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.7944, loss/aux0: 0.7944 2020-10-18 01:52:50,512 - mmaction - INFO - Epoch [30][540/792] lr: 3.750e-03, eta: 15:10:52, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8995, loss_cls: 1.0749, loss: 1.0749, grad_norm: 4.4815, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7889, loss/aux0: 0.7889 2020-10-18 01:53:09,826 - mmaction - INFO - Epoch [30][560/792] lr: 3.750e-03, eta: 15:10:09, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8974, loss_cls: 1.1111, loss: 1.1111, grad_norm: 4.5443, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-18 01:53:10,239 - mmaction - INFO - Epoch [30][560/792] lr: 3.750e-03, eta: 15:10:33, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8974, loss_cls: 1.1111, loss: 1.1111, grad_norm: 4.5382, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7973, loss/aux0: 0.7973 2020-10-18 01:53:29,572 - mmaction - INFO - Epoch [30][580/792] lr: 3.750e-03, eta: 15:09:50, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7026, top5_acc: 0.9000, loss_cls: 1.1384, loss: 1.1384, grad_norm: 4.4193, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7628, loss/aux0: 0.7628 2020-10-18 01:53:29,994 - mmaction - INFO - Epoch [30][580/792] lr: 3.750e-03, eta: 15:10:14, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7026, top5_acc: 0.9000, loss_cls: 1.1384, loss: 1.1384, grad_norm: 4.4459, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7635, loss/aux0: 0.7635 2020-10-18 01:53:49,565 - mmaction - INFO - Epoch [30][600/792] lr: 3.750e-03, eta: 15:09:31, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8984, loss_cls: 1.0906, loss: 1.0906, grad_norm: 4.4197, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7774, loss/aux0: 0.7774 2020-10-18 01:53:49,972 - mmaction - INFO - Epoch [30][600/792] lr: 3.750e-03, eta: 15:09:55, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8984, loss_cls: 1.0906, loss: 1.0906, grad_norm: 4.4129, top1_acc/aux0: 0.7936, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7735, loss/aux0: 0.7735 2020-10-18 01:54:09,198 - mmaction - INFO - Epoch [30][620/792] lr: 3.750e-03, eta: 15:09:12, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8938, loss_cls: 1.1056, loss: 1.1056, grad_norm: 4.4427, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7768, loss/aux0: 0.7768 2020-10-18 01:54:09,637 - mmaction - INFO - Epoch [30][620/792] lr: 3.750e-03, eta: 15:09:36, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7141, top5_acc: 0.8938, loss_cls: 1.1056, loss: 1.1056, grad_norm: 4.4630, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7783, loss/aux0: 0.7783 2020-10-18 01:54:28,923 - mmaction - INFO - Epoch [30][640/792] lr: 3.750e-03, eta: 15:08:53, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8932, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.5312, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-18 01:54:29,400 - mmaction - INFO - Epoch [30][640/792] lr: 3.750e-03, eta: 15:09:16, time: 0.489, data_time: 0.001, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8932, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.5384, top1_acc/aux0: 0.7871, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8020, loss/aux0: 0.8020 2020-10-18 01:54:48,801 - mmaction - INFO - Epoch [30][660/792] lr: 3.750e-03, eta: 15:08:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8995, loss_cls: 1.0976, loss: 1.0976, grad_norm: 4.4378, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9269, loss_cls/aux0: 0.8292, loss/aux0: 0.8292 2020-10-18 01:54:49,220 - mmaction - INFO - Epoch [30][660/792] lr: 3.750e-03, eta: 15:08:57, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8995, loss_cls: 1.0976, loss: 1.0976, grad_norm: 4.4688, top1_acc/aux0: 0.7819, top5_acc/aux0: 0.9275, loss_cls/aux0: 0.8299, loss/aux0: 0.8299 2020-10-18 01:55:08,547 - mmaction - INFO - Epoch [30][680/792] lr: 3.750e-03, eta: 15:08:15, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7125, top5_acc: 0.9010, loss_cls: 1.1117, loss: 1.1117, grad_norm: 4.3575, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8071, loss/aux0: 0.8071 2020-10-18 01:55:08,972 - mmaction - INFO - Epoch [30][680/792] lr: 3.750e-03, eta: 15:08:38, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7125, top5_acc: 0.9010, loss_cls: 1.1117, loss: 1.1117, grad_norm: 4.3762, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8083, loss/aux0: 0.8083 2020-10-18 01:55:28,430 - mmaction - INFO - Epoch [30][700/792] lr: 3.750e-03, eta: 15:07:55, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7177, top5_acc: 0.8943, loss_cls: 1.1065, loss: 1.1065, grad_norm: 4.2690, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8014, loss/aux0: 0.8014 2020-10-18 01:55:28,846 - mmaction - INFO - Epoch [30][700/792] lr: 3.750e-03, eta: 15:08:19, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7177, top5_acc: 0.8943, loss_cls: 1.1065, loss: 1.1065, grad_norm: 4.2292, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7889, loss/aux0: 0.7889 2020-10-18 01:55:48,247 - mmaction - INFO - Epoch [30][720/792] lr: 3.750e-03, eta: 15:07:36, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8927, loss_cls: 1.1141, loss: 1.1141, grad_norm: 4.4695, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7811, loss/aux0: 0.7811 2020-10-18 01:55:48,693 - mmaction - INFO - Epoch [30][720/792] lr: 3.750e-03, eta: 15:08:00, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8927, loss_cls: 1.1141, loss: 1.1141, grad_norm: 4.4605, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7783, loss/aux0: 0.7783 2020-10-18 01:56:08,185 - mmaction - INFO - Epoch [30][740/792] lr: 3.750e-03, eta: 15:07:18, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8984, loss_cls: 1.0771, loss: 1.0771, grad_norm: 4.3332, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7741, loss/aux0: 0.7741 2020-10-18 01:56:08,600 - mmaction - INFO - Epoch [30][740/792] lr: 3.750e-03, eta: 15:07:41, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8984, loss_cls: 1.0771, loss: 1.0771, grad_norm: 4.3343, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7810, loss/aux0: 0.7810 2020-10-18 01:56:28,010 - mmaction - INFO - Epoch [30][760/792] lr: 3.750e-03, eta: 15:06:58, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7177, top5_acc: 0.8865, loss_cls: 1.1414, loss: 1.1414, grad_norm: 4.3602, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7745, loss/aux0: 0.7745 2020-10-18 01:56:28,426 - mmaction - INFO - Epoch [30][760/792] lr: 3.750e-03, eta: 15:07:21, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7177, top5_acc: 0.8865, loss_cls: 1.1414, loss: 1.1414, grad_norm: 4.3650, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7700, loss/aux0: 0.7700 2020-10-18 01:56:47,839 - mmaction - INFO - Epoch [30][780/792] lr: 3.750e-03, eta: 15:06:39, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8880, loss_cls: 1.1398, loss: 1.1398, grad_norm: 4.2704, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7569, loss/aux0: 0.7569 2020-10-18 01:56:48,265 - mmaction - INFO - Epoch [30][780/792] lr: 3.750e-03, eta: 15:07:02, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.6979, top5_acc: 0.8880, loss_cls: 1.1398, loss: 1.1398, grad_norm: 4.2781, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7626, loss/aux0: 0.7626 2020-10-18 01:57:02,061 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-18 01:58:28,599 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 01:58:28,775 - mmaction - INFO - top1_acc 0.7569 top5_acc 0.9212 2020-10-18 01:58:28,775 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 01:58:28,836 - mmaction - INFO - mean_acc 0.7573 2020-10-18 01:58:28,836 - mmaction - INFO - Now best checkpoint is epoch_30.pth 2020-10-18 01:58:28,862 - mmaction - INFO - Epoch(val) [30][792] top1_acc: 0.7569, top5_acc: 0.9212, mean_class_accuracy: 0.7573 2020-10-18 02:01:09,638 - mmaction - INFO - Epoch [31][20/792] lr: 3.750e-03, eta: 15:05:41, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8922, loss_cls: 1.0869, loss: 1.0869, grad_norm: 4.4039, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8059, loss/aux0: 0.8059 2020-10-18 02:01:10,042 - mmaction - INFO - Epoch [31][20/792] lr: 3.750e-03, eta: 15:06:03, time: 0.487, data_time: 0.002, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8922, loss_cls: 1.0869, loss: 1.0869, grad_norm: 4.4042, top1_acc/aux0: 0.7848, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8058, loss/aux0: 0.8058 2020-10-18 02:01:29,311 - mmaction - INFO - Epoch [31][40/792] lr: 3.750e-03, eta: 15:05:21, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8995, loss_cls: 1.0733, loss: 1.0733, grad_norm: 5.2923, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7938, loss/aux0: 0.7938 2020-10-18 02:01:29,718 - mmaction - INFO - Epoch [31][40/792] lr: 3.750e-03, eta: 15:05:44, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8995, loss_cls: 1.0733, loss: 1.0733, grad_norm: 5.3117, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7904, loss/aux0: 0.7904 2020-10-18 02:01:49,182 - mmaction - INFO - Epoch [31][60/792] lr: 3.750e-03, eta: 15:05:02, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8927, loss_cls: 1.0697, loss: 1.0697, grad_norm: 4.6030, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7829, loss/aux0: 0.7829 2020-10-18 02:01:49,636 - mmaction - INFO - Epoch [31][60/792] lr: 3.750e-03, eta: 15:05:25, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8927, loss_cls: 1.0697, loss: 1.0697, grad_norm: 4.6091, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7884, loss/aux0: 0.7884 2020-10-18 02:02:09,091 - mmaction - INFO - Epoch [31][80/792] lr: 3.750e-03, eta: 15:04:43, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9016, loss_cls: 1.0598, loss: 1.0598, grad_norm: 4.3485, top1_acc/aux0: 0.7882, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8144, loss/aux0: 0.8144 2020-10-18 02:02:09,513 - mmaction - INFO - Epoch [31][80/792] lr: 3.750e-03, eta: 15:05:06, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9016, loss_cls: 1.0598, loss: 1.0598, grad_norm: 4.3261, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8075, loss/aux0: 0.8075 2020-10-18 02:02:28,881 - mmaction - INFO - Epoch [31][100/792] lr: 3.750e-03, eta: 15:04:24, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8943, loss_cls: 1.0961, loss: 1.0961, grad_norm: 4.4928, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-18 02:02:29,302 - mmaction - INFO - Epoch [31][100/792] lr: 3.750e-03, eta: 15:04:47, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8943, loss_cls: 1.0961, loss: 1.0961, grad_norm: 4.5412, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-18 02:02:48,769 - mmaction - INFO - Epoch [31][120/792] lr: 3.750e-03, eta: 15:04:05, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8995, loss_cls: 1.0688, loss: 1.0688, grad_norm: 4.4823, top1_acc/aux0: 0.7900, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7883, loss/aux0: 0.7883 2020-10-18 02:02:49,212 - mmaction - INFO - Epoch [31][120/792] lr: 3.750e-03, eta: 15:04:29, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8995, loss_cls: 1.0688, loss: 1.0688, grad_norm: 4.4698, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7904, loss/aux0: 0.7904 2020-10-18 02:03:08,732 - mmaction - INFO - Epoch [31][140/792] lr: 3.750e-03, eta: 15:03:47, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7292, top5_acc: 0.8969, loss_cls: 1.0630, loss: 1.0630, grad_norm: 4.3403, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7863, loss/aux0: 0.7863 2020-10-18 02:03:09,178 - mmaction - INFO - Epoch [31][140/792] lr: 3.750e-03, eta: 15:04:10, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7292, top5_acc: 0.8969, loss_cls: 1.0630, loss: 1.0630, grad_norm: 4.3577, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-18 02:03:28,693 - mmaction - INFO - Epoch [31][160/792] lr: 3.750e-03, eta: 15:03:28, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8927, loss_cls: 1.1047, loss: 1.1047, grad_norm: 4.6078, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-18 02:03:29,128 - mmaction - INFO - Epoch [31][160/792] lr: 3.750e-03, eta: 15:03:51, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7115, top5_acc: 0.8927, loss_cls: 1.1047, loss: 1.1047, grad_norm: 4.5904, top1_acc/aux0: 0.7853, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.8023, loss/aux0: 0.8023 2020-10-18 02:03:48,591 - mmaction - INFO - Epoch [31][180/792] lr: 3.750e-03, eta: 15:03:09, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9021, loss_cls: 1.0653, loss: 1.0653, grad_norm: 4.3460, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8063, loss/aux0: 0.8063 2020-10-18 02:03:49,006 - mmaction - INFO - Epoch [31][180/792] lr: 3.750e-03, eta: 15:03:32, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9021, loss_cls: 1.0653, loss: 1.0653, grad_norm: 4.3445, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.7982, loss/aux0: 0.7982 2020-10-18 02:04:08,511 - mmaction - INFO - Epoch [31][200/792] lr: 3.750e-03, eta: 15:02:50, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8964, loss_cls: 1.0967, loss: 1.0967, grad_norm: 4.3947, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7775, loss/aux0: 0.7775 2020-10-18 02:04:08,942 - mmaction - INFO - Epoch [31][200/792] lr: 3.750e-03, eta: 15:03:13, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8964, loss_cls: 1.0967, loss: 1.0967, grad_norm: 4.4326, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7934, loss/aux0: 0.7934 2020-10-18 02:04:28,338 - mmaction - INFO - Epoch [31][220/792] lr: 3.750e-03, eta: 15:02:31, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9104, loss_cls: 1.0239, loss: 1.0239, grad_norm: 4.3094, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7916, loss/aux0: 0.7916 2020-10-18 02:04:28,762 - mmaction - INFO - Epoch [31][220/792] lr: 3.750e-03, eta: 15:02:54, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9104, loss_cls: 1.0239, loss: 1.0239, grad_norm: 4.3014, top1_acc/aux0: 0.7973, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7804, loss/aux0: 0.7804 2020-10-18 02:04:48,136 - mmaction - INFO - Epoch [31][240/792] lr: 3.750e-03, eta: 15:02:12, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.9052, loss_cls: 1.0992, loss: 1.0992, grad_norm: 4.3226, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7778, loss/aux0: 0.7778 2020-10-18 02:04:48,549 - mmaction - INFO - Epoch [31][240/792] lr: 3.750e-03, eta: 15:02:34, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7120, top5_acc: 0.9052, loss_cls: 1.0992, loss: 1.0992, grad_norm: 4.2821, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7774, loss/aux0: 0.7774 2020-10-18 02:05:07,920 - mmaction - INFO - Epoch [31][260/792] lr: 3.750e-03, eta: 15:01:52, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.9068, loss_cls: 1.0646, loss: 1.0646, grad_norm: 4.2066, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7913, loss/aux0: 0.7913 2020-10-18 02:05:08,339 - mmaction - INFO - Epoch [31][260/792] lr: 3.750e-03, eta: 15:02:15, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7229, top5_acc: 0.9068, loss_cls: 1.0646, loss: 1.0646, grad_norm: 4.2852, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7952, loss/aux0: 0.7952 2020-10-18 02:05:27,676 - mmaction - INFO - Epoch [31][280/792] lr: 3.750e-03, eta: 15:01:33, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8854, loss_cls: 1.1490, loss: 1.1490, grad_norm: 4.5653, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7817, loss/aux0: 0.7817 2020-10-18 02:05:28,098 - mmaction - INFO - Epoch [31][280/792] lr: 3.750e-03, eta: 15:01:55, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8854, loss_cls: 1.1490, loss: 1.1490, grad_norm: 4.5799, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7801, loss/aux0: 0.7801 2020-10-18 02:05:47,485 - mmaction - INFO - Epoch [31][300/792] lr: 3.750e-03, eta: 15:01:13, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8870, loss_cls: 1.1467, loss: 1.1467, grad_norm: 4.5530, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7938, loss/aux0: 0.7938 2020-10-18 02:05:47,899 - mmaction - INFO - Epoch [31][300/792] lr: 3.750e-03, eta: 15:01:36, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8870, loss_cls: 1.1467, loss: 1.1467, grad_norm: 4.5638, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7957, loss/aux0: 0.7957 2020-10-18 02:06:07,481 - mmaction - INFO - Epoch [31][320/792] lr: 3.750e-03, eta: 15:00:54, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.3596, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7882, loss/aux0: 0.7882 2020-10-18 02:06:07,890 - mmaction - INFO - Epoch [31][320/792] lr: 3.750e-03, eta: 15:01:17, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.3878, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7922, loss/aux0: 0.7922 2020-10-18 02:06:27,266 - mmaction - INFO - Epoch [31][340/792] lr: 3.750e-03, eta: 15:00:36, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9052, loss_cls: 1.0215, loss: 1.0215, grad_norm: 4.3235, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7898, loss/aux0: 0.7898 2020-10-18 02:06:27,705 - mmaction - INFO - Epoch [31][340/792] lr: 3.750e-03, eta: 15:00:58, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9052, loss_cls: 1.0215, loss: 1.0215, grad_norm: 4.3238, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7798, loss/aux0: 0.7798 2020-10-18 02:06:47,089 - mmaction - INFO - Epoch [31][360/792] lr: 3.750e-03, eta: 15:00:17, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8906, loss_cls: 1.1474, loss: 1.1474, grad_norm: 4.4611, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.7983, loss/aux0: 0.7983 2020-10-18 02:06:47,505 - mmaction - INFO - Epoch [31][360/792] lr: 3.750e-03, eta: 15:00:39, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8906, loss_cls: 1.1474, loss: 1.1474, grad_norm: 4.4768, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8103, loss/aux0: 0.8103 2020-10-18 02:07:06,906 - mmaction - INFO - Epoch [31][380/792] lr: 3.750e-03, eta: 14:59:57, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7339, top5_acc: 0.8995, loss_cls: 1.0449, loss: 1.0449, grad_norm: 4.4872, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7898, loss/aux0: 0.7898 2020-10-18 02:07:07,308 - mmaction - INFO - Epoch [31][380/792] lr: 3.750e-03, eta: 15:00:20, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7339, top5_acc: 0.8995, loss_cls: 1.0449, loss: 1.0449, grad_norm: 4.5064, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7804, loss/aux0: 0.7804 2020-10-18 02:07:26,855 - mmaction - INFO - Epoch [31][400/792] lr: 3.750e-03, eta: 14:59:38, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.8917, loss_cls: 1.0973, loss: 1.0973, grad_norm: 4.2997, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-18 02:07:27,272 - mmaction - INFO - Epoch [31][400/792] lr: 3.750e-03, eta: 15:00:01, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7276, top5_acc: 0.8917, loss_cls: 1.0973, loss: 1.0973, grad_norm: 4.3035, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7999, loss/aux0: 0.7999 2020-10-18 02:07:46,664 - mmaction - INFO - Epoch [31][420/792] lr: 3.750e-03, eta: 14:59:20, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7438, top5_acc: 0.9073, loss_cls: 0.9969, loss: 0.9969, grad_norm: 4.3199, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7940, loss/aux0: 0.7940 2020-10-18 02:07:47,072 - mmaction - INFO - Epoch [31][420/792] lr: 3.750e-03, eta: 14:59:42, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7438, top5_acc: 0.9073, loss_cls: 0.9969, loss: 0.9969, grad_norm: 4.3221, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7881, loss/aux0: 0.7881 2020-10-18 02:08:06,531 - mmaction - INFO - Epoch [31][440/792] lr: 3.750e-03, eta: 14:59:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.9031, loss_cls: 1.0697, loss: 1.0697, grad_norm: 4.4040, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-18 02:08:06,944 - mmaction - INFO - Epoch [31][440/792] lr: 3.750e-03, eta: 14:59:23, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7198, top5_acc: 0.9031, loss_cls: 1.0697, loss: 1.0697, grad_norm: 4.3886, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7995, loss/aux0: 0.7995 2020-10-18 02:08:26,165 - mmaction - INFO - Epoch [31][460/792] lr: 3.750e-03, eta: 14:58:42, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8839, loss_cls: 1.1746, loss: 1.1746, grad_norm: 4.4272, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.8039, loss/aux0: 0.8039 2020-10-18 02:08:26,595 - mmaction - INFO - Epoch [31][460/792] lr: 3.750e-03, eta: 14:59:04, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8839, loss_cls: 1.1746, loss: 1.1746, grad_norm: 4.4400, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.8063, loss/aux0: 0.8063 2020-10-18 02:08:46,024 - mmaction - INFO - Epoch [31][480/792] lr: 3.750e-03, eta: 14:58:22, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8927, loss_cls: 1.1374, loss: 1.1374, grad_norm: 4.4287, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7981, loss/aux0: 0.7981 2020-10-18 02:08:46,438 - mmaction - INFO - Epoch [31][480/792] lr: 3.750e-03, eta: 14:58:45, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7062, top5_acc: 0.8927, loss_cls: 1.1374, loss: 1.1374, grad_norm: 4.3829, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7919, loss/aux0: 0.7919 2020-10-18 02:09:05,839 - mmaction - INFO - Epoch [31][500/792] lr: 3.750e-03, eta: 14:58:03, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7401, top5_acc: 0.9005, loss_cls: 1.0661, loss: 1.0661, grad_norm: 4.2664, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.7911, loss/aux0: 0.7911 2020-10-18 02:09:06,268 - mmaction - INFO - Epoch [31][500/792] lr: 3.750e-03, eta: 14:58:26, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7401, top5_acc: 0.9005, loss_cls: 1.0661, loss: 1.0661, grad_norm: 4.2831, top1_acc/aux0: 0.7882, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.7989, loss/aux0: 0.7989 2020-10-18 02:09:25,715 - mmaction - INFO - Epoch [31][520/792] lr: 3.750e-03, eta: 14:57:44, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8979, loss_cls: 1.0856, loss: 1.0856, grad_norm: 4.2086, top1_acc/aux0: 0.7959, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7743, loss/aux0: 0.7743 2020-10-18 02:09:26,151 - mmaction - INFO - Epoch [31][520/792] lr: 3.750e-03, eta: 14:58:07, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8979, loss_cls: 1.0856, loss: 1.0856, grad_norm: 4.2337, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7734, loss/aux0: 0.7734 2020-10-18 02:09:45,495 - mmaction - INFO - Epoch [31][540/792] lr: 3.750e-03, eta: 14:57:25, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.9057, loss_cls: 1.0617, loss: 1.0617, grad_norm: 4.4286, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8101, loss/aux0: 0.8101 2020-10-18 02:09:45,967 - mmaction - INFO - Epoch [31][540/792] lr: 3.750e-03, eta: 14:57:48, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7120, top5_acc: 0.9057, loss_cls: 1.0617, loss: 1.0617, grad_norm: 4.4342, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8120, loss/aux0: 0.8120 2020-10-18 02:10:05,320 - mmaction - INFO - Epoch [31][560/792] lr: 3.750e-03, eta: 14:57:06, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7281, top5_acc: 0.9161, loss_cls: 1.0321, loss: 1.0321, grad_norm: 4.3434, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8103, loss/aux0: 0.8103 2020-10-18 02:10:05,757 - mmaction - INFO - Epoch [31][560/792] lr: 3.750e-03, eta: 14:57:28, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.7281, top5_acc: 0.9161, loss_cls: 1.0321, loss: 1.0321, grad_norm: 4.3416, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8032, loss/aux0: 0.8032 2020-10-18 02:10:25,079 - mmaction - INFO - Epoch [31][580/792] lr: 3.750e-03, eta: 14:56:47, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8880, loss_cls: 1.1415, loss: 1.1415, grad_norm: 4.5527, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7962, loss/aux0: 0.7962 2020-10-18 02:10:25,507 - mmaction - INFO - Epoch [31][580/792] lr: 3.750e-03, eta: 14:57:09, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8880, loss_cls: 1.1415, loss: 1.1415, grad_norm: 4.5311, top1_acc/aux0: 0.7822, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8040, loss/aux0: 0.8040 2020-10-18 02:10:45,029 - mmaction - INFO - Epoch [31][600/792] lr: 3.750e-03, eta: 14:56:28, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8937, loss_cls: 1.1278, loss: 1.1278, grad_norm: 4.2643, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7673, loss/aux0: 0.7673 2020-10-18 02:10:45,539 - mmaction - INFO - Epoch [31][600/792] lr: 3.750e-03, eta: 14:56:51, time: 0.508, data_time: 0.004, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8937, loss_cls: 1.1278, loss: 1.1278, grad_norm: 4.2180, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7605, loss/aux0: 0.7605 2020-10-18 02:11:04,791 - mmaction - INFO - Epoch [31][620/792] lr: 3.750e-03, eta: 14:56:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0552, loss: 1.0552, grad_norm: 4.2117, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7700, loss/aux0: 0.7700 2020-10-18 02:11:05,223 - mmaction - INFO - Epoch [31][620/792] lr: 3.750e-03, eta: 14:56:32, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0552, loss: 1.0552, grad_norm: 4.1619, top1_acc/aux0: 0.7959, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7670, loss/aux0: 0.7670 2020-10-18 02:11:24,760 - mmaction - INFO - Epoch [31][640/792] lr: 3.750e-03, eta: 14:55:51, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8932, loss_cls: 1.1264, loss: 1.1264, grad_norm: 4.5444, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7805, loss/aux0: 0.7805 2020-10-18 02:11:25,183 - mmaction - INFO - Epoch [31][640/792] lr: 3.750e-03, eta: 14:56:13, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8932, loss_cls: 1.1264, loss: 1.1264, grad_norm: 4.5844, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7865, loss/aux0: 0.7865 2020-10-18 02:11:44,733 - mmaction - INFO - Epoch [31][660/792] lr: 3.750e-03, eta: 14:55:32, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7135, top5_acc: 0.8922, loss_cls: 1.1459, loss: 1.1459, grad_norm: 4.4350, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7581, loss/aux0: 0.7581 2020-10-18 02:11:45,137 - mmaction - INFO - Epoch [31][660/792] lr: 3.750e-03, eta: 14:55:54, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7135, top5_acc: 0.8922, loss_cls: 1.1459, loss: 1.1459, grad_norm: 4.4447, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7590, loss/aux0: 0.7590 2020-10-18 02:12:04,628 - mmaction - INFO - Epoch [31][680/792] lr: 3.750e-03, eta: 14:55:13, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8937, loss_cls: 1.1202, loss: 1.1202, grad_norm: 4.4667, top1_acc/aux0: 0.7827, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8164, loss/aux0: 0.8164 2020-10-18 02:12:05,063 - mmaction - INFO - Epoch [31][680/792] lr: 3.750e-03, eta: 14:55:35, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8937, loss_cls: 1.1202, loss: 1.1202, grad_norm: 4.4888, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8138, loss/aux0: 0.8138 2020-10-18 02:12:24,555 - mmaction - INFO - Epoch [31][700/792] lr: 3.750e-03, eta: 14:54:53, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8990, loss_cls: 1.1189, loss: 1.1189, grad_norm: 4.4239, top1_acc/aux0: 0.7912, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7928, loss/aux0: 0.7928 2020-10-18 02:12:24,977 - mmaction - INFO - Epoch [31][700/792] lr: 3.750e-03, eta: 14:55:16, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7042, top5_acc: 0.8990, loss_cls: 1.1189, loss: 1.1189, grad_norm: 4.3938, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7927, loss/aux0: 0.7927 2020-10-18 02:12:44,260 - mmaction - INFO - Epoch [31][720/792] lr: 3.750e-03, eta: 14:54:34, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7266, top5_acc: 0.8990, loss_cls: 1.0694, loss: 1.0694, grad_norm: 4.3925, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-18 02:12:44,669 - mmaction - INFO - Epoch [31][720/792] lr: 3.750e-03, eta: 14:54:56, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7266, top5_acc: 0.8990, loss_cls: 1.0694, loss: 1.0694, grad_norm: 4.4125, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7815, loss/aux0: 0.7815 2020-10-18 02:13:04,296 - mmaction - INFO - Epoch [31][740/792] lr: 3.750e-03, eta: 14:54:15, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8917, loss_cls: 1.1329, loss: 1.1329, grad_norm: 4.3925, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.7917, loss/aux0: 0.7917 2020-10-18 02:13:04,708 - mmaction - INFO - Epoch [31][740/792] lr: 3.750e-03, eta: 14:54:37, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8917, loss_cls: 1.1329, loss: 1.1329, grad_norm: 4.3622, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7879, loss/aux0: 0.7879 2020-10-18 02:13:23,993 - mmaction - INFO - Epoch [31][760/792] lr: 3.750e-03, eta: 14:53:56, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8948, loss_cls: 1.0939, loss: 1.0939, grad_norm: 4.2890, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.7874, loss/aux0: 0.7874 2020-10-18 02:13:24,417 - mmaction - INFO - Epoch [31][760/792] lr: 3.750e-03, eta: 14:54:18, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7073, top5_acc: 0.8948, loss_cls: 1.0939, loss: 1.0939, grad_norm: 4.2783, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.7886, loss/aux0: 0.7886 2020-10-18 02:13:43,792 - mmaction - INFO - Epoch [31][780/792] lr: 3.750e-03, eta: 14:53:36, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8828, loss_cls: 1.1379, loss: 1.1379, grad_norm: 4.4005, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8039, loss/aux0: 0.8039 2020-10-18 02:13:44,220 - mmaction - INFO - Epoch [31][780/792] lr: 3.750e-03, eta: 14:53:58, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8828, loss_cls: 1.1379, loss: 1.1379, grad_norm: 4.4291, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8092, loss/aux0: 0.8092 2020-10-18 02:13:57,368 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-10-18 02:16:38,003 - mmaction - INFO - Epoch [32][20/792] lr: 3.750e-03, eta: 14:52:39, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9047, loss_cls: 1.0475, loss: 1.0475, grad_norm: 4.2869, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7553, loss/aux0: 0.7553 2020-10-18 02:16:38,423 - mmaction - INFO - Epoch [32][20/792] lr: 3.750e-03, eta: 14:53:01, time: 0.491, data_time: 0.003, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9047, loss_cls: 1.0475, loss: 1.0475, grad_norm: 4.2949, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7552, loss/aux0: 0.7552 2020-10-18 02:16:57,468 - mmaction - INFO - Epoch [32][40/792] lr: 3.750e-03, eta: 14:52:19, time: 0.485, data_time: 0.000, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9021, loss_cls: 1.0639, loss: 1.0639, grad_norm: 4.4178, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7968, loss/aux0: 0.7968 2020-10-18 02:16:57,878 - mmaction - INFO - Epoch [32][40/792] lr: 3.750e-03, eta: 14:52:41, time: 0.486, data_time: 0.001, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9021, loss_cls: 1.0639, loss: 1.0639, grad_norm: 4.4166, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-18 02:17:17,161 - mmaction - INFO - Epoch [32][60/792] lr: 3.750e-03, eta: 14:51:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8927, loss_cls: 1.1332, loss: 1.1332, grad_norm: 4.4043, top1_acc/aux0: 0.7928, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7797, loss/aux0: 0.7797 2020-10-18 02:17:17,579 - mmaction - INFO - Epoch [32][60/792] lr: 3.750e-03, eta: 14:52:21, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8927, loss_cls: 1.1332, loss: 1.1332, grad_norm: 4.3973, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7677, loss/aux0: 0.7677 2020-10-18 02:17:36,979 - mmaction - INFO - Epoch [32][80/792] lr: 3.750e-03, eta: 14:51:40, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.8969, loss_cls: 1.0756, loss: 1.0756, grad_norm: 4.5169, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7854, loss/aux0: 0.7854 2020-10-18 02:17:37,436 - mmaction - INFO - Epoch [32][80/792] lr: 3.750e-03, eta: 14:52:02, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7276, top5_acc: 0.8969, loss_cls: 1.0756, loss: 1.0756, grad_norm: 4.5100, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-18 02:17:56,877 - mmaction - INFO - Epoch [32][100/792] lr: 3.750e-03, eta: 14:51:21, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9005, loss_cls: 1.0633, loss: 1.0633, grad_norm: 4.4438, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-18 02:17:57,293 - mmaction - INFO - Epoch [32][100/792] lr: 3.750e-03, eta: 14:51:43, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9005, loss_cls: 1.0633, loss: 1.0633, grad_norm: 4.4177, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8033, loss/aux0: 0.8033 2020-10-18 02:18:16,761 - mmaction - INFO - Epoch [32][120/792] lr: 3.750e-03, eta: 14:51:02, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9161, loss_cls: 0.9778, loss: 0.9778, grad_norm: 4.3001, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7626, loss/aux0: 0.7626 2020-10-18 02:18:17,171 - mmaction - INFO - Epoch [32][120/792] lr: 3.750e-03, eta: 14:51:24, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9161, loss_cls: 0.9778, loss: 0.9778, grad_norm: 4.2728, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7600, loss/aux0: 0.7600 2020-10-18 02:18:36,509 - mmaction - INFO - Epoch [32][140/792] lr: 3.750e-03, eta: 14:50:43, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9031, loss_cls: 1.0171, loss: 1.0171, grad_norm: 4.3823, top1_acc/aux0: 0.7928, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7884, loss/aux0: 0.7884 2020-10-18 02:18:36,932 - mmaction - INFO - Epoch [32][140/792] lr: 3.750e-03, eta: 14:51:04, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9031, loss_cls: 1.0171, loss: 1.0171, grad_norm: 4.4121, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7986, loss/aux0: 0.7986 2020-10-18 02:18:56,368 - mmaction - INFO - Epoch [32][160/792] lr: 3.750e-03, eta: 14:50:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.8937, loss_cls: 1.0951, loss: 1.0951, grad_norm: 4.3743, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7838, loss/aux0: 0.7838 2020-10-18 02:18:56,781 - mmaction - INFO - Epoch [32][160/792] lr: 3.750e-03, eta: 14:50:45, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7260, top5_acc: 0.8937, loss_cls: 1.0951, loss: 1.0951, grad_norm: 4.3598, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7789, loss/aux0: 0.7789 2020-10-18 02:19:16,346 - mmaction - INFO - Epoch [32][180/792] lr: 3.750e-03, eta: 14:50:04, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8917, loss_cls: 1.1057, loss: 1.1057, grad_norm: 4.4891, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7776, loss/aux0: 0.7776 2020-10-18 02:19:16,773 - mmaction - INFO - Epoch [32][180/792] lr: 3.750e-03, eta: 14:50:27, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8917, loss_cls: 1.1057, loss: 1.1057, grad_norm: 4.4807, top1_acc/aux0: 0.7973, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7756, loss/aux0: 0.7756 2020-10-18 02:19:36,236 - mmaction - INFO - Epoch [32][200/792] lr: 3.750e-03, eta: 14:49:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.0969, loss: 1.0969, grad_norm: 4.5319, top1_acc/aux0: 0.7864, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-18 02:19:36,664 - mmaction - INFO - Epoch [32][200/792] lr: 3.750e-03, eta: 14:50:07, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.0969, loss: 1.0969, grad_norm: 4.5337, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8045, loss/aux0: 0.8045 2020-10-18 02:19:55,980 - mmaction - INFO - Epoch [32][220/792] lr: 3.750e-03, eta: 14:49:26, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9063, loss_cls: 1.0558, loss: 1.0558, grad_norm: 4.3010, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7960, loss/aux0: 0.7960 2020-10-18 02:19:56,408 - mmaction - INFO - Epoch [32][220/792] lr: 3.750e-03, eta: 14:49:48, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9063, loss_cls: 1.0558, loss: 1.0558, grad_norm: 4.3344, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8010, loss/aux0: 0.8010 2020-10-18 02:20:15,892 - mmaction - INFO - Epoch [32][240/792] lr: 3.750e-03, eta: 14:49:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8839, loss_cls: 1.1130, loss: 1.1130, grad_norm: 4.3689, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7813, loss/aux0: 0.7813 2020-10-18 02:20:16,327 - mmaction - INFO - Epoch [32][240/792] lr: 3.750e-03, eta: 14:49:29, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8839, loss_cls: 1.1130, loss: 1.1130, grad_norm: 4.3530, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.7825, loss/aux0: 0.7825 2020-10-18 02:20:35,739 - mmaction - INFO - Epoch [32][260/792] lr: 3.750e-03, eta: 14:48:48, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7188, top5_acc: 0.8958, loss_cls: 1.0724, loss: 1.0724, grad_norm: 4.3199, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-18 02:20:36,170 - mmaction - INFO - Epoch [32][260/792] lr: 3.750e-03, eta: 14:49:10, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7188, top5_acc: 0.8958, loss_cls: 1.0724, loss: 1.0724, grad_norm: 4.3270, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7867, loss/aux0: 0.7867 2020-10-18 02:20:55,721 - mmaction - INFO - Epoch [32][280/792] lr: 3.750e-03, eta: 14:48:29, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7208, top5_acc: 0.9021, loss_cls: 1.0694, loss: 1.0694, grad_norm: 4.5153, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7819, loss/aux0: 0.7819 2020-10-18 02:20:56,144 - mmaction - INFO - Epoch [32][280/792] lr: 3.750e-03, eta: 14:48:51, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.7208, top5_acc: 0.9021, loss_cls: 1.0694, loss: 1.0694, grad_norm: 4.4913, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7838, loss/aux0: 0.7838 2020-10-18 02:21:15,407 - mmaction - INFO - Epoch [32][300/792] lr: 3.750e-03, eta: 14:48:10, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8990, loss_cls: 1.1058, loss: 1.1058, grad_norm: 4.5301, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8136, loss/aux0: 0.8136 2020-10-18 02:21:15,859 - mmaction - INFO - Epoch [32][300/792] lr: 3.750e-03, eta: 14:48:32, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8990, loss_cls: 1.1058, loss: 1.1058, grad_norm: 4.5440, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8137, loss/aux0: 0.8137 2020-10-18 02:21:35,230 - mmaction - INFO - Epoch [32][320/792] lr: 3.750e-03, eta: 14:47:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.1456, loss: 1.1456, grad_norm: 4.3066, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-18 02:21:35,656 - mmaction - INFO - Epoch [32][320/792] lr: 3.750e-03, eta: 14:48:13, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.1456, loss: 1.1456, grad_norm: 4.3105, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-18 02:21:55,040 - mmaction - INFO - Epoch [32][340/792] lr: 3.750e-03, eta: 14:47:32, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8880, loss_cls: 1.0981, loss: 1.0981, grad_norm: 4.4061, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7765, loss/aux0: 0.7765 2020-10-18 02:21:55,469 - mmaction - INFO - Epoch [32][340/792] lr: 3.750e-03, eta: 14:47:53, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8880, loss_cls: 1.0981, loss: 1.0981, grad_norm: 4.3373, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7752, loss/aux0: 0.7752 2020-10-18 02:22:14,875 - mmaction - INFO - Epoch [32][360/792] lr: 3.750e-03, eta: 14:47:12, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8964, loss_cls: 1.0939, loss: 1.0939, grad_norm: 4.3573, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7796, loss/aux0: 0.7796 2020-10-18 02:22:15,302 - mmaction - INFO - Epoch [32][360/792] lr: 3.750e-03, eta: 14:47:34, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8964, loss_cls: 1.0939, loss: 1.0939, grad_norm: 4.3095, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-18 02:22:34,612 - mmaction - INFO - Epoch [32][380/792] lr: 3.750e-03, eta: 14:46:53, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7302, top5_acc: 0.9042, loss_cls: 1.0272, loss: 1.0272, grad_norm: 4.3630, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.7960, loss/aux0: 0.7960 2020-10-18 02:22:35,035 - mmaction - INFO - Epoch [32][380/792] lr: 3.750e-03, eta: 14:47:15, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7302, top5_acc: 0.9042, loss_cls: 1.0272, loss: 1.0272, grad_norm: 4.3316, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7985, loss/aux0: 0.7985 2020-10-18 02:22:54,469 - mmaction - INFO - Epoch [32][400/792] lr: 3.750e-03, eta: 14:46:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7396, top5_acc: 0.8984, loss_cls: 1.0451, loss: 1.0451, grad_norm: 4.3288, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7672, loss/aux0: 0.7672 2020-10-18 02:22:54,878 - mmaction - INFO - Epoch [32][400/792] lr: 3.750e-03, eta: 14:46:55, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7396, top5_acc: 0.8984, loss_cls: 1.0451, loss: 1.0451, grad_norm: 4.3339, top1_acc/aux0: 0.7973, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7666, loss/aux0: 0.7666 2020-10-18 02:23:14,376 - mmaction - INFO - Epoch [32][420/792] lr: 3.750e-03, eta: 14:46:15, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8995, loss_cls: 1.0896, loss: 1.0896, grad_norm: 4.2871, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7600, loss/aux0: 0.7600 2020-10-18 02:23:14,802 - mmaction - INFO - Epoch [32][420/792] lr: 3.750e-03, eta: 14:46:37, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.7109, top5_acc: 0.8995, loss_cls: 1.0896, loss: 1.0896, grad_norm: 4.2814, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7597, loss/aux0: 0.7597 2020-10-18 02:23:34,223 - mmaction - INFO - Epoch [32][440/792] lr: 3.750e-03, eta: 14:45:56, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8833, loss_cls: 1.1441, loss: 1.1441, grad_norm: 4.5295, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7790, loss/aux0: 0.7790 2020-10-18 02:23:34,633 - mmaction - INFO - Epoch [32][440/792] lr: 3.750e-03, eta: 14:46:18, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8833, loss_cls: 1.1441, loss: 1.1441, grad_norm: 4.5547, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7819, loss/aux0: 0.7819 2020-10-18 02:23:54,071 - mmaction - INFO - Epoch [32][460/792] lr: 3.750e-03, eta: 14:45:37, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.8938, loss_cls: 1.0750, loss: 1.0750, grad_norm: 4.4436, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7951, loss/aux0: 0.7951 2020-10-18 02:23:54,501 - mmaction - INFO - Epoch [32][460/792] lr: 3.750e-03, eta: 14:45:59, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7260, top5_acc: 0.8938, loss_cls: 1.0750, loss: 1.0750, grad_norm: 4.4180, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7911, loss/aux0: 0.7911 2020-10-18 02:24:13,841 - mmaction - INFO - Epoch [32][480/792] lr: 3.750e-03, eta: 14:45:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7188, top5_acc: 0.9005, loss_cls: 1.0936, loss: 1.0936, grad_norm: 4.3624, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-18 02:24:14,260 - mmaction - INFO - Epoch [32][480/792] lr: 3.750e-03, eta: 14:45:40, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7188, top5_acc: 0.9005, loss_cls: 1.0936, loss: 1.0936, grad_norm: 4.3534, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7728, loss/aux0: 0.7728 2020-10-18 02:24:33,547 - mmaction - INFO - Epoch [32][500/792] lr: 3.750e-03, eta: 14:44:59, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7224, top5_acc: 0.9036, loss_cls: 1.0577, loss: 1.0577, grad_norm: 4.3720, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7873, loss/aux0: 0.7873 2020-10-18 02:24:33,966 - mmaction - INFO - Epoch [32][500/792] lr: 3.750e-03, eta: 14:45:20, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7224, top5_acc: 0.9036, loss_cls: 1.0577, loss: 1.0577, grad_norm: 4.3522, top1_acc/aux0: 0.7936, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7891, loss/aux0: 0.7891 2020-10-18 02:24:53,555 - mmaction - INFO - Epoch [32][520/792] lr: 3.750e-03, eta: 14:44:40, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9094, loss_cls: 1.0173, loss: 1.0173, grad_norm: 4.3085, top1_acc/aux0: 0.7861, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7882, loss/aux0: 0.7882 2020-10-18 02:24:53,969 - mmaction - INFO - Epoch [32][520/792] lr: 3.750e-03, eta: 14:45:01, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9094, loss_cls: 1.0173, loss: 1.0173, grad_norm: 4.2787, top1_acc/aux0: 0.7863, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7812, loss/aux0: 0.7812 2020-10-18 02:25:13,288 - mmaction - INFO - Epoch [32][540/792] lr: 3.750e-03, eta: 14:44:21, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8948, loss_cls: 1.0771, loss: 1.0771, grad_norm: 4.4457, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.8000, loss/aux0: 0.8000 2020-10-18 02:25:13,734 - mmaction - INFO - Epoch [32][540/792] lr: 3.750e-03, eta: 14:44:42, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8948, loss_cls: 1.0771, loss: 1.0771, grad_norm: 4.4429, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.8067, loss/aux0: 0.8067 2020-10-18 02:25:33,158 - mmaction - INFO - Epoch [32][560/792] lr: 3.750e-03, eta: 14:44:02, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8969, loss_cls: 1.1002, loss: 1.1002, grad_norm: 4.3406, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7865, loss/aux0: 0.7865 2020-10-18 02:25:33,587 - mmaction - INFO - Epoch [32][560/792] lr: 3.750e-03, eta: 14:44:23, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8969, loss_cls: 1.1002, loss: 1.1002, grad_norm: 4.3173, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7861, loss/aux0: 0.7861 2020-10-18 02:25:53,083 - mmaction - INFO - Epoch [32][580/792] lr: 3.750e-03, eta: 14:43:43, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7359, top5_acc: 0.9021, loss_cls: 1.0478, loss: 1.0478, grad_norm: 4.6132, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8047, loss/aux0: 0.8047 2020-10-18 02:25:53,582 - mmaction - INFO - Epoch [32][580/792] lr: 3.750e-03, eta: 14:44:05, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.7359, top5_acc: 0.9021, loss_cls: 1.0478, loss: 1.0478, grad_norm: 4.5977, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.8033, loss/aux0: 0.8033 2020-10-18 02:26:12,906 - mmaction - INFO - Epoch [32][600/792] lr: 3.750e-03, eta: 14:43:24, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8958, loss_cls: 1.1359, loss: 1.1359, grad_norm: 4.4477, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7600, loss/aux0: 0.7600 2020-10-18 02:26:13,318 - mmaction - INFO - Epoch [32][600/792] lr: 3.750e-03, eta: 14:43:45, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7063, top5_acc: 0.8958, loss_cls: 1.1359, loss: 1.1359, grad_norm: 4.4637, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7622, loss/aux0: 0.7622 2020-10-18 02:26:32,768 - mmaction - INFO - Epoch [32][620/792] lr: 3.750e-03, eta: 14:43:05, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7135, top5_acc: 0.9000, loss_cls: 1.1404, loss: 1.1404, grad_norm: 4.3424, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7829, loss/aux0: 0.7829 2020-10-18 02:26:33,204 - mmaction - INFO - Epoch [32][620/792] lr: 3.750e-03, eta: 14:43:26, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7135, top5_acc: 0.9000, loss_cls: 1.1404, loss: 1.1404, grad_norm: 4.3597, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7831, loss/aux0: 0.7831 2020-10-18 02:26:52,677 - mmaction - INFO - Epoch [32][640/792] lr: 3.750e-03, eta: 14:42:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8979, loss_cls: 1.0825, loss: 1.0825, grad_norm: 4.2783, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.7968, loss/aux0: 0.7968 2020-10-18 02:26:53,112 - mmaction - INFO - Epoch [32][640/792] lr: 3.750e-03, eta: 14:43:07, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8979, loss_cls: 1.0825, loss: 1.0825, grad_norm: 4.2659, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7919, loss/aux0: 0.7919 2020-10-18 02:27:12,606 - mmaction - INFO - Epoch [32][660/792] lr: 3.750e-03, eta: 14:42:26, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.1222, loss: 1.1222, grad_norm: 4.4578, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7656, loss/aux0: 0.7656 2020-10-18 02:27:13,018 - mmaction - INFO - Epoch [32][660/792] lr: 3.750e-03, eta: 14:42:48, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.1222, loss: 1.1222, grad_norm: 4.4543, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7773, loss/aux0: 0.7773 2020-10-18 02:27:32,426 - mmaction - INFO - Epoch [32][680/792] lr: 3.750e-03, eta: 14:42:07, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9047, loss_cls: 1.0498, loss: 1.0498, grad_norm: 4.3587, top1_acc/aux0: 0.7879, top5_acc/aux0: 0.9244, loss_cls/aux0: 0.8289, loss/aux0: 0.8289 2020-10-18 02:27:32,841 - mmaction - INFO - Epoch [32][680/792] lr: 3.750e-03, eta: 14:42:28, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9047, loss_cls: 1.0498, loss: 1.0498, grad_norm: 4.3371, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9256, loss_cls/aux0: 0.8191, loss/aux0: 0.8191 2020-10-18 02:27:52,331 - mmaction - INFO - Epoch [32][700/792] lr: 3.750e-03, eta: 14:41:48, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.9010, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.4311, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7824, loss/aux0: 0.7824 2020-10-18 02:27:52,742 - mmaction - INFO - Epoch [32][700/792] lr: 3.750e-03, eta: 14:42:09, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.6958, top5_acc: 0.9010, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.4719, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7901, loss/aux0: 0.7901 2020-10-18 02:28:12,148 - mmaction - INFO - Epoch [32][720/792] lr: 3.750e-03, eta: 14:41:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8984, loss_cls: 1.0914, loss: 1.0914, grad_norm: 4.4161, top1_acc/aux0: 0.7868, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.8074, loss/aux0: 0.8074 2020-10-18 02:28:12,553 - mmaction - INFO - Epoch [32][720/792] lr: 3.750e-03, eta: 14:41:50, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8984, loss_cls: 1.0914, loss: 1.0914, grad_norm: 4.4332, top1_acc/aux0: 0.7874, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8060, loss/aux0: 0.8060 2020-10-18 02:28:32,197 - mmaction - INFO - Epoch [32][740/792] lr: 3.750e-03, eta: 14:41:10, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7255, top5_acc: 0.8885, loss_cls: 1.1152, loss: 1.1152, grad_norm: 4.3701, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7965, loss/aux0: 0.7965 2020-10-18 02:28:32,616 - mmaction - INFO - Epoch [32][740/792] lr: 3.750e-03, eta: 14:41:31, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7255, top5_acc: 0.8885, loss_cls: 1.1152, loss: 1.1152, grad_norm: 4.3590, top1_acc/aux0: 0.7912, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7895, loss/aux0: 0.7895 2020-10-18 02:28:51,973 - mmaction - INFO - Epoch [32][760/792] lr: 3.750e-03, eta: 14:40:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8948, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.3765, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7915, loss/aux0: 0.7915 2020-10-18 02:28:52,392 - mmaction - INFO - Epoch [32][760/792] lr: 3.750e-03, eta: 14:41:12, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8948, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.3383, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7905, loss/aux0: 0.7905 2020-10-18 02:29:11,795 - mmaction - INFO - Epoch [32][780/792] lr: 3.750e-03, eta: 14:40:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8911, loss_cls: 1.1526, loss: 1.1526, grad_norm: 4.5108, top1_acc/aux0: 0.7882, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7936, loss/aux0: 0.7936 2020-10-18 02:29:12,236 - mmaction - INFO - Epoch [32][780/792] lr: 3.750e-03, eta: 14:40:53, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8911, loss_cls: 1.1526, loss: 1.1526, grad_norm: 4.5043, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7952, loss/aux0: 0.7952 2020-10-18 02:29:25,714 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-18 02:32:36,784 - mmaction - INFO - Epoch [33][20/792] lr: 3.750e-03, eta: 14:39:35, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.7391, top5_acc: 0.9052, loss_cls: 1.0202, loss: 1.0202, grad_norm: 4.3922, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7938, loss/aux0: 0.7938 2020-10-18 02:32:37,190 - mmaction - INFO - Epoch [33][20/792] lr: 3.750e-03, eta: 14:39:56, time: 0.490, data_time: 0.003, memory: 8335, top1_acc: 0.7391, top5_acc: 0.9052, loss_cls: 1.0202, loss: 1.0202, grad_norm: 4.3760, top1_acc/aux0: 0.7876, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.7972, loss/aux0: 0.7972 2020-10-18 02:32:56,246 - mmaction - INFO - Epoch [33][40/792] lr: 3.750e-03, eta: 14:39:15, time: 0.484, data_time: 0.000, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0274, loss: 1.0274, grad_norm: 4.3451, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7793, loss/aux0: 0.7793 2020-10-18 02:32:56,653 - mmaction - INFO - Epoch [33][40/792] lr: 3.750e-03, eta: 14:39:36, time: 0.486, data_time: 0.002, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0274, loss: 1.0274, grad_norm: 4.3216, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7752, loss/aux0: 0.7752 2020-10-18 02:33:15,935 - mmaction - INFO - Epoch [33][60/792] lr: 3.750e-03, eta: 14:38:56, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9036, loss_cls: 1.0409, loss: 1.0409, grad_norm: 4.5721, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7873, loss/aux0: 0.7873 2020-10-18 02:33:16,342 - mmaction - INFO - Epoch [33][60/792] lr: 3.750e-03, eta: 14:39:16, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9036, loss_cls: 1.0409, loss: 1.0409, grad_norm: 4.5991, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7889, loss/aux0: 0.7889 2020-10-18 02:33:35,826 - mmaction - INFO - Epoch [33][80/792] lr: 3.750e-03, eta: 14:38:36, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9083, loss_cls: 1.0047, loss: 1.0047, grad_norm: 4.2808, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7452, loss/aux0: 0.7452 2020-10-18 02:33:36,249 - mmaction - INFO - Epoch [33][80/792] lr: 3.750e-03, eta: 14:38:57, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9083, loss_cls: 1.0047, loss: 1.0047, grad_norm: 4.2874, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7464, loss/aux0: 0.7464 2020-10-18 02:33:55,775 - mmaction - INFO - Epoch [33][100/792] lr: 3.750e-03, eta: 14:38:17, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9099, loss_cls: 1.0058, loss: 1.0058, grad_norm: 4.3350, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7730, loss/aux0: 0.7730 2020-10-18 02:33:56,190 - mmaction - INFO - Epoch [33][100/792] lr: 3.750e-03, eta: 14:38:39, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9099, loss_cls: 1.0058, loss: 1.0058, grad_norm: 4.3275, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7694, loss/aux0: 0.7694 2020-10-18 02:34:15,595 - mmaction - INFO - Epoch [33][120/792] lr: 3.750e-03, eta: 14:37:59, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8964, loss_cls: 1.0870, loss: 1.0870, grad_norm: 4.3269, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7780, loss/aux0: 0.7780 2020-10-18 02:34:16,000 - mmaction - INFO - Epoch [33][120/792] lr: 3.750e-03, eta: 14:38:20, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8964, loss_cls: 1.0870, loss: 1.0870, grad_norm: 4.2997, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7763, loss/aux0: 0.7763 2020-10-18 02:34:35,635 - mmaction - INFO - Epoch [33][140/792] lr: 3.750e-03, eta: 14:37:40, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9036, loss_cls: 1.0729, loss: 1.0729, grad_norm: 4.3817, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7452, loss/aux0: 0.7452 2020-10-18 02:34:36,048 - mmaction - INFO - Epoch [33][140/792] lr: 3.750e-03, eta: 14:38:01, time: 0.505, data_time: 0.001, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9036, loss_cls: 1.0729, loss: 1.0729, grad_norm: 4.3880, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7454, loss/aux0: 0.7454 2020-10-18 02:34:55,514 - mmaction - INFO - Epoch [33][160/792] lr: 3.750e-03, eta: 14:37:21, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7328, top5_acc: 0.8974, loss_cls: 1.0721, loss: 1.0721, grad_norm: 4.3714, top1_acc/aux0: 0.7912, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.7914, loss/aux0: 0.7914 2020-10-18 02:34:55,925 - mmaction - INFO - Epoch [33][160/792] lr: 3.750e-03, eta: 14:37:42, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7328, top5_acc: 0.8974, loss_cls: 1.0721, loss: 1.0721, grad_norm: 4.4206, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9283, loss_cls/aux0: 0.7978, loss/aux0: 0.7978 2020-10-18 02:35:15,505 - mmaction - INFO - Epoch [33][180/792] lr: 3.750e-03, eta: 14:37:02, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9094, loss_cls: 1.0108, loss: 1.0108, grad_norm: 4.3129, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7809, loss/aux0: 0.7809 2020-10-18 02:35:15,924 - mmaction - INFO - Epoch [33][180/792] lr: 3.750e-03, eta: 14:37:23, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9094, loss_cls: 1.0108, loss: 1.0108, grad_norm: 4.2930, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7719, loss/aux0: 0.7719 2020-10-18 02:35:35,257 - mmaction - INFO - Epoch [33][200/792] lr: 3.750e-03, eta: 14:36:43, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7266, top5_acc: 0.8927, loss_cls: 1.0770, loss: 1.0770, grad_norm: 4.4256, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7957, loss/aux0: 0.7957 2020-10-18 02:35:35,676 - mmaction - INFO - Epoch [33][200/792] lr: 3.750e-03, eta: 14:37:04, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7266, top5_acc: 0.8927, loss_cls: 1.0770, loss: 1.0770, grad_norm: 4.3620, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7947, loss/aux0: 0.7947 2020-10-18 02:35:55,076 - mmaction - INFO - Epoch [33][220/792] lr: 3.750e-03, eta: 14:36:24, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8990, loss_cls: 1.1060, loss: 1.1060, grad_norm: 4.4217, top1_acc/aux0: 0.7989, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7650, loss/aux0: 0.7650 2020-10-18 02:35:55,502 - mmaction - INFO - Epoch [33][220/792] lr: 3.750e-03, eta: 14:36:45, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8990, loss_cls: 1.1060, loss: 1.1060, grad_norm: 4.4100, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7691, loss/aux0: 0.7691 2020-10-18 02:36:15,021 - mmaction - INFO - Epoch [33][240/792] lr: 3.750e-03, eta: 14:36:05, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9068, loss_cls: 1.0834, loss: 1.0834, grad_norm: 4.4152, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7908, loss/aux0: 0.7908 2020-10-18 02:36:15,450 - mmaction - INFO - Epoch [33][240/792] lr: 3.750e-03, eta: 14:36:26, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9068, loss_cls: 1.0834, loss: 1.0834, grad_norm: 4.3975, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7909, loss/aux0: 0.7909 2020-10-18 02:36:34,864 - mmaction - INFO - Epoch [33][260/792] lr: 3.750e-03, eta: 14:35:46, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8979, loss_cls: 1.0893, loss: 1.0893, grad_norm: 4.3613, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7654, loss/aux0: 0.7654 2020-10-18 02:36:35,287 - mmaction - INFO - Epoch [33][260/792] lr: 3.750e-03, eta: 14:36:07, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8979, loss_cls: 1.0893, loss: 1.0893, grad_norm: 4.3962, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7684, loss/aux0: 0.7684 2020-10-18 02:36:54,702 - mmaction - INFO - Epoch [33][280/792] lr: 3.750e-03, eta: 14:35:27, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9057, loss_cls: 1.0186, loss: 1.0186, grad_norm: 4.2629, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7670, loss/aux0: 0.7670 2020-10-18 02:36:55,123 - mmaction - INFO - Epoch [33][280/792] lr: 3.750e-03, eta: 14:35:47, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9057, loss_cls: 1.0186, loss: 1.0186, grad_norm: 4.2612, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7670, loss/aux0: 0.7670 2020-10-18 02:37:14,703 - mmaction - INFO - Epoch [33][300/792] lr: 3.750e-03, eta: 14:35:08, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7323, top5_acc: 0.9062, loss_cls: 1.0383, loss: 1.0383, grad_norm: 4.3209, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7712, loss/aux0: 0.7712 2020-10-18 02:37:15,130 - mmaction - INFO - Epoch [33][300/792] lr: 3.750e-03, eta: 14:35:29, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.7323, top5_acc: 0.9062, loss_cls: 1.0383, loss: 1.0383, grad_norm: 4.2961, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7638, loss/aux0: 0.7638 2020-10-18 02:37:34,603 - mmaction - INFO - Epoch [33][320/792] lr: 3.750e-03, eta: 14:34:49, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9036, loss_cls: 1.0461, loss: 1.0461, grad_norm: 4.3396, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7851, loss/aux0: 0.7851 2020-10-18 02:37:35,066 - mmaction - INFO - Epoch [33][320/792] lr: 3.750e-03, eta: 14:35:09, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9036, loss_cls: 1.0461, loss: 1.0461, grad_norm: 4.3608, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7940, loss/aux0: 0.7940 2020-10-18 02:37:54,536 - mmaction - INFO - Epoch [33][340/792] lr: 3.750e-03, eta: 14:34:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8943, loss_cls: 1.1018, loss: 1.1018, grad_norm: 4.3790, top1_acc/aux0: 0.7879, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7946, loss/aux0: 0.7946 2020-10-18 02:37:54,954 - mmaction - INFO - Epoch [33][340/792] lr: 3.750e-03, eta: 14:34:50, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8943, loss_cls: 1.1018, loss: 1.1018, grad_norm: 4.3853, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7938, loss/aux0: 0.7938 2020-10-18 02:38:14,319 - mmaction - INFO - Epoch [33][360/792] lr: 3.750e-03, eta: 14:34:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7172, top5_acc: 0.9042, loss_cls: 1.0471, loss: 1.0471, grad_norm: 4.3920, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7647, loss/aux0: 0.7647 2020-10-18 02:38:14,739 - mmaction - INFO - Epoch [33][360/792] lr: 3.750e-03, eta: 14:34:31, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7172, top5_acc: 0.9042, loss_cls: 1.0471, loss: 1.0471, grad_norm: 4.3809, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7592, loss/aux0: 0.7592 2020-10-18 02:38:34,206 - mmaction - INFO - Epoch [33][380/792] lr: 3.750e-03, eta: 14:33:52, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0695, loss: 1.0695, grad_norm: 4.5326, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7750, loss/aux0: 0.7750 2020-10-18 02:38:34,606 - mmaction - INFO - Epoch [33][380/792] lr: 3.750e-03, eta: 14:34:12, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0695, loss: 1.0695, grad_norm: 4.5623, top1_acc/aux0: 0.7936, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7822, loss/aux0: 0.7822 2020-10-18 02:38:54,040 - mmaction - INFO - Epoch [33][400/792] lr: 3.750e-03, eta: 14:33:33, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8979, loss_cls: 1.0961, loss: 1.0961, grad_norm: 4.3382, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7696, loss/aux0: 0.7696 2020-10-18 02:38:54,454 - mmaction - INFO - Epoch [33][400/792] lr: 3.750e-03, eta: 14:33:53, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8979, loss_cls: 1.0961, loss: 1.0961, grad_norm: 4.3167, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7662, loss/aux0: 0.7662 2020-10-18 02:39:13,954 - mmaction - INFO - Epoch [33][420/792] lr: 3.750e-03, eta: 14:33:14, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8953, loss_cls: 1.1027, loss: 1.1027, grad_norm: 4.3830, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.7784, loss/aux0: 0.7784 2020-10-18 02:39:14,377 - mmaction - INFO - Epoch [33][420/792] lr: 3.750e-03, eta: 14:33:35, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8953, loss_cls: 1.1027, loss: 1.1027, grad_norm: 4.3707, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7761, loss/aux0: 0.7761 2020-10-18 02:39:33,787 - mmaction - INFO - Epoch [33][440/792] lr: 3.750e-03, eta: 14:32:55, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8990, loss_cls: 1.0671, loss: 1.0671, grad_norm: 4.4137, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-18 02:39:34,193 - mmaction - INFO - Epoch [33][440/792] lr: 3.750e-03, eta: 14:33:15, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8990, loss_cls: 1.0671, loss: 1.0671, grad_norm: 4.3753, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7691, loss/aux0: 0.7691 2020-10-18 02:39:53,427 - mmaction - INFO - Epoch [33][460/792] lr: 3.750e-03, eta: 14:32:36, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8964, loss_cls: 1.1035, loss: 1.1035, grad_norm: 4.3959, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7777, loss/aux0: 0.7777 2020-10-18 02:39:53,847 - mmaction - INFO - Epoch [33][460/792] lr: 3.750e-03, eta: 14:32:56, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7151, top5_acc: 0.8964, loss_cls: 1.1035, loss: 1.1035, grad_norm: 4.3876, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7784, loss/aux0: 0.7784 2020-10-18 02:40:13,138 - mmaction - INFO - Epoch [33][480/792] lr: 3.750e-03, eta: 14:32:16, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7099, top5_acc: 0.9000, loss_cls: 1.1162, loss: 1.1162, grad_norm: 4.6374, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7851, loss/aux0: 0.7851 2020-10-18 02:40:13,563 - mmaction - INFO - Epoch [33][480/792] lr: 3.750e-03, eta: 14:32:37, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7099, top5_acc: 0.9000, loss_cls: 1.1162, loss: 1.1162, grad_norm: 4.6229, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7858, loss/aux0: 0.7858 2020-10-18 02:40:33,010 - mmaction - INFO - Epoch [33][500/792] lr: 3.750e-03, eta: 14:31:57, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9016, loss_cls: 1.0793, loss: 1.0793, grad_norm: 4.5344, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7816, loss/aux0: 0.7816 2020-10-18 02:40:33,431 - mmaction - INFO - Epoch [33][500/792] lr: 3.750e-03, eta: 14:32:17, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9016, loss_cls: 1.0793, loss: 1.0793, grad_norm: 4.5240, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7870, loss/aux0: 0.7870 2020-10-18 02:40:52,778 - mmaction - INFO - Epoch [33][520/792] lr: 3.750e-03, eta: 14:31:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8833, loss_cls: 1.1252, loss: 1.1252, grad_norm: 4.4269, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8010, loss/aux0: 0.8010 2020-10-18 02:40:53,278 - mmaction - INFO - Epoch [33][520/792] lr: 3.750e-03, eta: 14:31:58, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.7099, top5_acc: 0.8833, loss_cls: 1.1252, loss: 1.1252, grad_norm: 4.4617, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8055, loss/aux0: 0.8055 2020-10-18 02:41:12,578 - mmaction - INFO - Epoch [33][540/792] lr: 3.750e-03, eta: 14:31:18, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8990, loss_cls: 1.1128, loss: 1.1128, grad_norm: 4.3037, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7706, loss/aux0: 0.7706 2020-10-18 02:41:12,996 - mmaction - INFO - Epoch [33][540/792] lr: 3.750e-03, eta: 14:31:39, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8990, loss_cls: 1.1128, loss: 1.1128, grad_norm: 4.3194, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7689, loss/aux0: 0.7689 2020-10-18 02:41:32,299 - mmaction - INFO - Epoch [33][560/792] lr: 3.750e-03, eta: 14:30:59, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8953, loss_cls: 1.1030, loss: 1.1030, grad_norm: 4.4638, top1_acc/aux0: 0.7858, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.8031, loss/aux0: 0.8031 2020-10-18 02:41:32,748 - mmaction - INFO - Epoch [33][560/792] lr: 3.750e-03, eta: 14:31:19, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8953, loss_cls: 1.1030, loss: 1.1030, grad_norm: 4.4640, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8013, loss/aux0: 0.8013 2020-10-18 02:41:52,254 - mmaction - INFO - Epoch [33][580/792] lr: 3.750e-03, eta: 14:30:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7135, top5_acc: 0.8943, loss_cls: 1.1161, loss: 1.1161, grad_norm: 4.4184, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7832, loss/aux0: 0.7832 2020-10-18 02:41:52,665 - mmaction - INFO - Epoch [33][580/792] lr: 3.750e-03, eta: 14:31:00, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7135, top5_acc: 0.8943, loss_cls: 1.1161, loss: 1.1161, grad_norm: 4.4352, top1_acc/aux0: 0.7942, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7802, loss/aux0: 0.7802 2020-10-18 02:42:12,240 - mmaction - INFO - Epoch [33][600/792] lr: 3.750e-03, eta: 14:30:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8927, loss_cls: 1.1419, loss: 1.1419, grad_norm: 4.6065, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.8033, loss/aux0: 0.8033 2020-10-18 02:42:12,671 - mmaction - INFO - Epoch [33][600/792] lr: 3.750e-03, eta: 14:30:41, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7156, top5_acc: 0.8927, loss_cls: 1.1419, loss: 1.1419, grad_norm: 4.6305, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.8129, loss/aux0: 0.8129 2020-10-18 02:42:32,140 - mmaction - INFO - Epoch [33][620/792] lr: 3.750e-03, eta: 14:30:02, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8786, loss_cls: 1.1821, loss: 1.1821, grad_norm: 4.5165, top1_acc/aux0: 0.7840, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8114, loss/aux0: 0.8114 2020-10-18 02:42:32,559 - mmaction - INFO - Epoch [33][620/792] lr: 3.750e-03, eta: 14:30:22, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8786, loss_cls: 1.1821, loss: 1.1821, grad_norm: 4.5401, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7993, loss/aux0: 0.7993 2020-10-18 02:42:52,032 - mmaction - INFO - Epoch [33][640/792] lr: 3.750e-03, eta: 14:29:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7104, top5_acc: 0.9010, loss_cls: 1.1086, loss: 1.1086, grad_norm: 4.4019, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7673, loss/aux0: 0.7673 2020-10-18 02:42:52,445 - mmaction - INFO - Epoch [33][640/792] lr: 3.750e-03, eta: 14:30:03, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7104, top5_acc: 0.9010, loss_cls: 1.1086, loss: 1.1086, grad_norm: 4.4256, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.7769, loss/aux0: 0.7769 2020-10-18 02:43:11,913 - mmaction - INFO - Epoch [33][660/792] lr: 3.750e-03, eta: 14:29:23, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7224, top5_acc: 0.9000, loss_cls: 1.0798, loss: 1.0798, grad_norm: 4.3527, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.7936, loss/aux0: 0.7936 2020-10-18 02:43:12,335 - mmaction - INFO - Epoch [33][660/792] lr: 3.750e-03, eta: 14:29:43, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7224, top5_acc: 0.9000, loss_cls: 1.0798, loss: 1.0798, grad_norm: 4.3331, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7836, loss/aux0: 0.7836 2020-10-18 02:43:31,677 - mmaction - INFO - Epoch [33][680/792] lr: 3.750e-03, eta: 14:29:04, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8880, loss_cls: 1.1120, loss: 1.1120, grad_norm: 4.3299, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7954, loss/aux0: 0.7954 2020-10-18 02:43:32,137 - mmaction - INFO - Epoch [33][680/792] lr: 3.750e-03, eta: 14:29:24, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8880, loss_cls: 1.1120, loss: 1.1120, grad_norm: 4.3322, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7997, loss/aux0: 0.7997 2020-10-18 02:43:51,764 - mmaction - INFO - Epoch [33][700/792] lr: 3.750e-03, eta: 14:28:45, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9031, loss_cls: 1.0687, loss: 1.0687, grad_norm: 4.5142, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7553, loss/aux0: 0.7553 2020-10-18 02:43:52,198 - mmaction - INFO - Epoch [33][700/792] lr: 3.750e-03, eta: 14:29:05, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9031, loss_cls: 1.0687, loss: 1.0687, grad_norm: 4.5322, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7545, loss/aux0: 0.7545 2020-10-18 02:44:11,516 - mmaction - INFO - Epoch [33][720/792] lr: 3.750e-03, eta: 14:28:26, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 1.0379, loss: 1.0379, grad_norm: 4.4337, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7861, loss/aux0: 0.7861 2020-10-18 02:44:11,955 - mmaction - INFO - Epoch [33][720/792] lr: 3.750e-03, eta: 14:28:46, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 1.0379, loss: 1.0379, grad_norm: 4.3780, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7842, loss/aux0: 0.7842 2020-10-18 02:44:31,353 - mmaction - INFO - Epoch [33][740/792] lr: 3.750e-03, eta: 14:28:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8943, loss_cls: 1.0726, loss: 1.0726, grad_norm: 4.4163, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7691, loss/aux0: 0.7691 2020-10-18 02:44:31,796 - mmaction - INFO - Epoch [33][740/792] lr: 3.750e-03, eta: 14:28:27, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8943, loss_cls: 1.0726, loss: 1.0726, grad_norm: 4.4167, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7679, loss/aux0: 0.7679 2020-10-18 02:44:51,175 - mmaction - INFO - Epoch [33][760/792] lr: 3.750e-03, eta: 14:27:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8990, loss_cls: 1.0619, loss: 1.0619, grad_norm: 4.4648, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7878, loss/aux0: 0.7878 2020-10-18 02:44:51,585 - mmaction - INFO - Epoch [33][760/792] lr: 3.750e-03, eta: 14:28:08, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8990, loss_cls: 1.0619, loss: 1.0619, grad_norm: 4.4627, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7927, loss/aux0: 0.7927 2020-10-18 02:45:10,927 - mmaction - INFO - Epoch [33][780/792] lr: 3.750e-03, eta: 14:27:28, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7182, top5_acc: 0.8849, loss_cls: 1.1288, loss: 1.1288, grad_norm: 4.5706, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7782, loss/aux0: 0.7782 2020-10-18 02:45:11,363 - mmaction - INFO - Epoch [33][780/792] lr: 3.750e-03, eta: 14:27:48, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7182, top5_acc: 0.8849, loss_cls: 1.1288, loss: 1.1288, grad_norm: 4.5145, top1_acc/aux0: 0.7928, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7734, loss/aux0: 0.7734 2020-10-18 02:45:27,094 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-10-18 02:48:11,283 - mmaction - INFO - Epoch [34][20/792] lr: 3.750e-03, eta: 14:26:33, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8922, loss_cls: 1.0760, loss: 1.0760, grad_norm: 4.2961, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7720, loss/aux0: 0.7720 2020-10-18 02:48:11,757 - mmaction - INFO - Epoch [34][20/792] lr: 3.750e-03, eta: 14:26:53, time: 0.495, data_time: 0.005, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8922, loss_cls: 1.0760, loss: 1.0760, grad_norm: 4.2936, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7702, loss/aux0: 0.7702 2020-10-18 02:48:31,044 - mmaction - INFO - Epoch [34][40/792] lr: 3.750e-03, eta: 14:26:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9005, loss_cls: 1.0360, loss: 1.0360, grad_norm: 4.3926, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7678, loss/aux0: 0.7678 2020-10-18 02:48:31,477 - mmaction - INFO - Epoch [34][40/792] lr: 3.750e-03, eta: 14:26:34, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9005, loss_cls: 1.0360, loss: 1.0360, grad_norm: 4.4393, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7726, loss/aux0: 0.7726 2020-10-18 02:48:50,749 - mmaction - INFO - Epoch [34][60/792] lr: 3.750e-03, eta: 14:25:55, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.8979, loss_cls: 1.0891, loss: 1.0891, grad_norm: 4.4342, top1_acc/aux0: 0.7980, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7791, loss/aux0: 0.7791 2020-10-18 02:48:51,205 - mmaction - INFO - Epoch [34][60/792] lr: 3.750e-03, eta: 14:26:14, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7260, top5_acc: 0.8979, loss_cls: 1.0891, loss: 1.0891, grad_norm: 4.4504, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7718, loss/aux0: 0.7718 2020-10-18 02:49:10,569 - mmaction - INFO - Epoch [34][80/792] lr: 3.750e-03, eta: 14:25:35, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7307, top5_acc: 0.8953, loss_cls: 1.0638, loss: 1.0638, grad_norm: 4.3884, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7706, loss/aux0: 0.7706 2020-10-18 02:49:11,005 - mmaction - INFO - Epoch [34][80/792] lr: 3.750e-03, eta: 14:25:55, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7307, top5_acc: 0.8953, loss_cls: 1.0638, loss: 1.0638, grad_norm: 4.3990, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7740, loss/aux0: 0.7740 2020-10-18 02:49:30,575 - mmaction - INFO - Epoch [34][100/792] lr: 3.750e-03, eta: 14:25:16, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 1.0265, loss: 1.0265, grad_norm: 4.4223, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7783, loss/aux0: 0.7783 2020-10-18 02:49:31,003 - mmaction - INFO - Epoch [34][100/792] lr: 3.750e-03, eta: 14:25:37, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 1.0265, loss: 1.0265, grad_norm: 4.3888, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-18 02:49:50,368 - mmaction - INFO - Epoch [34][120/792] lr: 3.750e-03, eta: 14:24:57, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9052, loss_cls: 1.0488, loss: 1.0488, grad_norm: 4.4680, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7791, loss/aux0: 0.7791 2020-10-18 02:49:50,771 - mmaction - INFO - Epoch [34][120/792] lr: 3.750e-03, eta: 14:25:17, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9052, loss_cls: 1.0488, loss: 1.0488, grad_norm: 4.4734, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-18 02:50:10,328 - mmaction - INFO - Epoch [34][140/792] lr: 3.750e-03, eta: 14:24:38, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8990, loss_cls: 1.0652, loss: 1.0652, grad_norm: 4.6081, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-18 02:50:10,746 - mmaction - INFO - Epoch [34][140/792] lr: 3.750e-03, eta: 14:24:58, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8990, loss_cls: 1.0652, loss: 1.0652, grad_norm: 4.5723, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-18 02:50:30,192 - mmaction - INFO - Epoch [34][160/792] lr: 3.750e-03, eta: 14:24:19, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.8979, loss_cls: 1.0636, loss: 1.0636, grad_norm: 4.4346, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7772, loss/aux0: 0.7772 2020-10-18 02:50:30,618 - mmaction - INFO - Epoch [34][160/792] lr: 3.750e-03, eta: 14:24:40, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7385, top5_acc: 0.8979, loss_cls: 1.0636, loss: 1.0636, grad_norm: 4.4404, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7868, loss/aux0: 0.7868 2020-10-18 02:50:50,043 - mmaction - INFO - Epoch [34][180/792] lr: 3.750e-03, eta: 14:24:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9005, loss_cls: 1.0818, loss: 1.0818, grad_norm: 4.4758, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7817, loss/aux0: 0.7817 2020-10-18 02:50:50,448 - mmaction - INFO - Epoch [34][180/792] lr: 3.750e-03, eta: 14:24:21, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9005, loss_cls: 1.0818, loss: 1.0818, grad_norm: 4.4621, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7735, loss/aux0: 0.7735 2020-10-18 02:51:09,853 - mmaction - INFO - Epoch [34][200/792] lr: 3.750e-03, eta: 14:23:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8990, loss_cls: 1.0718, loss: 1.0718, grad_norm: 4.3672, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7657, loss/aux0: 0.7657 2020-10-18 02:51:10,267 - mmaction - INFO - Epoch [34][200/792] lr: 3.750e-03, eta: 14:24:01, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8990, loss_cls: 1.0718, loss: 1.0718, grad_norm: 4.3905, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7741, loss/aux0: 0.7741 2020-10-18 02:51:29,906 - mmaction - INFO - Epoch [34][220/792] lr: 3.750e-03, eta: 14:23:22, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9042, loss_cls: 1.0632, loss: 1.0632, grad_norm: 4.3751, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7731, loss/aux0: 0.7731 2020-10-18 02:51:30,313 - mmaction - INFO - Epoch [34][220/792] lr: 3.750e-03, eta: 14:23:43, time: 0.504, data_time: 0.004, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9042, loss_cls: 1.0632, loss: 1.0632, grad_norm: 4.3820, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7677, loss/aux0: 0.7677 2020-10-18 02:51:49,747 - mmaction - INFO - Epoch [34][240/792] lr: 3.750e-03, eta: 14:23:03, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7281, top5_acc: 0.8984, loss_cls: 1.0548, loss: 1.0548, grad_norm: 4.3777, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7828, loss/aux0: 0.7828 2020-10-18 02:51:50,160 - mmaction - INFO - Epoch [34][240/792] lr: 3.750e-03, eta: 14:23:23, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7281, top5_acc: 0.8984, loss_cls: 1.0548, loss: 1.0548, grad_norm: 4.3758, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7858, loss/aux0: 0.7858 2020-10-18 02:52:09,498 - mmaction - INFO - Epoch [34][260/792] lr: 3.750e-03, eta: 14:22:44, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7255, top5_acc: 0.8937, loss_cls: 1.0526, loss: 1.0526, grad_norm: 4.5002, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7641, loss/aux0: 0.7641 2020-10-18 02:52:09,911 - mmaction - INFO - Epoch [34][260/792] lr: 3.750e-03, eta: 14:23:04, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7255, top5_acc: 0.8937, loss_cls: 1.0526, loss: 1.0526, grad_norm: 4.5157, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-18 02:52:29,375 - mmaction - INFO - Epoch [34][280/792] lr: 3.750e-03, eta: 14:22:25, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9047, loss_cls: 1.0716, loss: 1.0716, grad_norm: 4.3362, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7765, loss/aux0: 0.7765 2020-10-18 02:52:29,794 - mmaction - INFO - Epoch [34][280/792] lr: 3.750e-03, eta: 14:22:45, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9047, loss_cls: 1.0716, loss: 1.0716, grad_norm: 4.3401, top1_acc/aux0: 0.7980, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7755, loss/aux0: 0.7755 2020-10-18 02:52:49,258 - mmaction - INFO - Epoch [34][300/792] lr: 3.750e-03, eta: 14:22:06, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8948, loss_cls: 1.1182, loss: 1.1182, grad_norm: 4.5112, top1_acc/aux0: 0.7877, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7763, loss/aux0: 0.7763 2020-10-18 02:52:49,678 - mmaction - INFO - Epoch [34][300/792] lr: 3.750e-03, eta: 14:22:26, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8948, loss_cls: 1.1182, loss: 1.1182, grad_norm: 4.5172, top1_acc/aux0: 0.7874, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7792, loss/aux0: 0.7792 2020-10-18 02:53:09,027 - mmaction - INFO - Epoch [34][320/792] lr: 3.750e-03, eta: 14:21:47, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8854, loss_cls: 1.1332, loss: 1.1332, grad_norm: 4.4353, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7706, loss/aux0: 0.7706 2020-10-18 02:53:09,467 - mmaction - INFO - Epoch [34][320/792] lr: 3.750e-03, eta: 14:22:07, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7089, top5_acc: 0.8854, loss_cls: 1.1332, loss: 1.1332, grad_norm: 4.4183, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7619, loss/aux0: 0.7619 2020-10-18 02:53:28,939 - mmaction - INFO - Epoch [34][340/792] lr: 3.750e-03, eta: 14:21:28, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9031, loss_cls: 1.0411, loss: 1.0411, grad_norm: 4.1521, top1_acc/aux0: 0.8015, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7520, loss/aux0: 0.7520 2020-10-18 02:53:29,364 - mmaction - INFO - Epoch [34][340/792] lr: 3.750e-03, eta: 14:21:48, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9031, loss_cls: 1.0411, loss: 1.0411, grad_norm: 4.1795, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7554, loss/aux0: 0.7554 2020-10-18 02:53:48,783 - mmaction - INFO - Epoch [34][360/792] lr: 3.750e-03, eta: 14:21:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9042, loss_cls: 1.0301, loss: 1.0301, grad_norm: 4.4444, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7679, loss/aux0: 0.7679 2020-10-18 02:53:49,187 - mmaction - INFO - Epoch [34][360/792] lr: 3.750e-03, eta: 14:21:29, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9042, loss_cls: 1.0301, loss: 1.0301, grad_norm: 4.4525, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7700, loss/aux0: 0.7700 2020-10-18 02:54:08,540 - mmaction - INFO - Epoch [34][380/792] lr: 3.750e-03, eta: 14:20:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7187, top5_acc: 0.8984, loss_cls: 1.0820, loss: 1.0820, grad_norm: 4.4804, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7584, loss/aux0: 0.7584 2020-10-18 02:54:08,966 - mmaction - INFO - Epoch [34][380/792] lr: 3.750e-03, eta: 14:21:09, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7187, top5_acc: 0.8984, loss_cls: 1.0820, loss: 1.0820, grad_norm: 4.5103, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.7659, loss/aux0: 0.7659 2020-10-18 02:54:28,211 - mmaction - INFO - Epoch [34][400/792] lr: 3.750e-03, eta: 14:20:30, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.0871, loss: 1.0871, grad_norm: 4.2924, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-18 02:54:28,622 - mmaction - INFO - Epoch [34][400/792] lr: 3.750e-03, eta: 14:20:50, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.0871, loss: 1.0871, grad_norm: 4.2558, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7715, loss/aux0: 0.7715 2020-10-18 02:54:48,270 - mmaction - INFO - Epoch [34][420/792] lr: 3.750e-03, eta: 14:20:12, time: 0.512, data_time: 0.000, memory: 8335, top1_acc: 0.7438, top5_acc: 0.9146, loss_cls: 0.9752, loss: 0.9752, grad_norm: 4.3380, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.7767, loss/aux0: 0.7767 2020-10-18 02:54:48,680 - mmaction - INFO - Epoch [34][420/792] lr: 3.750e-03, eta: 14:20:32, time: 0.513, data_time: 0.002, memory: 8335, top1_acc: 0.7438, top5_acc: 0.9146, loss_cls: 0.9752, loss: 0.9752, grad_norm: 4.3268, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7758, loss/aux0: 0.7758 2020-10-18 02:55:08,097 - mmaction - INFO - Epoch [34][440/792] lr: 3.750e-03, eta: 14:19:53, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9000, loss_cls: 1.0798, loss: 1.0798, grad_norm: 4.3545, top1_acc/aux0: 0.7928, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7827, loss/aux0: 0.7827 2020-10-18 02:55:08,530 - mmaction - INFO - Epoch [34][440/792] lr: 3.750e-03, eta: 14:20:13, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9000, loss_cls: 1.0798, loss: 1.0798, grad_norm: 4.3178, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-18 02:55:27,970 - mmaction - INFO - Epoch [34][460/792] lr: 3.750e-03, eta: 14:19:34, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7182, top5_acc: 0.9031, loss_cls: 1.0811, loss: 1.0811, grad_norm: 4.3571, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7877, loss/aux0: 0.7877 2020-10-18 02:55:28,419 - mmaction - INFO - Epoch [34][460/792] lr: 3.750e-03, eta: 14:19:54, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7182, top5_acc: 0.9031, loss_cls: 1.0811, loss: 1.0811, grad_norm: 4.3517, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7945, loss/aux0: 0.7945 2020-10-18 02:55:47,980 - mmaction - INFO - Epoch [34][480/792] lr: 3.750e-03, eta: 14:19:16, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9021, loss_cls: 1.0670, loss: 1.0670, grad_norm: 4.4244, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8020, loss/aux0: 0.8020 2020-10-18 02:55:48,396 - mmaction - INFO - Epoch [34][480/792] lr: 3.750e-03, eta: 14:19:35, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9021, loss_cls: 1.0670, loss: 1.0670, grad_norm: 4.4044, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.7968, loss/aux0: 0.7968 2020-10-18 02:56:07,786 - mmaction - INFO - Epoch [34][500/792] lr: 3.750e-03, eta: 14:18:57, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7339, top5_acc: 0.8953, loss_cls: 1.0636, loss: 1.0636, grad_norm: 4.3547, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7647, loss/aux0: 0.7647 2020-10-18 02:56:08,213 - mmaction - INFO - Epoch [34][500/792] lr: 3.750e-03, eta: 14:19:16, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7339, top5_acc: 0.8953, loss_cls: 1.0636, loss: 1.0636, grad_norm: 4.3498, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7610, loss/aux0: 0.7610 2020-10-18 02:56:27,714 - mmaction - INFO - Epoch [34][520/792] lr: 3.750e-03, eta: 14:18:37, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9026, loss_cls: 1.0866, loss: 1.0866, grad_norm: 4.3248, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7593, loss/aux0: 0.7593 2020-10-18 02:56:28,127 - mmaction - INFO - Epoch [34][520/792] lr: 3.750e-03, eta: 14:18:57, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9026, loss_cls: 1.0866, loss: 1.0866, grad_norm: 4.2995, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7613, loss/aux0: 0.7613 2020-10-18 02:56:47,525 - mmaction - INFO - Epoch [34][540/792] lr: 3.750e-03, eta: 14:18:19, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8990, loss_cls: 1.1239, loss: 1.1239, grad_norm: 4.6086, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7865, loss/aux0: 0.7865 2020-10-18 02:56:47,939 - mmaction - INFO - Epoch [34][540/792] lr: 3.750e-03, eta: 14:18:38, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8990, loss_cls: 1.1239, loss: 1.1239, grad_norm: 4.5749, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7884, loss/aux0: 0.7884 2020-10-18 02:57:07,349 - mmaction - INFO - Epoch [34][560/792] lr: 3.750e-03, eta: 14:17:59, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9135, loss_cls: 1.0343, loss: 1.0343, grad_norm: 4.4099, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7663, loss/aux0: 0.7663 2020-10-18 02:57:07,789 - mmaction - INFO - Epoch [34][560/792] lr: 3.750e-03, eta: 14:18:19, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9135, loss_cls: 1.0343, loss: 1.0343, grad_norm: 4.4090, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7697, loss/aux0: 0.7697 2020-10-18 02:57:27,039 - mmaction - INFO - Epoch [34][580/792] lr: 3.750e-03, eta: 14:17:40, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7370, top5_acc: 0.8901, loss_cls: 1.0599, loss: 1.0599, grad_norm: 4.3675, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7760, loss/aux0: 0.7760 2020-10-18 02:57:27,458 - mmaction - INFO - Epoch [34][580/792] lr: 3.750e-03, eta: 14:17:59, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7370, top5_acc: 0.8901, loss_cls: 1.0599, loss: 1.0599, grad_norm: 4.3279, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7719, loss/aux0: 0.7719 2020-10-18 02:57:46,898 - mmaction - INFO - Epoch [34][600/792] lr: 3.750e-03, eta: 14:17:21, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8922, loss_cls: 1.1066, loss: 1.1066, grad_norm: 4.6970, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7945, loss/aux0: 0.7945 2020-10-18 02:57:47,355 - mmaction - INFO - Epoch [34][600/792] lr: 3.750e-03, eta: 14:17:40, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8922, loss_cls: 1.1066, loss: 1.1066, grad_norm: 4.7122, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7998, loss/aux0: 0.7998 2020-10-18 02:58:06,650 - mmaction - INFO - Epoch [34][620/792] lr: 3.750e-03, eta: 14:17:02, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8901, loss_cls: 1.1264, loss: 1.1264, grad_norm: 4.9089, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7948, loss/aux0: 0.7948 2020-10-18 02:58:07,115 - mmaction - INFO - Epoch [34][620/792] lr: 3.750e-03, eta: 14:17:21, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8901, loss_cls: 1.1264, loss: 1.1264, grad_norm: 4.8616, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7927, loss/aux0: 0.7927 2020-10-18 02:58:26,493 - mmaction - INFO - Epoch [34][640/792] lr: 3.750e-03, eta: 14:16:42, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9021, loss_cls: 1.0688, loss: 1.0688, grad_norm: 4.4268, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7765, loss/aux0: 0.7765 2020-10-18 02:58:26,920 - mmaction - INFO - Epoch [34][640/792] lr: 3.750e-03, eta: 14:17:01, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9021, loss_cls: 1.0688, loss: 1.0688, grad_norm: 4.3998, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7711, loss/aux0: 0.7711 2020-10-18 02:58:46,194 - mmaction - INFO - Epoch [34][660/792] lr: 3.750e-03, eta: 14:16:22, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8911, loss_cls: 1.1124, loss: 1.1124, grad_norm: 4.5398, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7760, loss/aux0: 0.7760 2020-10-18 02:58:46,709 - mmaction - INFO - Epoch [34][660/792] lr: 3.750e-03, eta: 14:16:42, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7172, top5_acc: 0.8911, loss_cls: 1.1124, loss: 1.1124, grad_norm: 4.5267, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7784, loss/aux0: 0.7784 2020-10-18 02:59:05,981 - mmaction - INFO - Epoch [34][680/792] lr: 3.750e-03, eta: 14:16:03, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.9021, loss_cls: 1.0856, loss: 1.0856, grad_norm: 4.5442, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8193, loss/aux0: 0.8193 2020-10-18 02:59:06,443 - mmaction - INFO - Epoch [34][680/792] lr: 3.750e-03, eta: 14:16:23, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7250, top5_acc: 0.9021, loss_cls: 1.0856, loss: 1.0856, grad_norm: 4.6266, top1_acc/aux0: 0.7842, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8228, loss/aux0: 0.8228 2020-10-18 02:59:25,937 - mmaction - INFO - Epoch [34][700/792] lr: 3.750e-03, eta: 14:15:44, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8922, loss_cls: 1.0950, loss: 1.0950, grad_norm: 4.2865, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7519, loss/aux0: 0.7519 2020-10-18 02:59:26,341 - mmaction - INFO - Epoch [34][700/792] lr: 3.750e-03, eta: 14:16:04, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8922, loss_cls: 1.0950, loss: 1.0950, grad_norm: 4.2941, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7517, loss/aux0: 0.7517 2020-10-18 02:59:45,724 - mmaction - INFO - Epoch [34][720/792] lr: 3.750e-03, eta: 14:15:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7302, top5_acc: 0.8917, loss_cls: 1.0883, loss: 1.0883, grad_norm: 4.4401, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7901, loss/aux0: 0.7901 2020-10-18 02:59:46,148 - mmaction - INFO - Epoch [34][720/792] lr: 3.750e-03, eta: 14:15:44, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7302, top5_acc: 0.8917, loss_cls: 1.0883, loss: 1.0883, grad_norm: 4.5057, top1_acc/aux0: 0.7881, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7921, loss/aux0: 0.7921 2020-10-18 03:00:05,726 - mmaction - INFO - Epoch [34][740/792] lr: 3.750e-03, eta: 14:15:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9005, loss_cls: 1.0390, loss: 1.0390, grad_norm: 4.3614, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7886, loss/aux0: 0.7886 2020-10-18 03:00:06,383 - mmaction - INFO - Epoch [34][740/792] lr: 3.750e-03, eta: 14:15:26, time: 0.512, data_time: 0.019, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9005, loss_cls: 1.0390, loss: 1.0390, grad_norm: 4.3652, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7879, loss/aux0: 0.7879 2020-10-18 03:00:30,221 - mmaction - INFO - Epoch [34][760/792] lr: 3.750e-03, eta: 14:14:48, time: 0.510, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.0859, loss: 1.0859, grad_norm: 4.3299, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7937, loss/aux0: 0.7937 2020-10-18 03:00:30,730 - mmaction - INFO - Epoch [34][760/792] lr: 3.750e-03, eta: 14:15:08, time: 0.518, data_time: 0.009, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.0859, loss: 1.0859, grad_norm: 4.3054, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-18 03:00:50,206 - mmaction - INFO - Epoch [34][780/792] lr: 3.750e-03, eta: 14:14:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8969, loss_cls: 1.1066, loss: 1.1066, grad_norm: 4.4490, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7850, loss/aux0: 0.7850 2020-10-18 03:00:50,666 - mmaction - INFO - Epoch [34][780/792] lr: 3.750e-03, eta: 14:14:49, time: 0.501, data_time: 0.005, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8969, loss_cls: 1.1066, loss: 1.1066, grad_norm: 4.4627, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-18 03:01:12,857 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-10-18 03:04:31,057 - mmaction - INFO - Epoch [35][20/792] lr: 3.750e-03, eta: 14:13:36, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7313, top5_acc: 0.9120, loss_cls: 1.0454, loss: 1.0454, grad_norm: 4.3247, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7900, loss/aux0: 0.7900 2020-10-18 03:04:31,503 - mmaction - INFO - Epoch [35][20/792] lr: 3.750e-03, eta: 14:13:55, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.7313, top5_acc: 0.9120, loss_cls: 1.0454, loss: 1.0454, grad_norm: 4.3039, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7858, loss/aux0: 0.7858 2020-10-18 03:04:51,015 - mmaction - INFO - Epoch [35][40/792] lr: 3.750e-03, eta: 14:13:17, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7370, top5_acc: 0.9104, loss_cls: 1.0157, loss: 1.0157, grad_norm: 4.1606, top1_acc/aux0: 0.7942, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7857, loss/aux0: 0.7857 2020-10-18 03:04:51,454 - mmaction - INFO - Epoch [35][40/792] lr: 3.750e-03, eta: 14:13:37, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.7370, top5_acc: 0.9104, loss_cls: 1.0157, loss: 1.0157, grad_norm: 4.1860, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7905, loss/aux0: 0.7905 2020-10-18 03:05:10,634 - mmaction - INFO - Epoch [35][60/792] lr: 3.750e-03, eta: 14:12:58, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9021, loss_cls: 1.0467, loss: 1.0467, grad_norm: 4.4406, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7978, loss/aux0: 0.7978 2020-10-18 03:05:11,072 - mmaction - INFO - Epoch [35][60/792] lr: 3.750e-03, eta: 14:13:17, time: 0.491, data_time: 0.003, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9021, loss_cls: 1.0467, loss: 1.0467, grad_norm: 4.4270, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7963, loss/aux0: 0.7963 2020-10-18 03:05:30,585 - mmaction - INFO - Epoch [35][80/792] lr: 3.750e-03, eta: 14:12:39, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7057, top5_acc: 0.8911, loss_cls: 1.1357, loss: 1.1357, grad_norm: 4.3426, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7924, loss/aux0: 0.7924 2020-10-18 03:05:31,006 - mmaction - INFO - Epoch [35][80/792] lr: 3.750e-03, eta: 14:12:58, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.7057, top5_acc: 0.8911, loss_cls: 1.1357, loss: 1.1357, grad_norm: 4.3721, top1_acc/aux0: 0.7840, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-18 03:05:50,371 - mmaction - INFO - Epoch [35][100/792] lr: 3.750e-03, eta: 14:12:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7396, top5_acc: 0.8984, loss_cls: 1.0327, loss: 1.0327, grad_norm: 4.3204, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7713, loss/aux0: 0.7713 2020-10-18 03:05:50,795 - mmaction - INFO - Epoch [35][100/792] lr: 3.750e-03, eta: 14:12:39, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7396, top5_acc: 0.8984, loss_cls: 1.0327, loss: 1.0327, grad_norm: 4.3826, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7722, loss/aux0: 0.7722 2020-10-18 03:06:10,251 - mmaction - INFO - Epoch [35][120/792] lr: 3.750e-03, eta: 14:12:01, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9005, loss_cls: 1.0389, loss: 1.0389, grad_norm: 4.4112, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7906, loss/aux0: 0.7906 2020-10-18 03:06:10,663 - mmaction - INFO - Epoch [35][120/792] lr: 3.750e-03, eta: 14:12:20, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9005, loss_cls: 1.0389, loss: 1.0389, grad_norm: 4.3745, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7858, loss/aux0: 0.7858 2020-10-18 03:06:30,282 - mmaction - INFO - Epoch [35][140/792] lr: 3.750e-03, eta: 14:11:42, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8969, loss_cls: 1.1130, loss: 1.1130, grad_norm: 4.3002, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7819, loss/aux0: 0.7819 2020-10-18 03:06:30,711 - mmaction - INFO - Epoch [35][140/792] lr: 3.750e-03, eta: 14:12:01, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8969, loss_cls: 1.1130, loss: 1.1130, grad_norm: 4.2685, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7823, loss/aux0: 0.7823 2020-10-18 03:06:50,043 - mmaction - INFO - Epoch [35][160/792] lr: 3.750e-03, eta: 14:11:23, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9010, loss_cls: 1.0700, loss: 1.0700, grad_norm: 4.3399, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7789, loss/aux0: 0.7789 2020-10-18 03:06:50,461 - mmaction - INFO - Epoch [35][160/792] lr: 3.750e-03, eta: 14:11:42, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9010, loss_cls: 1.0700, loss: 1.0700, grad_norm: 4.3305, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7786, loss/aux0: 0.7786 2020-10-18 03:07:09,926 - mmaction - INFO - Epoch [35][180/792] lr: 3.750e-03, eta: 14:11:04, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9146, loss_cls: 0.9931, loss: 0.9931, grad_norm: 4.2843, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7595, loss/aux0: 0.7595 2020-10-18 03:07:10,345 - mmaction - INFO - Epoch [35][180/792] lr: 3.750e-03, eta: 14:11:23, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9146, loss_cls: 0.9931, loss: 0.9931, grad_norm: 4.2703, top1_acc/aux0: 0.7980, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7654, loss/aux0: 0.7654 2020-10-18 03:07:29,799 - mmaction - INFO - Epoch [35][200/792] lr: 3.750e-03, eta: 14:10:45, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7359, top5_acc: 0.8995, loss_cls: 1.0280, loss: 1.0280, grad_norm: 4.3708, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7820, loss/aux0: 0.7820 2020-10-18 03:07:30,211 - mmaction - INFO - Epoch [35][200/792] lr: 3.750e-03, eta: 14:11:04, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7359, top5_acc: 0.8995, loss_cls: 1.0280, loss: 1.0280, grad_norm: 4.4002, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-18 03:07:49,735 - mmaction - INFO - Epoch [35][220/792] lr: 3.750e-03, eta: 14:10:26, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7161, top5_acc: 0.9005, loss_cls: 1.0832, loss: 1.0832, grad_norm: 4.3911, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-18 03:07:50,161 - mmaction - INFO - Epoch [35][220/792] lr: 3.750e-03, eta: 14:10:45, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.7161, top5_acc: 0.9005, loss_cls: 1.0832, loss: 1.0832, grad_norm: 4.3887, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7901, loss/aux0: 0.7901 2020-10-18 03:08:09,600 - mmaction - INFO - Epoch [35][240/792] lr: 3.750e-03, eta: 14:10:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9099, loss_cls: 1.0280, loss: 1.0280, grad_norm: 4.3406, top1_acc/aux0: 0.7889, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8008, loss/aux0: 0.8008 2020-10-18 03:08:10,035 - mmaction - INFO - Epoch [35][240/792] lr: 3.750e-03, eta: 14:10:26, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9099, loss_cls: 1.0280, loss: 1.0280, grad_norm: 4.2941, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.7990, loss/aux0: 0.7990 2020-10-18 03:08:29,525 - mmaction - INFO - Epoch [35][260/792] lr: 3.750e-03, eta: 14:09:48, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8938, loss_cls: 1.0606, loss: 1.0606, grad_norm: 4.3698, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7873, loss/aux0: 0.7873 2020-10-18 03:08:29,958 - mmaction - INFO - Epoch [35][260/792] lr: 3.750e-03, eta: 14:10:07, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8938, loss_cls: 1.0606, loss: 1.0606, grad_norm: 4.3203, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7869, loss/aux0: 0.7869 2020-10-18 03:08:49,402 - mmaction - INFO - Epoch [35][280/792] lr: 3.750e-03, eta: 14:09:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9036, loss_cls: 1.0527, loss: 1.0527, grad_norm: 4.3613, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7402, loss/aux0: 0.7402 2020-10-18 03:08:49,811 - mmaction - INFO - Epoch [35][280/792] lr: 3.750e-03, eta: 14:09:48, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9036, loss_cls: 1.0527, loss: 1.0527, grad_norm: 4.3397, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7405, loss/aux0: 0.7405 2020-10-18 03:09:09,222 - mmaction - INFO - Epoch [35][300/792] lr: 3.750e-03, eta: 14:09:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7313, top5_acc: 0.8948, loss_cls: 1.1021, loss: 1.1021, grad_norm: 4.4326, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-18 03:09:09,643 - mmaction - INFO - Epoch [35][300/792] lr: 3.750e-03, eta: 14:09:29, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7313, top5_acc: 0.8948, loss_cls: 1.1021, loss: 1.1021, grad_norm: 4.4377, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7933, loss/aux0: 0.7933 2020-10-18 03:09:29,145 - mmaction - INFO - Epoch [35][320/792] lr: 3.750e-03, eta: 14:08:51, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7297, top5_acc: 0.8995, loss_cls: 1.0468, loss: 1.0468, grad_norm: 4.4046, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7710, loss/aux0: 0.7710 2020-10-18 03:09:29,567 - mmaction - INFO - Epoch [35][320/792] lr: 3.750e-03, eta: 14:09:10, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.7297, top5_acc: 0.8995, loss_cls: 1.0468, loss: 1.0468, grad_norm: 4.4295, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-18 03:09:49,053 - mmaction - INFO - Epoch [35][340/792] lr: 3.750e-03, eta: 14:08:32, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9036, loss_cls: 1.0323, loss: 1.0323, grad_norm: 4.3201, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7819, loss/aux0: 0.7819 2020-10-18 03:09:49,473 - mmaction - INFO - Epoch [35][340/792] lr: 3.750e-03, eta: 14:08:51, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9036, loss_cls: 1.0323, loss: 1.0323, grad_norm: 4.3520, top1_acc/aux0: 0.7959, top5_acc/aux0: 0.9285, loss_cls/aux0: 0.7842, loss/aux0: 0.7842 2020-10-18 03:10:08,816 - mmaction - INFO - Epoch [35][360/792] lr: 3.750e-03, eta: 14:08:13, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7182, top5_acc: 0.8969, loss_cls: 1.0977, loss: 1.0977, grad_norm: 4.4425, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7775, loss/aux0: 0.7775 2020-10-18 03:10:09,257 - mmaction - INFO - Epoch [35][360/792] lr: 3.750e-03, eta: 14:08:32, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7182, top5_acc: 0.8969, loss_cls: 1.0977, loss: 1.0977, grad_norm: 4.4189, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7701, loss/aux0: 0.7701 2020-10-18 03:10:28,603 - mmaction - INFO - Epoch [35][380/792] lr: 3.750e-03, eta: 14:07:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9021, loss_cls: 1.0599, loss: 1.0599, grad_norm: 4.3875, top1_acc/aux0: 0.7996, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7595, loss/aux0: 0.7595 2020-10-18 03:10:29,032 - mmaction - INFO - Epoch [35][380/792] lr: 3.750e-03, eta: 14:08:13, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9021, loss_cls: 1.0599, loss: 1.0599, grad_norm: 4.3917, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7601, loss/aux0: 0.7601 2020-10-18 03:10:48,574 - mmaction - INFO - Epoch [35][400/792] lr: 3.750e-03, eta: 14:07:35, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0806, loss: 1.0806, grad_norm: 4.3500, top1_acc/aux0: 0.8019, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7490, loss/aux0: 0.7490 2020-10-18 03:10:48,993 - mmaction - INFO - Epoch [35][400/792] lr: 3.750e-03, eta: 14:07:54, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0806, loss: 1.0806, grad_norm: 4.3484, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7505, loss/aux0: 0.7505 2020-10-18 03:11:08,297 - mmaction - INFO - Epoch [35][420/792] lr: 3.750e-03, eta: 14:07:16, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8995, loss_cls: 1.0571, loss: 1.0571, grad_norm: 4.4241, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7948, loss/aux0: 0.7948 2020-10-18 03:11:08,718 - mmaction - INFO - Epoch [35][420/792] lr: 3.750e-03, eta: 14:07:34, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8995, loss_cls: 1.0571, loss: 1.0571, grad_norm: 4.4283, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-18 03:11:28,018 - mmaction - INFO - Epoch [35][440/792] lr: 3.750e-03, eta: 14:06:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8974, loss_cls: 1.0893, loss: 1.0893, grad_norm: 4.3444, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7765, loss/aux0: 0.7765 2020-10-18 03:11:28,430 - mmaction - INFO - Epoch [35][440/792] lr: 3.750e-03, eta: 14:07:15, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8974, loss_cls: 1.0893, loss: 1.0893, grad_norm: 4.3494, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7798, loss/aux0: 0.7798 2020-10-18 03:11:48,004 - mmaction - INFO - Epoch [35][460/792] lr: 3.750e-03, eta: 14:06:37, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7187, top5_acc: 0.8896, loss_cls: 1.0936, loss: 1.0936, grad_norm: 4.4592, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8086, loss/aux0: 0.8086 2020-10-18 03:11:48,416 - mmaction - INFO - Epoch [35][460/792] lr: 3.750e-03, eta: 14:06:56, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.7187, top5_acc: 0.8896, loss_cls: 1.0936, loss: 1.0936, grad_norm: 4.4533, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-18 03:12:07,782 - mmaction - INFO - Epoch [35][480/792] lr: 3.750e-03, eta: 14:06:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.0548, loss: 1.0548, grad_norm: 4.3170, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7594, loss/aux0: 0.7594 2020-10-18 03:12:08,198 - mmaction - INFO - Epoch [35][480/792] lr: 3.750e-03, eta: 14:06:37, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.0548, loss: 1.0548, grad_norm: 4.3360, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7647, loss/aux0: 0.7647 2020-10-18 03:12:27,554 - mmaction - INFO - Epoch [35][500/792] lr: 3.750e-03, eta: 14:05:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7302, top5_acc: 0.9078, loss_cls: 1.0245, loss: 1.0245, grad_norm: 4.3824, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7697, loss/aux0: 0.7697 2020-10-18 03:12:27,987 - mmaction - INFO - Epoch [35][500/792] lr: 3.750e-03, eta: 14:06:18, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7302, top5_acc: 0.9078, loss_cls: 1.0245, loss: 1.0245, grad_norm: 4.4804, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7752, loss/aux0: 0.7752 2020-10-18 03:12:47,412 - mmaction - INFO - Epoch [35][520/792] lr: 3.750e-03, eta: 14:05:40, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8911, loss_cls: 1.1013, loss: 1.1013, grad_norm: 4.2477, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7694, loss/aux0: 0.7694 2020-10-18 03:12:47,851 - mmaction - INFO - Epoch [35][520/792] lr: 3.750e-03, eta: 14:05:59, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8911, loss_cls: 1.1013, loss: 1.1013, grad_norm: 4.2670, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7634, loss/aux0: 0.7634 2020-10-18 03:13:07,272 - mmaction - INFO - Epoch [35][540/792] lr: 3.750e-03, eta: 14:05:21, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8953, loss_cls: 1.1194, loss: 1.1194, grad_norm: 4.3583, top1_acc/aux0: 0.7968, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7677, loss/aux0: 0.7677 2020-10-18 03:13:07,701 - mmaction - INFO - Epoch [35][540/792] lr: 3.750e-03, eta: 14:05:40, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8953, loss_cls: 1.1194, loss: 1.1194, grad_norm: 4.3397, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7689, loss/aux0: 0.7689 2020-10-18 03:13:27,188 - mmaction - INFO - Epoch [35][560/792] lr: 3.750e-03, eta: 14:05:02, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9094, loss_cls: 0.9992, loss: 0.9992, grad_norm: 4.4568, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-18 03:13:27,631 - mmaction - INFO - Epoch [35][560/792] lr: 3.750e-03, eta: 14:05:21, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9094, loss_cls: 0.9992, loss: 0.9992, grad_norm: 4.4683, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7845, loss/aux0: 0.7845 2020-10-18 03:13:46,979 - mmaction - INFO - Epoch [35][580/792] lr: 3.750e-03, eta: 14:04:43, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7224, top5_acc: 0.9010, loss_cls: 1.0776, loss: 1.0776, grad_norm: 4.4144, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7618, loss/aux0: 0.7618 2020-10-18 03:13:47,398 - mmaction - INFO - Epoch [35][580/792] lr: 3.750e-03, eta: 14:05:01, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7224, top5_acc: 0.9010, loss_cls: 1.0776, loss: 1.0776, grad_norm: 4.3794, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7634, loss/aux0: 0.7634 2020-10-18 03:14:06,906 - mmaction - INFO - Epoch [35][600/792] lr: 3.750e-03, eta: 14:04:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7172, top5_acc: 0.9026, loss_cls: 1.0771, loss: 1.0771, grad_norm: 4.3806, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7745, loss/aux0: 0.7745 2020-10-18 03:14:07,337 - mmaction - INFO - Epoch [35][600/792] lr: 3.750e-03, eta: 14:04:42, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7172, top5_acc: 0.9026, loss_cls: 1.0771, loss: 1.0771, grad_norm: 4.4174, top1_acc/aux0: 0.7968, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7793, loss/aux0: 0.7793 2020-10-18 03:14:26,711 - mmaction - INFO - Epoch [35][620/792] lr: 3.750e-03, eta: 14:04:05, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9026, loss_cls: 1.0320, loss: 1.0320, grad_norm: 4.4387, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8028, loss/aux0: 0.8028 2020-10-18 03:14:27,135 - mmaction - INFO - Epoch [35][620/792] lr: 3.750e-03, eta: 14:04:23, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9026, loss_cls: 1.0320, loss: 1.0320, grad_norm: 4.4195, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9277, loss_cls/aux0: 0.8045, loss/aux0: 0.8045 2020-10-18 03:14:46,643 - mmaction - INFO - Epoch [35][640/792] lr: 3.750e-03, eta: 14:03:46, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8844, loss_cls: 1.1105, loss: 1.1105, grad_norm: 4.5241, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8012, loss/aux0: 0.8012 2020-10-18 03:14:47,081 - mmaction - INFO - Epoch [35][640/792] lr: 3.750e-03, eta: 14:04:04, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7120, top5_acc: 0.8844, loss_cls: 1.1105, loss: 1.1105, grad_norm: 4.5411, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9278, loss_cls/aux0: 0.8000, loss/aux0: 0.8000 2020-10-18 03:15:06,460 - mmaction - INFO - Epoch [35][660/792] lr: 3.750e-03, eta: 14:03:27, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9068, loss_cls: 1.0638, loss: 1.0638, grad_norm: 4.3994, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7866, loss/aux0: 0.7866 2020-10-18 03:15:06,875 - mmaction - INFO - Epoch [35][660/792] lr: 3.750e-03, eta: 14:03:45, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9068, loss_cls: 1.0638, loss: 1.0638, grad_norm: 4.3601, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7883, loss/aux0: 0.7883 2020-10-18 03:15:26,299 - mmaction - INFO - Epoch [35][680/792] lr: 3.750e-03, eta: 14:03:07, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9052, loss_cls: 1.0570, loss: 1.0570, grad_norm: 4.4879, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8130, loss/aux0: 0.8130 2020-10-18 03:15:26,709 - mmaction - INFO - Epoch [35][680/792] lr: 3.750e-03, eta: 14:03:26, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9052, loss_cls: 1.0570, loss: 1.0570, grad_norm: 4.4469, top1_acc/aux0: 0.7895, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8040, loss/aux0: 0.8040 2020-10-18 03:15:46,117 - mmaction - INFO - Epoch [35][700/792] lr: 3.750e-03, eta: 14:02:48, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9083, loss_cls: 1.0614, loss: 1.0614, grad_norm: 4.4731, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7781, loss/aux0: 0.7781 2020-10-18 03:15:46,550 - mmaction - INFO - Epoch [35][700/792] lr: 3.750e-03, eta: 14:03:07, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9083, loss_cls: 1.0614, loss: 1.0614, grad_norm: 4.4640, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7789, loss/aux0: 0.7789 2020-10-18 03:16:05,956 - mmaction - INFO - Epoch [35][720/792] lr: 3.750e-03, eta: 14:02:29, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8875, loss_cls: 1.1046, loss: 1.1046, grad_norm: 4.3288, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7484, loss/aux0: 0.7484 2020-10-18 03:16:06,365 - mmaction - INFO - Epoch [35][720/792] lr: 3.750e-03, eta: 14:02:47, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8875, loss_cls: 1.1046, loss: 1.1046, grad_norm: 4.3407, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7577, loss/aux0: 0.7577 2020-10-18 03:16:25,638 - mmaction - INFO - Epoch [35][740/792] lr: 3.750e-03, eta: 14:02:09, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7203, top5_acc: 0.9062, loss_cls: 1.0717, loss: 1.0717, grad_norm: 4.4137, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-18 03:16:26,057 - mmaction - INFO - Epoch [35][740/792] lr: 3.750e-03, eta: 14:02:28, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7203, top5_acc: 0.9062, loss_cls: 1.0717, loss: 1.0717, grad_norm: 4.4083, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7721, loss/aux0: 0.7721 2020-10-18 03:16:45,548 - mmaction - INFO - Epoch [35][760/792] lr: 3.750e-03, eta: 14:01:50, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9016, loss_cls: 1.0541, loss: 1.0541, grad_norm: 4.3593, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7750, loss/aux0: 0.7750 2020-10-18 03:16:45,972 - mmaction - INFO - Epoch [35][760/792] lr: 3.750e-03, eta: 14:02:08, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9016, loss_cls: 1.0541, loss: 1.0541, grad_norm: 4.3712, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7827, loss/aux0: 0.7827 2020-10-18 03:17:05,391 - mmaction - INFO - Epoch [35][780/792] lr: 3.750e-03, eta: 14:01:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9104, loss_cls: 1.0101, loss: 1.0101, grad_norm: 4.3637, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7876, loss/aux0: 0.7876 2020-10-18 03:17:05,807 - mmaction - INFO - Epoch [35][780/792] lr: 3.750e-03, eta: 14:01:49, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9104, loss_cls: 1.0101, loss: 1.0101, grad_norm: 4.3610, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-18 03:17:19,882 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-18 03:18:42,602 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 03:18:42,719 - mmaction - INFO - top1_acc 0.7470 top5_acc 0.9204 2020-10-18 03:18:42,719 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 03:18:42,784 - mmaction - INFO - mean_acc 0.7472 2020-10-18 03:18:42,786 - mmaction - INFO - Epoch(val) [35][792] top1_acc: 0.7470, top5_acc: 0.9204, mean_class_accuracy: 0.7472 2020-10-18 03:21:39,490 - mmaction - INFO - Epoch [36][20/792] lr: 3.750e-03, eta: 14:00:38, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9005, loss_cls: 1.0653, loss: 1.0653, grad_norm: 4.3077, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7690, loss/aux0: 0.7690 2020-10-18 03:21:39,899 - mmaction - INFO - Epoch [36][20/792] lr: 3.750e-03, eta: 14:00:56, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9005, loss_cls: 1.0653, loss: 1.0653, grad_norm: 4.2888, top1_acc/aux0: 0.7999, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7715, loss/aux0: 0.7715 2020-10-18 03:21:59,040 - mmaction - INFO - Epoch [36][40/792] lr: 3.750e-03, eta: 14:00:18, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9042, loss_cls: 0.9888, loss: 0.9888, grad_norm: 4.3637, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7779, loss/aux0: 0.7779 2020-10-18 03:21:59,445 - mmaction - INFO - Epoch [36][40/792] lr: 3.750e-03, eta: 14:00:36, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9042, loss_cls: 0.9888, loss: 0.9888, grad_norm: 4.3698, top1_acc/aux0: 0.7973, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-18 03:22:18,886 - mmaction - INFO - Epoch [36][60/792] lr: 3.750e-03, eta: 13:59:59, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7484, top5_acc: 0.9109, loss_cls: 0.9851, loss: 0.9851, grad_norm: 4.3387, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8109, loss/aux0: 0.8109 2020-10-18 03:22:19,309 - mmaction - INFO - Epoch [36][60/792] lr: 3.750e-03, eta: 14:00:17, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7484, top5_acc: 0.9109, loss_cls: 0.9851, loss: 0.9851, grad_norm: 4.3137, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8098, loss/aux0: 0.8098 2020-10-18 03:22:38,670 - mmaction - INFO - Epoch [36][80/792] lr: 3.750e-03, eta: 13:59:39, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9083, loss_cls: 0.9929, loss: 0.9929, grad_norm: 4.2780, top1_acc/aux0: 0.7999, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7687, loss/aux0: 0.7687 2020-10-18 03:22:39,086 - mmaction - INFO - Epoch [36][80/792] lr: 3.750e-03, eta: 13:59:58, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9083, loss_cls: 0.9929, loss: 0.9929, grad_norm: 4.2644, top1_acc/aux0: 0.8011, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7666, loss/aux0: 0.7666 2020-10-18 03:22:58,482 - mmaction - INFO - Epoch [36][100/792] lr: 3.750e-03, eta: 13:59:20, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0435, loss: 1.0435, grad_norm: 4.3874, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7887, loss/aux0: 0.7887 2020-10-18 03:22:58,901 - mmaction - INFO - Epoch [36][100/792] lr: 3.750e-03, eta: 13:59:38, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0435, loss: 1.0435, grad_norm: 4.3618, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7889, loss/aux0: 0.7889 2020-10-18 03:23:18,326 - mmaction - INFO - Epoch [36][120/792] lr: 3.750e-03, eta: 13:59:01, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.8953, loss_cls: 1.0616, loss: 1.0616, grad_norm: 4.4427, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7592, loss/aux0: 0.7592 2020-10-18 03:23:18,749 - mmaction - INFO - Epoch [36][120/792] lr: 3.750e-03, eta: 13:59:19, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7385, top5_acc: 0.8953, loss_cls: 1.0616, loss: 1.0616, grad_norm: 4.4009, top1_acc/aux0: 0.8009, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7617, loss/aux0: 0.7617 2020-10-18 03:23:38,196 - mmaction - INFO - Epoch [36][140/792] lr: 3.750e-03, eta: 13:58:42, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9036, loss_cls: 1.0333, loss: 1.0333, grad_norm: 4.3538, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7695, loss/aux0: 0.7695 2020-10-18 03:23:38,664 - mmaction - INFO - Epoch [36][140/792] lr: 3.750e-03, eta: 13:59:00, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9036, loss_cls: 1.0333, loss: 1.0333, grad_norm: 4.3876, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7721, loss/aux0: 0.7721 2020-10-18 03:23:58,007 - mmaction - INFO - Epoch [36][160/792] lr: 3.750e-03, eta: 13:58:22, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7333, top5_acc: 0.8964, loss_cls: 1.0494, loss: 1.0494, grad_norm: 4.3180, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.7948, loss/aux0: 0.7948 2020-10-18 03:23:58,433 - mmaction - INFO - Epoch [36][160/792] lr: 3.750e-03, eta: 13:58:40, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7333, top5_acc: 0.8964, loss_cls: 1.0494, loss: 1.0494, grad_norm: 4.3374, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-18 03:24:17,836 - mmaction - INFO - Epoch [36][180/792] lr: 3.750e-03, eta: 13:58:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9026, loss_cls: 1.0554, loss: 1.0554, grad_norm: 4.3043, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7620, loss/aux0: 0.7620 2020-10-18 03:24:18,257 - mmaction - INFO - Epoch [36][180/792] lr: 3.750e-03, eta: 13:58:21, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9026, loss_cls: 1.0554, loss: 1.0554, grad_norm: 4.3287, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7533, loss/aux0: 0.7533 2020-10-18 03:24:37,769 - mmaction - INFO - Epoch [36][200/792] lr: 3.750e-03, eta: 13:57:44, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7292, top5_acc: 0.8974, loss_cls: 1.0344, loss: 1.0344, grad_norm: 4.3443, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-18 03:24:38,196 - mmaction - INFO - Epoch [36][200/792] lr: 3.750e-03, eta: 13:58:02, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7292, top5_acc: 0.8974, loss_cls: 1.0344, loss: 1.0344, grad_norm: 4.3342, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7924, loss/aux0: 0.7924 2020-10-18 03:24:57,637 - mmaction - INFO - Epoch [36][220/792] lr: 3.750e-03, eta: 13:57:25, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8958, loss_cls: 1.1027, loss: 1.1027, grad_norm: 4.4353, top1_acc/aux0: 0.7989, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7721, loss/aux0: 0.7721 2020-10-18 03:24:58,058 - mmaction - INFO - Epoch [36][220/792] lr: 3.750e-03, eta: 13:57:43, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8958, loss_cls: 1.1027, loss: 1.1027, grad_norm: 4.4483, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7793, loss/aux0: 0.7793 2020-10-18 03:25:17,535 - mmaction - INFO - Epoch [36][240/792] lr: 3.750e-03, eta: 13:57:05, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9135, loss_cls: 0.9991, loss: 0.9991, grad_norm: 4.4663, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8056, loss/aux0: 0.8056 2020-10-18 03:25:17,968 - mmaction - INFO - Epoch [36][240/792] lr: 3.750e-03, eta: 13:57:23, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9135, loss_cls: 0.9991, loss: 0.9991, grad_norm: 4.4570, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7974, loss/aux0: 0.7974 2020-10-18 03:25:37,416 - mmaction - INFO - Epoch [36][260/792] lr: 3.750e-03, eta: 13:56:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7396, top5_acc: 0.9068, loss_cls: 1.0226, loss: 1.0226, grad_norm: 4.3433, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7736, loss/aux0: 0.7736 2020-10-18 03:25:37,846 - mmaction - INFO - Epoch [36][260/792] lr: 3.750e-03, eta: 13:57:04, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7396, top5_acc: 0.9068, loss_cls: 1.0226, loss: 1.0226, grad_norm: 4.3574, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7733, loss/aux0: 0.7733 2020-10-18 03:25:57,303 - mmaction - INFO - Epoch [36][280/792] lr: 3.750e-03, eta: 13:56:27, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9031, loss_cls: 1.0511, loss: 1.0511, grad_norm: 4.3738, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7522, loss/aux0: 0.7522 2020-10-18 03:25:57,728 - mmaction - INFO - Epoch [36][280/792] lr: 3.750e-03, eta: 13:56:45, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9031, loss_cls: 1.0511, loss: 1.0511, grad_norm: 4.3616, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7470, loss/aux0: 0.7470 2020-10-18 03:26:17,001 - mmaction - INFO - Epoch [36][300/792] lr: 3.750e-03, eta: 13:56:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8969, loss_cls: 1.0733, loss: 1.0733, grad_norm: 4.6139, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.7988, loss/aux0: 0.7988 2020-10-18 03:26:17,420 - mmaction - INFO - Epoch [36][300/792] lr: 3.750e-03, eta: 13:56:25, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8969, loss_cls: 1.0733, loss: 1.0733, grad_norm: 4.6215, top1_acc/aux0: 0.7881, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8071, loss/aux0: 0.8071 2020-10-18 03:26:36,900 - mmaction - INFO - Epoch [36][320/792] lr: 3.750e-03, eta: 13:55:48, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8948, loss_cls: 1.0579, loss: 1.0579, grad_norm: 4.3044, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7517, loss/aux0: 0.7517 2020-10-18 03:26:37,321 - mmaction - INFO - Epoch [36][320/792] lr: 3.750e-03, eta: 13:56:06, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8948, loss_cls: 1.0579, loss: 1.0579, grad_norm: 4.2775, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7526, loss/aux0: 0.7526 2020-10-18 03:26:56,660 - mmaction - INFO - Epoch [36][340/792] lr: 3.750e-03, eta: 13:55:29, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7323, top5_acc: 0.9094, loss_cls: 1.0080, loss: 1.0080, grad_norm: 4.2344, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7637, loss/aux0: 0.7637 2020-10-18 03:26:57,087 - mmaction - INFO - Epoch [36][340/792] lr: 3.750e-03, eta: 13:55:47, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.7323, top5_acc: 0.9094, loss_cls: 1.0080, loss: 1.0080, grad_norm: 4.2554, top1_acc/aux0: 0.8011, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7597, loss/aux0: 0.7597 2020-10-18 03:27:16,420 - mmaction - INFO - Epoch [36][360/792] lr: 3.750e-03, eta: 13:55:09, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7208, top5_acc: 0.9010, loss_cls: 1.0531, loss: 1.0531, grad_norm: 4.2782, top1_acc/aux0: 0.8040, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7531, loss/aux0: 0.7531 2020-10-18 03:27:16,832 - mmaction - INFO - Epoch [36][360/792] lr: 3.750e-03, eta: 13:55:27, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7208, top5_acc: 0.9010, loss_cls: 1.0531, loss: 1.0531, grad_norm: 4.2932, top1_acc/aux0: 0.8038, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7550, loss/aux0: 0.7550 2020-10-18 03:27:36,159 - mmaction - INFO - Epoch [36][380/792] lr: 3.750e-03, eta: 13:54:50, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8984, loss_cls: 1.0922, loss: 1.0922, grad_norm: 4.4443, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7880, loss/aux0: 0.7880 2020-10-18 03:27:36,571 - mmaction - INFO - Epoch [36][380/792] lr: 3.750e-03, eta: 13:55:08, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8984, loss_cls: 1.0922, loss: 1.0922, grad_norm: 4.4535, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7915, loss/aux0: 0.7915 2020-10-18 03:27:56,080 - mmaction - INFO - Epoch [36][400/792] lr: 3.750e-03, eta: 13:54:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9104, loss_cls: 1.0196, loss: 1.0196, grad_norm: 4.2541, top1_acc/aux0: 0.7912, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7912, loss/aux0: 0.7912 2020-10-18 03:27:56,501 - mmaction - INFO - Epoch [36][400/792] lr: 3.750e-03, eta: 13:54:49, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9104, loss_cls: 1.0196, loss: 1.0196, grad_norm: 4.2498, top1_acc/aux0: 0.7912, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7893, loss/aux0: 0.7893 2020-10-18 03:28:16,068 - mmaction - INFO - Epoch [36][420/792] lr: 3.750e-03, eta: 13:54:12, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8854, loss_cls: 1.1270, loss: 1.1270, grad_norm: 4.4369, top1_acc/aux0: 0.7908, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7876, loss/aux0: 0.7876 2020-10-18 03:28:16,474 - mmaction - INFO - Epoch [36][420/792] lr: 3.750e-03, eta: 13:54:30, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8854, loss_cls: 1.1270, loss: 1.1270, grad_norm: 4.4314, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7884, loss/aux0: 0.7884 2020-10-18 03:28:35,847 - mmaction - INFO - Epoch [36][440/792] lr: 3.750e-03, eta: 13:53:52, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7297, top5_acc: 0.8995, loss_cls: 1.0672, loss: 1.0672, grad_norm: 4.3684, top1_acc/aux0: 0.7973, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7663, loss/aux0: 0.7663 2020-10-18 03:28:36,251 - mmaction - INFO - Epoch [36][440/792] lr: 3.750e-03, eta: 13:54:10, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7297, top5_acc: 0.8995, loss_cls: 1.0672, loss: 1.0672, grad_norm: 4.3294, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7570, loss/aux0: 0.7570 2020-10-18 03:28:55,612 - mmaction - INFO - Epoch [36][460/792] lr: 3.750e-03, eta: 13:53:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 1.0172, loss: 1.0172, grad_norm: 4.3493, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7561, loss/aux0: 0.7561 2020-10-18 03:28:56,022 - mmaction - INFO - Epoch [36][460/792] lr: 3.750e-03, eta: 13:53:51, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 1.0172, loss: 1.0172, grad_norm: 4.3234, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7611, loss/aux0: 0.7611 2020-10-18 03:29:15,526 - mmaction - INFO - Epoch [36][480/792] lr: 3.750e-03, eta: 13:53:14, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9099, loss_cls: 1.0155, loss: 1.0155, grad_norm: 4.3022, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7789, loss/aux0: 0.7789 2020-10-18 03:29:15,954 - mmaction - INFO - Epoch [36][480/792] lr: 3.750e-03, eta: 13:53:32, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9099, loss_cls: 1.0155, loss: 1.0155, grad_norm: 4.3286, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7830, loss/aux0: 0.7830 2020-10-18 03:29:35,332 - mmaction - INFO - Epoch [36][500/792] lr: 3.750e-03, eta: 13:52:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9036, loss_cls: 1.0299, loss: 1.0299, grad_norm: 4.3764, top1_acc/aux0: 0.7928, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7695, loss/aux0: 0.7695 2020-10-18 03:29:35,768 - mmaction - INFO - Epoch [36][500/792] lr: 3.750e-03, eta: 13:53:13, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9036, loss_cls: 1.0299, loss: 1.0299, grad_norm: 4.3632, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7691, loss/aux0: 0.7691 2020-10-18 03:29:55,224 - mmaction - INFO - Epoch [36][520/792] lr: 3.750e-03, eta: 13:52:36, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7292, top5_acc: 0.8906, loss_cls: 1.1218, loss: 1.1218, grad_norm: 4.3929, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7637, loss/aux0: 0.7637 2020-10-18 03:29:55,699 - mmaction - INFO - Epoch [36][520/792] lr: 3.750e-03, eta: 13:52:54, time: 0.505, data_time: 0.008, memory: 8335, top1_acc: 0.7292, top5_acc: 0.8906, loss_cls: 1.1218, loss: 1.1218, grad_norm: 4.3475, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7572, loss/aux0: 0.7572 2020-10-18 03:30:15,116 - mmaction - INFO - Epoch [36][540/792] lr: 3.750e-03, eta: 13:52:17, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8979, loss_cls: 1.0678, loss: 1.0678, grad_norm: 4.4208, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7651, loss/aux0: 0.7651 2020-10-18 03:30:15,541 - mmaction - INFO - Epoch [36][540/792] lr: 3.750e-03, eta: 13:52:35, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8979, loss_cls: 1.0678, loss: 1.0678, grad_norm: 4.4257, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7672, loss/aux0: 0.7672 2020-10-18 03:30:34,904 - mmaction - INFO - Epoch [36][560/792] lr: 3.750e-03, eta: 13:51:58, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8974, loss_cls: 1.0826, loss: 1.0826, grad_norm: 4.4731, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7825, loss/aux0: 0.7825 2020-10-18 03:30:35,322 - mmaction - INFO - Epoch [36][560/792] lr: 3.750e-03, eta: 13:52:16, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8974, loss_cls: 1.0826, loss: 1.0826, grad_norm: 4.4096, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7852, loss/aux0: 0.7852 2020-10-18 03:30:54,804 - mmaction - INFO - Epoch [36][580/792] lr: 3.750e-03, eta: 13:51:39, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8839, loss_cls: 1.1200, loss: 1.1200, grad_norm: 4.4458, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7735, loss/aux0: 0.7735 2020-10-18 03:30:55,212 - mmaction - INFO - Epoch [36][580/792] lr: 3.750e-03, eta: 13:51:57, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8839, loss_cls: 1.1200, loss: 1.1200, grad_norm: 4.4536, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7677, loss/aux0: 0.7677 2020-10-18 03:31:14,840 - mmaction - INFO - Epoch [36][600/792] lr: 3.750e-03, eta: 13:51:20, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 0.9954, loss: 0.9954, grad_norm: 4.3740, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7928, loss/aux0: 0.7928 2020-10-18 03:31:15,253 - mmaction - INFO - Epoch [36][600/792] lr: 3.750e-03, eta: 13:51:38, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 0.9954, loss: 0.9954, grad_norm: 4.4165, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8018, loss/aux0: 0.8018 2020-10-18 03:31:34,651 - mmaction - INFO - Epoch [36][620/792] lr: 3.750e-03, eta: 13:51:01, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7313, top5_acc: 0.9068, loss_cls: 1.0114, loss: 1.0114, grad_norm: 4.2813, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7663, loss/aux0: 0.7663 2020-10-18 03:31:35,082 - mmaction - INFO - Epoch [36][620/792] lr: 3.750e-03, eta: 13:51:19, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7313, top5_acc: 0.9068, loss_cls: 1.0114, loss: 1.0114, grad_norm: 4.2763, top1_acc/aux0: 0.7980, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7613, loss/aux0: 0.7613 2020-10-18 03:31:54,509 - mmaction - INFO - Epoch [36][640/792] lr: 3.750e-03, eta: 13:50:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.8911, loss_cls: 1.0697, loss: 1.0697, grad_norm: 4.7686, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7851, loss/aux0: 0.7851 2020-10-18 03:31:54,934 - mmaction - INFO - Epoch [36][640/792] lr: 3.750e-03, eta: 13:51:00, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7286, top5_acc: 0.8911, loss_cls: 1.0697, loss: 1.0697, grad_norm: 4.8173, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7861, loss/aux0: 0.7861 2020-10-18 03:32:14,507 - mmaction - INFO - Epoch [36][660/792] lr: 3.750e-03, eta: 13:50:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.0943, loss: 1.0943, grad_norm: 4.4516, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7760, loss/aux0: 0.7760 2020-10-18 03:32:14,928 - mmaction - INFO - Epoch [36][660/792] lr: 3.750e-03, eta: 13:50:40, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.0943, loss: 1.0943, grad_norm: 4.4236, top1_acc/aux0: 0.7954, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7701, loss/aux0: 0.7701 2020-10-18 03:32:34,329 - mmaction - INFO - Epoch [36][680/792] lr: 3.750e-03, eta: 13:50:03, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9000, loss_cls: 1.0712, loss: 1.0712, grad_norm: 4.3303, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7766, loss/aux0: 0.7766 2020-10-18 03:32:34,730 - mmaction - INFO - Epoch [36][680/792] lr: 3.750e-03, eta: 13:50:21, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9000, loss_cls: 1.0712, loss: 1.0712, grad_norm: 4.3411, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-18 03:32:54,091 - mmaction - INFO - Epoch [36][700/792] lr: 3.750e-03, eta: 13:49:44, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.0444, loss: 1.0444, grad_norm: 4.3821, top1_acc/aux0: 0.7855, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8047, loss/aux0: 0.8047 2020-10-18 03:32:54,511 - mmaction - INFO - Epoch [36][700/792] lr: 3.750e-03, eta: 13:50:02, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.0444, loss: 1.0444, grad_norm: 4.3381, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8033, loss/aux0: 0.8033 2020-10-18 03:33:13,927 - mmaction - INFO - Epoch [36][720/792] lr: 3.750e-03, eta: 13:49:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7339, top5_acc: 0.9042, loss_cls: 1.0682, loss: 1.0682, grad_norm: 4.7328, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-18 03:33:14,349 - mmaction - INFO - Epoch [36][720/792] lr: 3.750e-03, eta: 13:49:43, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7339, top5_acc: 0.9042, loss_cls: 1.0682, loss: 1.0682, grad_norm: 4.7142, top1_acc/aux0: 0.7942, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7761, loss/aux0: 0.7761 2020-10-18 03:33:33,807 - mmaction - INFO - Epoch [36][740/792] lr: 3.750e-03, eta: 13:49:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9000, loss_cls: 1.0853, loss: 1.0853, grad_norm: 4.3900, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7802, loss/aux0: 0.7802 2020-10-18 03:33:34,218 - mmaction - INFO - Epoch [36][740/792] lr: 3.750e-03, eta: 13:49:23, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9000, loss_cls: 1.0853, loss: 1.0853, grad_norm: 4.3994, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7786, loss/aux0: 0.7786 2020-10-18 03:33:53,739 - mmaction - INFO - Epoch [36][760/792] lr: 3.750e-03, eta: 13:48:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8990, loss_cls: 1.0414, loss: 1.0414, grad_norm: 4.3954, top1_acc/aux0: 0.7910, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7781, loss/aux0: 0.7781 2020-10-18 03:33:54,162 - mmaction - INFO - Epoch [36][760/792] lr: 3.750e-03, eta: 13:49:04, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8990, loss_cls: 1.0414, loss: 1.0414, grad_norm: 4.4331, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7865, loss/aux0: 0.7865 2020-10-18 03:34:13,515 - mmaction - INFO - Epoch [36][780/792] lr: 3.750e-03, eta: 13:48:27, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9021, loss_cls: 1.0704, loss: 1.0704, grad_norm: 4.2349, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7842, loss/aux0: 0.7842 2020-10-18 03:34:13,918 - mmaction - INFO - Epoch [36][780/792] lr: 3.750e-03, eta: 13:48:45, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9021, loss_cls: 1.0704, loss: 1.0704, grad_norm: 4.2485, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7757, loss/aux0: 0.7757 2020-10-18 03:34:27,727 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-10-18 03:37:24,230 - mmaction - INFO - Epoch [37][20/792] lr: 3.750e-03, eta: 13:47:35, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9021, loss_cls: 1.0417, loss: 1.0417, grad_norm: 4.3023, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7810, loss/aux0: 0.7810 2020-10-18 03:37:24,693 - mmaction - INFO - Epoch [37][20/792] lr: 3.750e-03, eta: 13:47:53, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9021, loss_cls: 1.0417, loss: 1.0417, grad_norm: 4.2950, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7803, loss/aux0: 0.7803 2020-10-18 03:37:43,908 - mmaction - INFO - Epoch [37][40/792] lr: 3.750e-03, eta: 13:47:16, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9115, loss_cls: 1.0231, loss: 1.0231, grad_norm: 4.2580, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7576, loss/aux0: 0.7576 2020-10-18 03:37:44,334 - mmaction - INFO - Epoch [37][40/792] lr: 3.750e-03, eta: 13:47:33, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9115, loss_cls: 1.0231, loss: 1.0231, grad_norm: 4.2418, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7534, loss/aux0: 0.7534 2020-10-18 03:38:03,699 - mmaction - INFO - Epoch [37][60/792] lr: 3.750e-03, eta: 13:46:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9062, loss_cls: 1.0104, loss: 1.0104, grad_norm: 4.3757, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7913, loss/aux0: 0.7913 2020-10-18 03:38:04,108 - mmaction - INFO - Epoch [37][60/792] lr: 3.750e-03, eta: 13:47:14, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9062, loss_cls: 1.0104, loss: 1.0104, grad_norm: 4.3747, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-18 03:38:23,540 - mmaction - INFO - Epoch [37][80/792] lr: 3.750e-03, eta: 13:46:37, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8958, loss_cls: 1.0628, loss: 1.0628, grad_norm: 4.4173, top1_acc/aux0: 0.7912, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7931, loss/aux0: 0.7931 2020-10-18 03:38:23,945 - mmaction - INFO - Epoch [37][80/792] lr: 3.750e-03, eta: 13:46:55, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8958, loss_cls: 1.0628, loss: 1.0628, grad_norm: 4.4564, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7972, loss/aux0: 0.7972 2020-10-18 03:38:43,346 - mmaction - INFO - Epoch [37][100/792] lr: 3.750e-03, eta: 13:46:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7182, top5_acc: 0.8922, loss_cls: 1.1125, loss: 1.1125, grad_norm: 4.3209, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7794, loss/aux0: 0.7794 2020-10-18 03:38:43,751 - mmaction - INFO - Epoch [37][100/792] lr: 3.750e-03, eta: 13:46:36, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7182, top5_acc: 0.8922, loss_cls: 1.1125, loss: 1.1125, grad_norm: 4.2752, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7702, loss/aux0: 0.7702 2020-10-18 03:39:03,148 - mmaction - INFO - Epoch [37][120/792] lr: 3.750e-03, eta: 13:45:59, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9073, loss_cls: 0.9870, loss: 0.9870, grad_norm: 4.2895, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7617, loss/aux0: 0.7617 2020-10-18 03:39:03,591 - mmaction - INFO - Epoch [37][120/792] lr: 3.750e-03, eta: 13:46:17, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9073, loss_cls: 0.9870, loss: 0.9870, grad_norm: 4.3157, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7630, loss/aux0: 0.7630 2020-10-18 03:39:23,048 - mmaction - INFO - Epoch [37][140/792] lr: 3.750e-03, eta: 13:45:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7307, top5_acc: 0.8979, loss_cls: 1.0539, loss: 1.0539, grad_norm: 4.6138, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7776, loss/aux0: 0.7776 2020-10-18 03:39:23,462 - mmaction - INFO - Epoch [37][140/792] lr: 3.750e-03, eta: 13:45:57, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7307, top5_acc: 0.8979, loss_cls: 1.0539, loss: 1.0539, grad_norm: 4.5971, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7815, loss/aux0: 0.7815 2020-10-18 03:39:42,871 - mmaction - INFO - Epoch [37][160/792] lr: 3.750e-03, eta: 13:45:20, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9010, loss_cls: 0.9995, loss: 0.9995, grad_norm: 4.3729, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7822, loss/aux0: 0.7822 2020-10-18 03:39:43,286 - mmaction - INFO - Epoch [37][160/792] lr: 3.750e-03, eta: 13:45:38, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9010, loss_cls: 0.9995, loss: 0.9995, grad_norm: 4.3920, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7786, loss/aux0: 0.7786 2020-10-18 03:40:02,737 - mmaction - INFO - Epoch [37][180/792] lr: 3.750e-03, eta: 13:45:01, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7302, top5_acc: 0.9089, loss_cls: 1.0233, loss: 1.0233, grad_norm: 4.3524, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7944, loss/aux0: 0.7944 2020-10-18 03:40:03,167 - mmaction - INFO - Epoch [37][180/792] lr: 3.750e-03, eta: 13:45:19, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7302, top5_acc: 0.9089, loss_cls: 1.0233, loss: 1.0233, grad_norm: 4.3517, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.7963, loss/aux0: 0.7963 2020-10-18 03:40:22,664 - mmaction - INFO - Epoch [37][200/792] lr: 3.750e-03, eta: 13:44:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.8995, loss_cls: 1.0726, loss: 1.0726, grad_norm: 4.4619, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7701, loss/aux0: 0.7701 2020-10-18 03:40:23,093 - mmaction - INFO - Epoch [37][200/792] lr: 3.750e-03, eta: 13:45:00, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7260, top5_acc: 0.8995, loss_cls: 1.0726, loss: 1.0726, grad_norm: 4.4500, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7673, loss/aux0: 0.7673 2020-10-18 03:40:42,595 - mmaction - INFO - Epoch [37][220/792] lr: 3.750e-03, eta: 13:44:23, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7302, top5_acc: 0.9089, loss_cls: 1.0597, loss: 1.0597, grad_norm: 4.4957, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7881, loss/aux0: 0.7881 2020-10-18 03:40:43,007 - mmaction - INFO - Epoch [37][220/792] lr: 3.750e-03, eta: 13:44:41, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7302, top5_acc: 0.9089, loss_cls: 1.0597, loss: 1.0597, grad_norm: 4.5010, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7923, loss/aux0: 0.7923 2020-10-18 03:41:02,636 - mmaction - INFO - Epoch [37][240/792] lr: 3.750e-03, eta: 13:44:04, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9042, loss_cls: 1.0302, loss: 1.0302, grad_norm: 4.2731, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7846, loss/aux0: 0.7846 2020-10-18 03:41:03,054 - mmaction - INFO - Epoch [37][240/792] lr: 3.750e-03, eta: 13:44:22, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9042, loss_cls: 1.0302, loss: 1.0302, grad_norm: 4.2484, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7791, loss/aux0: 0.7791 2020-10-18 03:41:22,404 - mmaction - INFO - Epoch [37][260/792] lr: 3.750e-03, eta: 13:43:45, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9036, loss_cls: 1.0468, loss: 1.0468, grad_norm: 4.4533, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7638, loss/aux0: 0.7638 2020-10-18 03:41:22,823 - mmaction - INFO - Epoch [37][260/792] lr: 3.750e-03, eta: 13:44:02, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9036, loss_cls: 1.0468, loss: 1.0468, grad_norm: 4.4804, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7771, loss/aux0: 0.7771 2020-10-18 03:41:42,121 - mmaction - INFO - Epoch [37][280/792] lr: 3.750e-03, eta: 13:43:26, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9214, loss_cls: 0.9583, loss: 0.9583, grad_norm: 4.3362, top1_acc/aux0: 0.7946, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7726, loss/aux0: 0.7726 2020-10-18 03:41:42,527 - mmaction - INFO - Epoch [37][280/792] lr: 3.750e-03, eta: 13:43:43, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9214, loss_cls: 0.9583, loss: 0.9583, grad_norm: 4.3298, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7629, loss/aux0: 0.7629 2020-10-18 03:42:01,937 - mmaction - INFO - Epoch [37][300/792] lr: 3.750e-03, eta: 13:43:06, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8974, loss_cls: 1.0618, loss: 1.0618, grad_norm: 4.2611, top1_acc/aux0: 0.8022, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7568, loss/aux0: 0.7568 2020-10-18 03:42:02,358 - mmaction - INFO - Epoch [37][300/792] lr: 3.750e-03, eta: 13:43:24, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7203, top5_acc: 0.8974, loss_cls: 1.0618, loss: 1.0618, grad_norm: 4.2626, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7543, loss/aux0: 0.7543 2020-10-18 03:42:21,758 - mmaction - INFO - Epoch [37][320/792] lr: 3.750e-03, eta: 13:42:47, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9021, loss_cls: 1.0638, loss: 1.0638, grad_norm: 4.3578, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7637, loss/aux0: 0.7637 2020-10-18 03:42:22,170 - mmaction - INFO - Epoch [37][320/792] lr: 3.750e-03, eta: 13:43:04, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9021, loss_cls: 1.0638, loss: 1.0638, grad_norm: 4.3340, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7662, loss/aux0: 0.7662 2020-10-18 03:42:41,503 - mmaction - INFO - Epoch [37][340/792] lr: 3.750e-03, eta: 13:42:28, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8891, loss_cls: 1.1219, loss: 1.1219, grad_norm: 4.6917, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7833, loss/aux0: 0.7833 2020-10-18 03:42:41,919 - mmaction - INFO - Epoch [37][340/792] lr: 3.750e-03, eta: 13:42:45, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7125, top5_acc: 0.8891, loss_cls: 1.1219, loss: 1.1219, grad_norm: 4.6725, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7798, loss/aux0: 0.7798 2020-10-18 03:43:01,317 - mmaction - INFO - Epoch [37][360/792] lr: 3.750e-03, eta: 13:42:09, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9083, loss_cls: 1.0006, loss: 1.0006, grad_norm: 4.3347, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7752, loss/aux0: 0.7752 2020-10-18 03:43:01,731 - mmaction - INFO - Epoch [37][360/792] lr: 3.750e-03, eta: 13:42:26, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9083, loss_cls: 1.0006, loss: 1.0006, grad_norm: 4.3347, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-18 03:43:21,240 - mmaction - INFO - Epoch [37][380/792] lr: 3.750e-03, eta: 13:41:49, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7297, top5_acc: 0.9010, loss_cls: 1.0809, loss: 1.0809, grad_norm: 4.4490, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7679, loss/aux0: 0.7679 2020-10-18 03:43:21,672 - mmaction - INFO - Epoch [37][380/792] lr: 3.750e-03, eta: 13:42:07, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7297, top5_acc: 0.9010, loss_cls: 1.0809, loss: 1.0809, grad_norm: 4.4556, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7702, loss/aux0: 0.7702 2020-10-18 03:43:41,193 - mmaction - INFO - Epoch [37][400/792] lr: 3.750e-03, eta: 13:41:30, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9068, loss_cls: 1.0500, loss: 1.0500, grad_norm: 4.4504, top1_acc/aux0: 0.7900, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7866, loss/aux0: 0.7866 2020-10-18 03:43:41,615 - mmaction - INFO - Epoch [37][400/792] lr: 3.750e-03, eta: 13:41:48, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9068, loss_cls: 1.0500, loss: 1.0500, grad_norm: 4.4525, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7836, loss/aux0: 0.7836 2020-10-18 03:44:00,853 - mmaction - INFO - Epoch [37][420/792] lr: 3.750e-03, eta: 13:41:11, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.9057, loss_cls: 1.0583, loss: 1.0583, grad_norm: 4.4623, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7853, loss/aux0: 0.7853 2020-10-18 03:44:01,287 - mmaction - INFO - Epoch [37][420/792] lr: 3.750e-03, eta: 13:41:28, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7250, top5_acc: 0.9057, loss_cls: 1.0583, loss: 1.0583, grad_norm: 4.4598, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7798, loss/aux0: 0.7798 2020-10-18 03:44:20,597 - mmaction - INFO - Epoch [37][440/792] lr: 3.750e-03, eta: 13:40:52, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9042, loss_cls: 1.0386, loss: 1.0386, grad_norm: 4.2935, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7746, loss/aux0: 0.7746 2020-10-18 03:44:21,025 - mmaction - INFO - Epoch [37][440/792] lr: 3.750e-03, eta: 13:41:09, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9042, loss_cls: 1.0386, loss: 1.0386, grad_norm: 4.3376, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7807, loss/aux0: 0.7807 2020-10-18 03:44:40,627 - mmaction - INFO - Epoch [37][460/792] lr: 3.750e-03, eta: 13:40:33, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9151, loss_cls: 1.0195, loss: 1.0195, grad_norm: 4.4024, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7639, loss/aux0: 0.7639 2020-10-18 03:44:41,044 - mmaction - INFO - Epoch [37][460/792] lr: 3.750e-03, eta: 13:40:50, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9151, loss_cls: 1.0195, loss: 1.0195, grad_norm: 4.3963, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7615, loss/aux0: 0.7615 2020-10-18 03:45:00,452 - mmaction - INFO - Epoch [37][480/792] lr: 3.750e-03, eta: 13:40:14, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8984, loss_cls: 1.0899, loss: 1.0899, grad_norm: 4.3430, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7711, loss/aux0: 0.7711 2020-10-18 03:45:00,895 - mmaction - INFO - Epoch [37][480/792] lr: 3.750e-03, eta: 13:40:31, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8984, loss_cls: 1.0899, loss: 1.0899, grad_norm: 4.3747, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7783, loss/aux0: 0.7783 2020-10-18 03:45:20,380 - mmaction - INFO - Epoch [37][500/792] lr: 3.750e-03, eta: 13:39:55, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7313, top5_acc: 0.8974, loss_cls: 1.0315, loss: 1.0315, grad_norm: 4.2831, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7661, loss/aux0: 0.7661 2020-10-18 03:45:20,822 - mmaction - INFO - Epoch [37][500/792] lr: 3.750e-03, eta: 13:40:12, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7313, top5_acc: 0.8974, loss_cls: 1.0315, loss: 1.0315, grad_norm: 4.2894, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7594, loss/aux0: 0.7594 2020-10-18 03:45:40,143 - mmaction - INFO - Epoch [37][520/792] lr: 3.750e-03, eta: 13:39:35, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9063, loss_cls: 1.0352, loss: 1.0352, grad_norm: 4.4059, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7908, loss/aux0: 0.7908 2020-10-18 03:45:40,571 - mmaction - INFO - Epoch [37][520/792] lr: 3.750e-03, eta: 13:39:52, time: 0.493, data_time: 0.004, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9063, loss_cls: 1.0352, loss: 1.0352, grad_norm: 4.4350, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7945, loss/aux0: 0.7945 2020-10-18 03:46:00,009 - mmaction - INFO - Epoch [37][540/792] lr: 3.750e-03, eta: 13:39:16, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7370, top5_acc: 0.8995, loss_cls: 1.0264, loss: 1.0264, grad_norm: 4.6284, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7965, loss/aux0: 0.7965 2020-10-18 03:46:00,477 - mmaction - INFO - Epoch [37][540/792] lr: 3.750e-03, eta: 13:39:33, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.7370, top5_acc: 0.8995, loss_cls: 1.0264, loss: 1.0264, grad_norm: 4.5677, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7922, loss/aux0: 0.7922 2020-10-18 03:46:19,833 - mmaction - INFO - Epoch [37][560/792] lr: 3.750e-03, eta: 13:38:57, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9000, loss_cls: 1.0729, loss: 1.0729, grad_norm: 4.3828, top1_acc/aux0: 0.8020, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7448, loss/aux0: 0.7448 2020-10-18 03:46:20,246 - mmaction - INFO - Epoch [37][560/792] lr: 3.750e-03, eta: 13:39:14, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7292, top5_acc: 0.9000, loss_cls: 1.0729, loss: 1.0729, grad_norm: 4.4165, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7432, loss/aux0: 0.7432 2020-10-18 03:46:39,591 - mmaction - INFO - Epoch [37][580/792] lr: 3.750e-03, eta: 13:38:37, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9089, loss_cls: 1.0165, loss: 1.0165, grad_norm: 4.3294, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7828, loss/aux0: 0.7828 2020-10-18 03:46:40,000 - mmaction - INFO - Epoch [37][580/792] lr: 3.750e-03, eta: 13:38:55, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9089, loss_cls: 1.0165, loss: 1.0165, grad_norm: 4.3380, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7856, loss/aux0: 0.7856 2020-10-18 03:46:59,424 - mmaction - INFO - Epoch [37][600/792] lr: 3.750e-03, eta: 13:38:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7151, top5_acc: 0.9005, loss_cls: 1.0865, loss: 1.0865, grad_norm: 4.4454, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7726, loss/aux0: 0.7726 2020-10-18 03:46:59,856 - mmaction - INFO - Epoch [37][600/792] lr: 3.750e-03, eta: 13:38:35, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7151, top5_acc: 0.9005, loss_cls: 1.0865, loss: 1.0865, grad_norm: 4.4359, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7720, loss/aux0: 0.7720 2020-10-18 03:47:19,586 - mmaction - INFO - Epoch [37][620/792] lr: 3.750e-03, eta: 13:37:59, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9031, loss_cls: 1.0648, loss: 1.0648, grad_norm: 4.3226, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7459, loss/aux0: 0.7459 2020-10-18 03:47:20,005 - mmaction - INFO - Epoch [37][620/792] lr: 3.750e-03, eta: 13:38:16, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7276, top5_acc: 0.9031, loss_cls: 1.0648, loss: 1.0648, grad_norm: 4.3327, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7485, loss/aux0: 0.7485 2020-10-18 03:47:39,431 - mmaction - INFO - Epoch [37][640/792] lr: 3.750e-03, eta: 13:37:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 1.0736, loss: 1.0736, grad_norm: 4.4530, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7835, loss/aux0: 0.7835 2020-10-18 03:47:39,852 - mmaction - INFO - Epoch [37][640/792] lr: 3.750e-03, eta: 13:37:57, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 1.0736, loss: 1.0736, grad_norm: 4.4707, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7859, loss/aux0: 0.7859 2020-10-18 03:47:59,214 - mmaction - INFO - Epoch [37][660/792] lr: 3.750e-03, eta: 13:37:21, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.9016, loss_cls: 1.0741, loss: 1.0741, grad_norm: 4.3798, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7804, loss/aux0: 0.7804 2020-10-18 03:47:59,627 - mmaction - INFO - Epoch [37][660/792] lr: 3.750e-03, eta: 13:37:38, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7229, top5_acc: 0.9016, loss_cls: 1.0741, loss: 1.0741, grad_norm: 4.4008, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7774, loss/aux0: 0.7774 2020-10-18 03:48:19,320 - mmaction - INFO - Epoch [37][680/792] lr: 3.750e-03, eta: 13:37:02, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7312, top5_acc: 0.8974, loss_cls: 1.0793, loss: 1.0793, grad_norm: 4.3294, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7789, loss/aux0: 0.7789 2020-10-18 03:48:19,725 - mmaction - INFO - Epoch [37][680/792] lr: 3.750e-03, eta: 13:37:19, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.7312, top5_acc: 0.8974, loss_cls: 1.0793, loss: 1.0793, grad_norm: 4.3321, top1_acc/aux0: 0.7985, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-18 03:48:39,217 - mmaction - INFO - Epoch [37][700/792] lr: 3.750e-03, eta: 13:36:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7151, top5_acc: 0.9083, loss_cls: 1.0641, loss: 1.0641, grad_norm: 4.3334, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7589, loss/aux0: 0.7589 2020-10-18 03:48:39,672 - mmaction - INFO - Epoch [37][700/792] lr: 3.750e-03, eta: 13:37:00, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7151, top5_acc: 0.9083, loss_cls: 1.0641, loss: 1.0641, grad_norm: 4.2825, top1_acc/aux0: 0.7973, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7600, loss/aux0: 0.7600 2020-10-18 03:48:59,149 - mmaction - INFO - Epoch [37][720/792] lr: 3.750e-03, eta: 13:36:24, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9036, loss_cls: 1.0267, loss: 1.0267, grad_norm: 4.4126, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7848, loss/aux0: 0.7848 2020-10-18 03:48:59,571 - mmaction - INFO - Epoch [37][720/792] lr: 3.750e-03, eta: 13:36:41, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9036, loss_cls: 1.0267, loss: 1.0267, grad_norm: 4.3820, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7904, loss/aux0: 0.7904 2020-10-18 03:49:19,109 - mmaction - INFO - Epoch [37][740/792] lr: 3.750e-03, eta: 13:36:05, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8859, loss_cls: 1.1155, loss: 1.1155, grad_norm: 4.4548, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7899, loss/aux0: 0.7899 2020-10-18 03:49:19,523 - mmaction - INFO - Epoch [37][740/792] lr: 3.750e-03, eta: 13:36:22, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8859, loss_cls: 1.1155, loss: 1.1155, grad_norm: 4.4496, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7869, loss/aux0: 0.7869 2020-10-18 03:49:38,844 - mmaction - INFO - Epoch [37][760/792] lr: 3.750e-03, eta: 13:35:45, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0279, loss: 1.0279, grad_norm: 4.6105, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7731, loss/aux0: 0.7731 2020-10-18 03:49:39,273 - mmaction - INFO - Epoch [37][760/792] lr: 3.750e-03, eta: 13:36:02, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0279, loss: 1.0279, grad_norm: 4.4265, top1_acc/aux0: 0.7968, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7751, loss/aux0: 0.7751 2020-10-18 03:49:58,849 - mmaction - INFO - Epoch [37][780/792] lr: 3.750e-03, eta: 13:35:26, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.9057, loss_cls: 1.0243, loss: 1.0243, grad_norm: 4.3353, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7590, loss/aux0: 0.7590 2020-10-18 03:49:59,289 - mmaction - INFO - Epoch [37][780/792] lr: 3.750e-03, eta: 13:35:43, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.7198, top5_acc: 0.9057, loss_cls: 1.0243, loss: 1.0243, grad_norm: 4.3068, top1_acc/aux0: 0.7985, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7542, loss/aux0: 0.7542 2020-10-18 03:50:15,601 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-10-18 03:52:59,471 - mmaction - INFO - Epoch [38][20/792] lr: 3.750e-03, eta: 13:34:35, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7182, top5_acc: 0.9031, loss_cls: 1.0682, loss: 1.0682, grad_norm: 4.5869, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7839, loss/aux0: 0.7839 2020-10-18 03:52:59,926 - mmaction - INFO - Epoch [38][20/792] lr: 3.750e-03, eta: 13:34:52, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7182, top5_acc: 0.9031, loss_cls: 1.0682, loss: 1.0682, grad_norm: 4.6205, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7869, loss/aux0: 0.7869 2020-10-18 03:53:19,149 - mmaction - INFO - Epoch [38][40/792] lr: 3.750e-03, eta: 13:34:16, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9099, loss_cls: 1.0385, loss: 1.0385, grad_norm: 4.4157, top1_acc/aux0: 0.7968, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7849, loss/aux0: 0.7849 2020-10-18 03:53:19,585 - mmaction - INFO - Epoch [38][40/792] lr: 3.750e-03, eta: 13:34:33, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9099, loss_cls: 1.0385, loss: 1.0385, grad_norm: 4.4525, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7835, loss/aux0: 0.7835 2020-10-18 03:53:38,928 - mmaction - INFO - Epoch [38][60/792] lr: 3.750e-03, eta: 13:33:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7313, top5_acc: 0.9057, loss_cls: 1.0465, loss: 1.0465, grad_norm: 4.4029, top1_acc/aux0: 0.8015, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7578, loss/aux0: 0.7578 2020-10-18 03:53:39,340 - mmaction - INFO - Epoch [38][60/792] lr: 3.750e-03, eta: 13:34:14, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7313, top5_acc: 0.9057, loss_cls: 1.0465, loss: 1.0465, grad_norm: 4.3919, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7574, loss/aux0: 0.7574 2020-10-18 03:53:58,561 - mmaction - INFO - Epoch [38][80/792] lr: 3.750e-03, eta: 13:33:37, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9104, loss_cls: 1.0240, loss: 1.0240, grad_norm: 4.3203, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7538, loss/aux0: 0.7538 2020-10-18 03:53:58,980 - mmaction - INFO - Epoch [38][80/792] lr: 3.750e-03, eta: 13:33:54, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9104, loss_cls: 1.0240, loss: 1.0240, grad_norm: 4.3045, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7575, loss/aux0: 0.7575 2020-10-18 03:54:18,403 - mmaction - INFO - Epoch [38][100/792] lr: 3.750e-03, eta: 13:33:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9141, loss_cls: 0.9873, loss: 0.9873, grad_norm: 4.3410, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8055, loss/aux0: 0.8055 2020-10-18 03:54:18,856 - mmaction - INFO - Epoch [38][100/792] lr: 3.750e-03, eta: 13:33:35, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9141, loss_cls: 0.9873, loss: 0.9873, grad_norm: 4.3194, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7998, loss/aux0: 0.7998 2020-10-18 03:54:38,165 - mmaction - INFO - Epoch [38][120/792] lr: 3.750e-03, eta: 13:32:59, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 1.0444, loss: 1.0444, grad_norm: 4.2535, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7575, loss/aux0: 0.7575 2020-10-18 03:54:38,602 - mmaction - INFO - Epoch [38][120/792] lr: 3.750e-03, eta: 13:33:16, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 1.0444, loss: 1.0444, grad_norm: 4.2522, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7558, loss/aux0: 0.7558 2020-10-18 03:54:58,107 - mmaction - INFO - Epoch [38][140/792] lr: 3.750e-03, eta: 13:32:40, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7188, top5_acc: 0.8932, loss_cls: 1.0833, loss: 1.0833, grad_norm: 4.3333, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7577, loss/aux0: 0.7577 2020-10-18 03:54:58,514 - mmaction - INFO - Epoch [38][140/792] lr: 3.750e-03, eta: 13:32:57, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7188, top5_acc: 0.8932, loss_cls: 1.0833, loss: 1.0833, grad_norm: 4.3183, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7549, loss/aux0: 0.7549 2020-10-18 03:55:18,057 - mmaction - INFO - Epoch [38][160/792] lr: 3.750e-03, eta: 13:32:21, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9089, loss_cls: 0.9876, loss: 0.9876, grad_norm: 4.5102, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7727, loss/aux0: 0.7727 2020-10-18 03:55:18,478 - mmaction - INFO - Epoch [38][160/792] lr: 3.750e-03, eta: 13:32:38, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9089, loss_cls: 0.9876, loss: 0.9876, grad_norm: 4.5257, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7823, loss/aux0: 0.7823 2020-10-18 03:55:38,007 - mmaction - INFO - Epoch [38][180/792] lr: 3.750e-03, eta: 13:32:02, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8948, loss_cls: 1.0616, loss: 1.0616, grad_norm: 4.5844, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7893, loss/aux0: 0.7893 2020-10-18 03:55:38,427 - mmaction - INFO - Epoch [38][180/792] lr: 3.750e-03, eta: 13:32:18, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8948, loss_cls: 1.0616, loss: 1.0616, grad_norm: 4.6001, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7860, loss/aux0: 0.7860 2020-10-18 03:55:57,876 - mmaction - INFO - Epoch [38][200/792] lr: 3.750e-03, eta: 13:31:42, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7552, top5_acc: 0.9042, loss_cls: 0.9977, loss: 0.9977, grad_norm: 4.2036, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7560, loss/aux0: 0.7560 2020-10-18 03:55:58,289 - mmaction - INFO - Epoch [38][200/792] lr: 3.750e-03, eta: 13:31:59, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7552, top5_acc: 0.9042, loss_cls: 0.9977, loss: 0.9977, grad_norm: 4.1903, top1_acc/aux0: 0.7989, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7488, loss/aux0: 0.7488 2020-10-18 03:56:17,693 - mmaction - INFO - Epoch [38][220/792] lr: 3.750e-03, eta: 13:31:23, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8948, loss_cls: 1.1085, loss: 1.1085, grad_norm: 4.2965, top1_acc/aux0: 0.7954, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7591, loss/aux0: 0.7591 2020-10-18 03:56:18,177 - mmaction - INFO - Epoch [38][220/792] lr: 3.750e-03, eta: 13:31:40, time: 0.502, data_time: 0.005, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8948, loss_cls: 1.1085, loss: 1.1085, grad_norm: 4.2810, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7631, loss/aux0: 0.7631 2020-10-18 03:56:37,613 - mmaction - INFO - Epoch [38][240/792] lr: 3.750e-03, eta: 13:31:04, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9208, loss_cls: 0.9840, loss: 0.9840, grad_norm: 4.4257, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7767, loss/aux0: 0.7767 2020-10-18 03:56:38,035 - mmaction - INFO - Epoch [38][240/792] lr: 3.750e-03, eta: 13:31:21, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9208, loss_cls: 0.9840, loss: 0.9840, grad_norm: 4.4484, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7760, loss/aux0: 0.7760 2020-10-18 03:56:57,474 - mmaction - INFO - Epoch [38][260/792] lr: 3.750e-03, eta: 13:30:45, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7359, top5_acc: 0.9083, loss_cls: 0.9978, loss: 0.9978, grad_norm: 4.4192, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7807, loss/aux0: 0.7807 2020-10-18 03:56:57,894 - mmaction - INFO - Epoch [38][260/792] lr: 3.750e-03, eta: 13:31:02, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7359, top5_acc: 0.9083, loss_cls: 0.9978, loss: 0.9978, grad_norm: 4.4292, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.7852, loss/aux0: 0.7852 2020-10-18 03:57:17,245 - mmaction - INFO - Epoch [38][280/792] lr: 3.750e-03, eta: 13:30:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8969, loss_cls: 1.0862, loss: 1.0862, grad_norm: 4.3486, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7640, loss/aux0: 0.7640 2020-10-18 03:57:17,653 - mmaction - INFO - Epoch [38][280/792] lr: 3.750e-03, eta: 13:30:43, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8969, loss_cls: 1.0862, loss: 1.0862, grad_norm: 4.3738, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7642, loss/aux0: 0.7642 2020-10-18 03:57:37,157 - mmaction - INFO - Epoch [38][300/792] lr: 3.750e-03, eta: 13:30:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9063, loss_cls: 1.0123, loss: 1.0123, grad_norm: 4.3355, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7941, loss/aux0: 0.7941 2020-10-18 03:57:37,578 - mmaction - INFO - Epoch [38][300/792] lr: 3.750e-03, eta: 13:30:24, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9063, loss_cls: 1.0123, loss: 1.0123, grad_norm: 4.2904, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7924, loss/aux0: 0.7924 2020-10-18 03:57:57,094 - mmaction - INFO - Epoch [38][320/792] lr: 3.750e-03, eta: 13:29:48, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9047, loss_cls: 0.9769, loss: 0.9769, grad_norm: 4.3260, top1_acc/aux0: 0.8056, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7468, loss/aux0: 0.7468 2020-10-18 03:57:57,513 - mmaction - INFO - Epoch [38][320/792] lr: 3.750e-03, eta: 13:30:05, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9047, loss_cls: 0.9769, loss: 0.9769, grad_norm: 4.3016, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7410, loss/aux0: 0.7410 2020-10-18 03:58:16,994 - mmaction - INFO - Epoch [38][340/792] lr: 3.750e-03, eta: 13:29:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.8927, loss_cls: 1.0414, loss: 1.0414, grad_norm: 4.5249, top1_acc/aux0: 0.7986, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7607, loss/aux0: 0.7607 2020-10-18 03:58:17,407 - mmaction - INFO - Epoch [38][340/792] lr: 3.750e-03, eta: 13:29:46, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7286, top5_acc: 0.8927, loss_cls: 1.0414, loss: 1.0414, grad_norm: 4.5589, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7699, loss/aux0: 0.7699 2020-10-18 03:58:37,002 - mmaction - INFO - Epoch [38][360/792] lr: 3.750e-03, eta: 13:29:10, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9047, loss_cls: 0.9892, loss: 0.9892, grad_norm: 4.2949, top1_acc/aux0: 0.8041, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7497, loss/aux0: 0.7497 2020-10-18 03:58:37,424 - mmaction - INFO - Epoch [38][360/792] lr: 3.750e-03, eta: 13:29:27, time: 0.507, data_time: 0.002, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9047, loss_cls: 0.9892, loss: 0.9892, grad_norm: 4.2555, top1_acc/aux0: 0.8066, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7381, loss/aux0: 0.7381 2020-10-18 03:58:56,795 - mmaction - INFO - Epoch [38][380/792] lr: 3.750e-03, eta: 13:28:51, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0785, loss: 1.0785, grad_norm: 4.3556, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7678, loss/aux0: 0.7678 2020-10-18 03:58:57,210 - mmaction - INFO - Epoch [38][380/792] lr: 3.750e-03, eta: 13:29:08, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0785, loss: 1.0785, grad_norm: 4.3472, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7752, loss/aux0: 0.7752 2020-10-18 03:59:16,651 - mmaction - INFO - Epoch [38][400/792] lr: 3.750e-03, eta: 13:28:32, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9533, loss: 0.9533, grad_norm: 4.4938, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-18 03:59:17,089 - mmaction - INFO - Epoch [38][400/792] lr: 3.750e-03, eta: 13:28:48, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9533, loss: 0.9533, grad_norm: 4.5431, top1_acc/aux0: 0.7899, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7844, loss/aux0: 0.7844 2020-10-18 03:59:36,610 - mmaction - INFO - Epoch [38][420/792] lr: 3.750e-03, eta: 13:28:13, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9052, loss_cls: 1.0244, loss: 1.0244, grad_norm: 4.8664, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7729, loss/aux0: 0.7729 2020-10-18 03:59:37,030 - mmaction - INFO - Epoch [38][420/792] lr: 3.750e-03, eta: 13:28:29, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9052, loss_cls: 1.0244, loss: 1.0244, grad_norm: 4.8558, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7677, loss/aux0: 0.7677 2020-10-18 03:59:56,438 - mmaction - INFO - Epoch [38][440/792] lr: 3.750e-03, eta: 13:27:54, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9010, loss_cls: 1.0349, loss: 1.0349, grad_norm: 4.3541, top1_acc/aux0: 0.7980, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7608, loss/aux0: 0.7608 2020-10-18 03:59:56,885 - mmaction - INFO - Epoch [38][440/792] lr: 3.750e-03, eta: 13:28:10, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9010, loss_cls: 1.0349, loss: 1.0349, grad_norm: 4.3762, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7664, loss/aux0: 0.7664 2020-10-18 04:00:16,240 - mmaction - INFO - Epoch [38][460/792] lr: 3.750e-03, eta: 13:27:34, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9016, loss_cls: 1.0839, loss: 1.0839, grad_norm: 4.4079, top1_acc/aux0: 0.7989, top5_acc/aux0: 0.9392, loss_cls/aux0: 0.7559, loss/aux0: 0.7559 2020-10-18 04:00:16,682 - mmaction - INFO - Epoch [38][460/792] lr: 3.750e-03, eta: 13:27:51, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9016, loss_cls: 1.0839, loss: 1.0839, grad_norm: 4.4434, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7538, loss/aux0: 0.7538 2020-10-18 04:00:36,029 - mmaction - INFO - Epoch [38][480/792] lr: 3.750e-03, eta: 13:27:15, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8990, loss_cls: 1.0826, loss: 1.0826, grad_norm: 4.4554, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7622, loss/aux0: 0.7622 2020-10-18 04:00:36,451 - mmaction - INFO - Epoch [38][480/792] lr: 3.750e-03, eta: 13:27:32, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8990, loss_cls: 1.0826, loss: 1.0826, grad_norm: 4.4261, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7608, loss/aux0: 0.7608 2020-10-18 04:00:55,782 - mmaction - INFO - Epoch [38][500/792] lr: 3.750e-03, eta: 13:26:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9031, loss_cls: 1.0771, loss: 1.0771, grad_norm: 4.3810, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7752, loss/aux0: 0.7752 2020-10-18 04:00:56,201 - mmaction - INFO - Epoch [38][500/792] lr: 3.750e-03, eta: 13:27:13, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9031, loss_cls: 1.0771, loss: 1.0771, grad_norm: 4.4120, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7777, loss/aux0: 0.7777 2020-10-18 04:01:15,549 - mmaction - INFO - Epoch [38][520/792] lr: 3.750e-03, eta: 13:26:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.9115, loss_cls: 1.0343, loss: 1.0343, grad_norm: 4.4983, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7732, loss/aux0: 0.7732 2020-10-18 04:01:15,969 - mmaction - INFO - Epoch [38][520/792] lr: 3.750e-03, eta: 13:26:53, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7229, top5_acc: 0.9115, loss_cls: 1.0343, loss: 1.0343, grad_norm: 4.4553, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7679, loss/aux0: 0.7679 2020-10-18 04:01:35,475 - mmaction - INFO - Epoch [38][540/792] lr: 3.750e-03, eta: 13:26:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7339, top5_acc: 0.9141, loss_cls: 1.0279, loss: 1.0279, grad_norm: 4.4547, top1_acc/aux0: 0.7986, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7567, loss/aux0: 0.7567 2020-10-18 04:01:35,903 - mmaction - INFO - Epoch [38][540/792] lr: 3.750e-03, eta: 13:26:34, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7339, top5_acc: 0.9141, loss_cls: 1.0279, loss: 1.0279, grad_norm: 4.4548, top1_acc/aux0: 0.7994, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7554, loss/aux0: 0.7554 2020-10-18 04:01:55,666 - mmaction - INFO - Epoch [38][560/792] lr: 3.750e-03, eta: 13:25:59, time: 0.510, data_time: 0.000, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9130, loss_cls: 1.0258, loss: 1.0258, grad_norm: 4.3990, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-18 04:01:56,091 - mmaction - INFO - Epoch [38][560/792] lr: 3.750e-03, eta: 13:26:16, time: 0.513, data_time: 0.003, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9130, loss_cls: 1.0258, loss: 1.0258, grad_norm: 4.4144, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7891, loss/aux0: 0.7891 2020-10-18 04:02:15,520 - mmaction - INFO - Epoch [38][580/792] lr: 3.750e-03, eta: 13:25:40, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9052, loss_cls: 1.0272, loss: 1.0272, grad_norm: 4.3775, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7588, loss/aux0: 0.7588 2020-10-18 04:02:15,937 - mmaction - INFO - Epoch [38][580/792] lr: 3.750e-03, eta: 13:25:57, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9052, loss_cls: 1.0272, loss: 1.0272, grad_norm: 4.3548, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7518, loss/aux0: 0.7518 2020-10-18 04:02:35,452 - mmaction - INFO - Epoch [38][600/792] lr: 3.750e-03, eta: 13:25:21, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8937, loss_cls: 1.0708, loss: 1.0708, grad_norm: 4.7103, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7502, loss/aux0: 0.7502 2020-10-18 04:02:35,875 - mmaction - INFO - Epoch [38][600/792] lr: 3.750e-03, eta: 13:25:38, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.7208, top5_acc: 0.8937, loss_cls: 1.0708, loss: 1.0708, grad_norm: 4.7009, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7501, loss/aux0: 0.7501 2020-10-18 04:02:55,437 - mmaction - INFO - Epoch [38][620/792] lr: 3.750e-03, eta: 13:25:02, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9042, loss_cls: 1.0485, loss: 1.0485, grad_norm: 4.4364, top1_acc/aux0: 0.7999, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7530, loss/aux0: 0.7530 2020-10-18 04:02:55,903 - mmaction - INFO - Epoch [38][620/792] lr: 3.750e-03, eta: 13:25:18, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9042, loss_cls: 1.0485, loss: 1.0485, grad_norm: 4.4163, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7584, loss/aux0: 0.7584 2020-10-18 04:03:15,246 - mmaction - INFO - Epoch [38][640/792] lr: 3.750e-03, eta: 13:24:43, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7323, top5_acc: 0.9109, loss_cls: 1.0432, loss: 1.0432, grad_norm: 4.3460, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7618, loss/aux0: 0.7618 2020-10-18 04:03:15,666 - mmaction - INFO - Epoch [38][640/792] lr: 3.750e-03, eta: 13:24:59, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7323, top5_acc: 0.9109, loss_cls: 1.0432, loss: 1.0432, grad_norm: 4.3790, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7630, loss/aux0: 0.7630 2020-10-18 04:03:35,214 - mmaction - INFO - Epoch [38][660/792] lr: 3.750e-03, eta: 13:24:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8943, loss_cls: 1.0767, loss: 1.0767, grad_norm: 4.4017, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7582, loss/aux0: 0.7582 2020-10-18 04:03:35,649 - mmaction - INFO - Epoch [38][660/792] lr: 3.750e-03, eta: 13:24:40, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7198, top5_acc: 0.8943, loss_cls: 1.0767, loss: 1.0767, grad_norm: 4.3940, top1_acc/aux0: 0.8020, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7513, loss/aux0: 0.7513 2020-10-18 04:03:55,184 - mmaction - INFO - Epoch [38][680/792] lr: 3.750e-03, eta: 13:24:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7177, top5_acc: 0.8937, loss_cls: 1.1145, loss: 1.1145, grad_norm: 4.3332, top1_acc/aux0: 0.7999, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7378, loss/aux0: 0.7378 2020-10-18 04:03:55,604 - mmaction - INFO - Epoch [38][680/792] lr: 3.750e-03, eta: 13:24:21, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7177, top5_acc: 0.8937, loss_cls: 1.1145, loss: 1.1145, grad_norm: 4.3695, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7407, loss/aux0: 0.7407 2020-10-18 04:04:15,007 - mmaction - INFO - Epoch [38][700/792] lr: 3.750e-03, eta: 13:23:45, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9120, loss_cls: 0.9779, loss: 0.9779, grad_norm: 4.2901, top1_acc/aux0: 0.7968, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7574, loss/aux0: 0.7574 2020-10-18 04:04:15,456 - mmaction - INFO - Epoch [38][700/792] lr: 3.750e-03, eta: 13:24:02, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9120, loss_cls: 0.9779, loss: 0.9779, grad_norm: 4.2975, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7602, loss/aux0: 0.7602 2020-10-18 04:04:35,005 - mmaction - INFO - Epoch [38][720/792] lr: 3.750e-03, eta: 13:23:26, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9052, loss_cls: 1.0091, loss: 1.0091, grad_norm: 4.3681, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7812, loss/aux0: 0.7812 2020-10-18 04:04:35,415 - mmaction - INFO - Epoch [38][720/792] lr: 3.750e-03, eta: 13:23:43, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9052, loss_cls: 1.0091, loss: 1.0091, grad_norm: 4.3512, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7752, loss/aux0: 0.7752 2020-10-18 04:04:54,748 - mmaction - INFO - Epoch [38][740/792] lr: 3.750e-03, eta: 13:23:07, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8943, loss_cls: 1.1137, loss: 1.1137, grad_norm: 4.7759, top1_acc/aux0: 0.7973, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7674, loss/aux0: 0.7674 2020-10-18 04:04:55,162 - mmaction - INFO - Epoch [38][740/792] lr: 3.750e-03, eta: 13:23:23, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7047, top5_acc: 0.8943, loss_cls: 1.1137, loss: 1.1137, grad_norm: 4.8369, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7729, loss/aux0: 0.7729 2020-10-18 04:05:14,612 - mmaction - INFO - Epoch [38][760/792] lr: 3.750e-03, eta: 13:22:48, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7359, top5_acc: 0.9078, loss_cls: 1.0415, loss: 1.0415, grad_norm: 4.4020, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7577, loss/aux0: 0.7577 2020-10-18 04:05:15,053 - mmaction - INFO - Epoch [38][760/792] lr: 3.750e-03, eta: 13:23:04, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7359, top5_acc: 0.9078, loss_cls: 1.0415, loss: 1.0415, grad_norm: 4.4155, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7583, loss/aux0: 0.7583 2020-10-18 04:05:34,460 - mmaction - INFO - Epoch [38][780/792] lr: 3.750e-03, eta: 13:22:29, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9057, loss_cls: 1.0242, loss: 1.0242, grad_norm: 4.4310, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7841, loss/aux0: 0.7841 2020-10-18 04:05:34,912 - mmaction - INFO - Epoch [38][780/792] lr: 3.750e-03, eta: 13:22:45, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9057, loss_cls: 1.0242, loss: 1.0242, grad_norm: 4.4379, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7805, loss/aux0: 0.7805 2020-10-18 04:05:48,271 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-10-18 04:09:10,657 - mmaction - INFO - Epoch [39][20/792] lr: 3.750e-03, eta: 13:21:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7302, top5_acc: 0.8938, loss_cls: 1.0515, loss: 1.0515, grad_norm: 4.3883, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7589, loss/aux0: 0.7589 2020-10-18 04:09:11,072 - mmaction - INFO - Epoch [39][20/792] lr: 3.750e-03, eta: 13:21:55, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7302, top5_acc: 0.8938, loss_cls: 1.0515, loss: 1.0515, grad_norm: 4.4551, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7681, loss/aux0: 0.7681 2020-10-18 04:09:30,539 - mmaction - INFO - Epoch [39][40/792] lr: 3.750e-03, eta: 13:21:20, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9099, loss_cls: 0.9622, loss: 0.9622, grad_norm: 4.2576, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7662, loss/aux0: 0.7662 2020-10-18 04:09:30,960 - mmaction - INFO - Epoch [39][40/792] lr: 3.750e-03, eta: 13:21:36, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9099, loss_cls: 0.9622, loss: 0.9622, grad_norm: 4.2550, top1_acc/aux0: 0.7994, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7585, loss/aux0: 0.7585 2020-10-18 04:09:50,427 - mmaction - INFO - Epoch [39][60/792] lr: 3.750e-03, eta: 13:21:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9109, loss_cls: 1.0102, loss: 1.0102, grad_norm: 4.3995, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7421, loss/aux0: 0.7421 2020-10-18 04:09:50,834 - mmaction - INFO - Epoch [39][60/792] lr: 3.750e-03, eta: 13:21:17, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9109, loss_cls: 1.0102, loss: 1.0102, grad_norm: 4.3917, top1_acc/aux0: 0.8046, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7359, loss/aux0: 0.7359 2020-10-18 04:10:10,178 - mmaction - INFO - Epoch [39][80/792] lr: 3.750e-03, eta: 13:20:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7495, top5_acc: 0.9104, loss_cls: 0.9870, loss: 0.9870, grad_norm: 4.3406, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7587, loss/aux0: 0.7587 2020-10-18 04:10:10,586 - mmaction - INFO - Epoch [39][80/792] lr: 3.750e-03, eta: 13:20:58, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7495, top5_acc: 0.9104, loss_cls: 0.9870, loss: 0.9870, grad_norm: 4.3243, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-18 04:10:30,160 - mmaction - INFO - Epoch [39][100/792] lr: 3.750e-03, eta: 13:20:23, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7281, top5_acc: 0.9057, loss_cls: 1.0385, loss: 1.0385, grad_norm: 4.4110, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7644, loss/aux0: 0.7644 2020-10-18 04:10:30,583 - mmaction - INFO - Epoch [39][100/792] lr: 3.750e-03, eta: 13:20:39, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.7281, top5_acc: 0.9057, loss_cls: 1.0385, loss: 1.0385, grad_norm: 4.3983, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7674, loss/aux0: 0.7674 2020-10-18 04:10:50,004 - mmaction - INFO - Epoch [39][120/792] lr: 3.750e-03, eta: 13:20:04, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9052, loss_cls: 1.0130, loss: 1.0130, grad_norm: 4.5762, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7766, loss/aux0: 0.7766 2020-10-18 04:10:50,429 - mmaction - INFO - Epoch [39][120/792] lr: 3.750e-03, eta: 13:20:20, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9052, loss_cls: 1.0130, loss: 1.0130, grad_norm: 4.5665, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7739, loss/aux0: 0.7739 2020-10-18 04:11:09,921 - mmaction - INFO - Epoch [39][140/792] lr: 3.750e-03, eta: 13:19:45, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9146, loss_cls: 0.9696, loss: 0.9696, grad_norm: 4.3844, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7849, loss/aux0: 0.7849 2020-10-18 04:11:10,326 - mmaction - INFO - Epoch [39][140/792] lr: 3.750e-03, eta: 13:20:01, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9146, loss_cls: 0.9696, loss: 0.9696, grad_norm: 4.3826, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7866, loss/aux0: 0.7866 2020-10-18 04:11:29,704 - mmaction - INFO - Epoch [39][160/792] lr: 3.750e-03, eta: 13:19:25, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9005, loss_cls: 1.0146, loss: 1.0146, grad_norm: 4.3674, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7785, loss/aux0: 0.7785 2020-10-18 04:11:30,133 - mmaction - INFO - Epoch [39][160/792] lr: 3.750e-03, eta: 13:19:42, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9005, loss_cls: 1.0146, loss: 1.0146, grad_norm: 4.3743, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7779, loss/aux0: 0.7779 2020-10-18 04:11:49,662 - mmaction - INFO - Epoch [39][180/792] lr: 3.750e-03, eta: 13:19:06, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9089, loss_cls: 1.0312, loss: 1.0312, grad_norm: 4.4797, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7450, loss/aux0: 0.7450 2020-10-18 04:11:50,072 - mmaction - INFO - Epoch [39][180/792] lr: 3.750e-03, eta: 13:19:22, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9089, loss_cls: 1.0312, loss: 1.0312, grad_norm: 4.5120, top1_acc/aux0: 0.8028, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7430, loss/aux0: 0.7430 2020-10-18 04:12:09,521 - mmaction - INFO - Epoch [39][200/792] lr: 3.750e-03, eta: 13:18:47, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9010, loss_cls: 1.0398, loss: 1.0398, grad_norm: 4.3990, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7502, loss/aux0: 0.7502 2020-10-18 04:12:09,950 - mmaction - INFO - Epoch [39][200/792] lr: 3.750e-03, eta: 13:19:03, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9010, loss_cls: 1.0398, loss: 1.0398, grad_norm: 4.3972, top1_acc/aux0: 0.8015, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7521, loss/aux0: 0.7521 2020-10-18 04:12:29,338 - mmaction - INFO - Epoch [39][220/792] lr: 3.750e-03, eta: 13:18:28, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9135, loss_cls: 0.9990, loss: 0.9990, grad_norm: 4.3743, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7467, loss/aux0: 0.7467 2020-10-18 04:12:29,772 - mmaction - INFO - Epoch [39][220/792] lr: 3.750e-03, eta: 13:18:44, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9135, loss_cls: 0.9990, loss: 0.9990, grad_norm: 4.3773, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7479, loss/aux0: 0.7479 2020-10-18 04:12:49,243 - mmaction - INFO - Epoch [39][240/792] lr: 3.750e-03, eta: 13:18:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8958, loss_cls: 1.0832, loss: 1.0832, grad_norm: 4.4239, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9303, loss_cls/aux0: 0.7874, loss/aux0: 0.7874 2020-10-18 04:12:49,665 - mmaction - INFO - Epoch [39][240/792] lr: 3.750e-03, eta: 13:18:25, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7240, top5_acc: 0.8958, loss_cls: 1.0832, loss: 1.0832, grad_norm: 4.4276, top1_acc/aux0: 0.7954, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7875, loss/aux0: 0.7875 2020-10-18 04:13:09,259 - mmaction - INFO - Epoch [39][260/792] lr: 3.750e-03, eta: 13:17:49, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7359, top5_acc: 0.8995, loss_cls: 1.0369, loss: 1.0369, grad_norm: 4.4606, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7722, loss/aux0: 0.7722 2020-10-18 04:13:09,680 - mmaction - INFO - Epoch [39][260/792] lr: 3.750e-03, eta: 13:18:06, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7359, top5_acc: 0.8995, loss_cls: 1.0369, loss: 1.0369, grad_norm: 4.4879, top1_acc/aux0: 0.7968, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7746, loss/aux0: 0.7746 2020-10-18 04:13:29,206 - mmaction - INFO - Epoch [39][280/792] lr: 3.750e-03, eta: 13:17:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9068, loss_cls: 1.0344, loss: 1.0344, grad_norm: 4.3285, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7817, loss/aux0: 0.7817 2020-10-18 04:13:29,613 - mmaction - INFO - Epoch [39][280/792] lr: 3.750e-03, eta: 13:17:46, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9068, loss_cls: 1.0344, loss: 1.0344, grad_norm: 4.3713, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7781, loss/aux0: 0.7781 2020-10-18 04:13:49,069 - mmaction - INFO - Epoch [39][300/792] lr: 3.750e-03, eta: 13:17:11, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9115, loss_cls: 0.9951, loss: 0.9951, grad_norm: 4.3518, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7547, loss/aux0: 0.7547 2020-10-18 04:13:49,501 - mmaction - INFO - Epoch [39][300/792] lr: 3.750e-03, eta: 13:17:27, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9115, loss_cls: 0.9951, loss: 0.9951, grad_norm: 4.3141, top1_acc/aux0: 0.7986, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7525, loss/aux0: 0.7525 2020-10-18 04:14:08,800 - mmaction - INFO - Epoch [39][320/792] lr: 3.750e-03, eta: 13:16:52, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9063, loss_cls: 1.0200, loss: 1.0200, grad_norm: 4.3948, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7468, loss/aux0: 0.7468 2020-10-18 04:14:09,233 - mmaction - INFO - Epoch [39][320/792] lr: 3.750e-03, eta: 13:17:08, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9063, loss_cls: 1.0200, loss: 1.0200, grad_norm: 4.3835, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7491, loss/aux0: 0.7491 2020-10-18 04:14:28,583 - mmaction - INFO - Epoch [39][340/792] lr: 3.750e-03, eta: 13:16:33, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7396, top5_acc: 0.9016, loss_cls: 1.0217, loss: 1.0217, grad_norm: 4.3350, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7552, loss/aux0: 0.7552 2020-10-18 04:14:29,042 - mmaction - INFO - Epoch [39][340/792] lr: 3.750e-03, eta: 13:16:49, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7396, top5_acc: 0.9016, loss_cls: 1.0217, loss: 1.0217, grad_norm: 4.3752, top1_acc/aux0: 0.7986, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7581, loss/aux0: 0.7581 2020-10-18 04:14:48,522 - mmaction - INFO - Epoch [39][360/792] lr: 3.750e-03, eta: 13:16:14, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9021, loss_cls: 1.0467, loss: 1.0467, grad_norm: 4.3731, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7761, loss/aux0: 0.7761 2020-10-18 04:14:48,928 - mmaction - INFO - Epoch [39][360/792] lr: 3.750e-03, eta: 13:16:30, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9021, loss_cls: 1.0467, loss: 1.0467, grad_norm: 4.3735, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7726, loss/aux0: 0.7726 2020-10-18 04:16:23,834 - mmaction - INFO - Epoch [39][380/792] lr: 3.750e-03, eta: 13:17:54, time: 4.238, data_time: 3.530, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9010, loss_cls: 1.0214, loss: 1.0214, grad_norm: 4.2842, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7560, loss/aux0: 0.7560 2020-10-18 04:16:25,722 - mmaction - INFO - Epoch [39][380/792] lr: 3.750e-03, eta: 13:20:13, time: 4.349, data_time: 3.641, memory: 8335, top1_acc: 0.7422, top5_acc: 0.9010, loss_cls: 1.0214, loss: 1.0214, grad_norm: 4.3469, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7614, loss/aux0: 0.7614 2020-10-18 04:16:45,178 - mmaction - INFO - Epoch [39][400/792] lr: 3.750e-03, eta: 13:19:38, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9161, loss_cls: 0.9524, loss: 0.9524, grad_norm: 4.4412, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7482, loss/aux0: 0.7482 2020-10-18 04:16:45,603 - mmaction - INFO - Epoch [39][400/792] lr: 3.750e-03, eta: 13:19:54, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9161, loss_cls: 0.9524, loss: 0.9524, grad_norm: 4.4763, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7408, loss/aux0: 0.7408 2020-10-18 04:17:05,015 - mmaction - INFO - Epoch [39][420/792] lr: 3.750e-03, eta: 13:19:18, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7365, top5_acc: 0.9078, loss_cls: 1.0404, loss: 1.0404, grad_norm: 4.4163, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7538, loss/aux0: 0.7538 2020-10-18 04:17:29,861 - mmaction - INFO - Epoch [39][420/792] lr: 3.750e-03, eta: 13:20:13, time: 1.715, data_time: 1.221, memory: 8335, top1_acc: 0.7365, top5_acc: 0.9078, loss_cls: 1.0404, loss: 1.0404, grad_norm: 4.3763, top1_acc/aux0: 0.8033, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7538, loss/aux0: 0.7538 2020-10-18 04:17:49,072 - mmaction - INFO - Epoch [39][440/792] lr: 3.750e-03, eta: 13:19:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9031, loss_cls: 1.0506, loss: 1.0506, grad_norm: 4.8054, top1_acc/aux0: 0.7994, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7720, loss/aux0: 0.7720 2020-10-18 04:17:49,501 - mmaction - INFO - Epoch [39][440/792] lr: 3.750e-03, eta: 13:19:53, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7286, top5_acc: 0.9031, loss_cls: 1.0506, loss: 1.0506, grad_norm: 4.7722, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7745, loss/aux0: 0.7745 2020-10-18 04:18:08,975 - mmaction - INFO - Epoch [39][460/792] lr: 3.750e-03, eta: 13:19:18, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9078, loss_cls: 1.0209, loss: 1.0209, grad_norm: 4.6122, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7966, loss/aux0: 0.7966 2020-10-18 04:18:09,397 - mmaction - INFO - Epoch [39][460/792] lr: 3.750e-03, eta: 13:19:34, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9078, loss_cls: 1.0209, loss: 1.0209, grad_norm: 4.5891, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.8007, loss/aux0: 0.8007 2020-10-18 04:18:28,788 - mmaction - INFO - Epoch [39][480/792] lr: 3.750e-03, eta: 13:18:59, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8828, loss_cls: 1.1390, loss: 1.1390, grad_norm: 4.5872, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7874, loss/aux0: 0.7874 2020-10-18 04:18:29,201 - mmaction - INFO - Epoch [39][480/792] lr: 3.750e-03, eta: 13:19:14, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7224, top5_acc: 0.8828, loss_cls: 1.1390, loss: 1.1390, grad_norm: 4.5240, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7792, loss/aux0: 0.7792 2020-10-18 04:18:48,735 - mmaction - INFO - Epoch [39][500/792] lr: 3.750e-03, eta: 13:18:39, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9104, loss_cls: 1.0299, loss: 1.0299, grad_norm: 4.4579, top1_acc/aux0: 0.7959, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7708, loss/aux0: 0.7708 2020-10-18 04:18:49,167 - mmaction - INFO - Epoch [39][500/792] lr: 3.750e-03, eta: 13:18:55, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9104, loss_cls: 1.0299, loss: 1.0299, grad_norm: 4.4639, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7714, loss/aux0: 0.7714 2020-10-18 04:19:08,488 - mmaction - INFO - Epoch [39][520/792] lr: 3.750e-03, eta: 13:18:20, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7276, top5_acc: 0.8984, loss_cls: 1.0626, loss: 1.0626, grad_norm: 4.4064, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7435, loss/aux0: 0.7435 2020-10-18 04:19:08,909 - mmaction - INFO - Epoch [39][520/792] lr: 3.750e-03, eta: 13:18:35, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7276, top5_acc: 0.8984, loss_cls: 1.0626, loss: 1.0626, grad_norm: 4.4237, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7473, loss/aux0: 0.7473 2020-10-18 04:19:28,386 - mmaction - INFO - Epoch [39][540/792] lr: 3.750e-03, eta: 13:18:00, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9089, loss_cls: 0.9718, loss: 0.9718, grad_norm: 4.4455, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-18 04:19:28,805 - mmaction - INFO - Epoch [39][540/792] lr: 3.750e-03, eta: 13:18:15, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9089, loss_cls: 0.9718, loss: 0.9718, grad_norm: 4.4115, top1_acc/aux0: 0.7942, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7730, loss/aux0: 0.7730 2020-10-18 04:19:48,251 - mmaction - INFO - Epoch [39][560/792] lr: 3.750e-03, eta: 13:17:40, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9052, loss_cls: 1.0286, loss: 1.0286, grad_norm: 4.2981, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7435, loss/aux0: 0.7435 2020-10-18 04:19:48,702 - mmaction - INFO - Epoch [39][560/792] lr: 3.750e-03, eta: 13:17:56, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9052, loss_cls: 1.0286, loss: 1.0286, grad_norm: 4.2888, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7449, loss/aux0: 0.7449 2020-10-18 04:20:08,166 - mmaction - INFO - Epoch [39][580/792] lr: 3.750e-03, eta: 13:17:21, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9052, loss_cls: 1.0215, loss: 1.0215, grad_norm: 4.5408, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7851, loss/aux0: 0.7851 2020-10-18 04:20:08,586 - mmaction - INFO - Epoch [39][580/792] lr: 3.750e-03, eta: 13:17:37, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9052, loss_cls: 1.0215, loss: 1.0215, grad_norm: 4.6383, top1_acc/aux0: 0.7884, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7921, loss/aux0: 0.7921 2020-10-18 04:20:27,971 - mmaction - INFO - Epoch [39][600/792] lr: 3.750e-03, eta: 13:17:01, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7224, top5_acc: 0.9042, loss_cls: 1.0722, loss: 1.0722, grad_norm: 4.4161, top1_acc/aux0: 0.7860, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7909, loss/aux0: 0.7909 2020-10-18 04:20:28,393 - mmaction - INFO - Epoch [39][600/792] lr: 3.750e-03, eta: 13:17:17, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7224, top5_acc: 0.9042, loss_cls: 1.0722, loss: 1.0722, grad_norm: 4.4671, top1_acc/aux0: 0.7864, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.7947, loss/aux0: 0.7947 2020-10-18 04:20:47,851 - mmaction - INFO - Epoch [39][620/792] lr: 3.750e-03, eta: 13:16:42, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9031, loss_cls: 1.0360, loss: 1.0360, grad_norm: 4.3821, top1_acc/aux0: 0.7980, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7688, loss/aux0: 0.7688 2020-10-18 04:20:48,267 - mmaction - INFO - Epoch [39][620/792] lr: 3.750e-03, eta: 13:16:58, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9031, loss_cls: 1.0360, loss: 1.0360, grad_norm: 4.3337, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7598, loss/aux0: 0.7598 2020-10-18 04:21:07,752 - mmaction - INFO - Epoch [39][640/792] lr: 3.750e-03, eta: 13:16:23, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9094, loss_cls: 0.9894, loss: 0.9894, grad_norm: 4.4044, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.7939, loss/aux0: 0.7939 2020-10-18 04:21:08,165 - mmaction - INFO - Epoch [39][640/792] lr: 3.750e-03, eta: 13:16:38, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9094, loss_cls: 0.9894, loss: 0.9894, grad_norm: 4.3653, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.7943, loss/aux0: 0.7943 2020-10-18 04:21:27,584 - mmaction - INFO - Epoch [39][660/792] lr: 3.750e-03, eta: 13:16:03, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7401, top5_acc: 0.8995, loss_cls: 1.0571, loss: 1.0571, grad_norm: 4.2989, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7586, loss/aux0: 0.7586 2020-10-18 04:21:27,993 - mmaction - INFO - Epoch [39][660/792] lr: 3.750e-03, eta: 13:16:19, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7401, top5_acc: 0.8995, loss_cls: 1.0571, loss: 1.0571, grad_norm: 4.2897, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7637, loss/aux0: 0.7637 2020-10-18 04:21:47,370 - mmaction - INFO - Epoch [39][680/792] lr: 3.750e-03, eta: 13:15:43, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7281, top5_acc: 0.9063, loss_cls: 1.0458, loss: 1.0458, grad_norm: 4.3080, top1_acc/aux0: 0.7999, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7644, loss/aux0: 0.7644 2020-10-18 04:21:47,804 - mmaction - INFO - Epoch [39][680/792] lr: 3.750e-03, eta: 13:15:59, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7281, top5_acc: 0.9063, loss_cls: 1.0458, loss: 1.0458, grad_norm: 4.2783, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7556, loss/aux0: 0.7556 2020-10-18 04:22:07,331 - mmaction - INFO - Epoch [39][700/792] lr: 3.750e-03, eta: 13:15:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9005, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.4125, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7439, loss/aux0: 0.7439 2020-10-18 04:22:07,754 - mmaction - INFO - Epoch [39][700/792] lr: 3.750e-03, eta: 13:15:40, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9005, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.4290, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7547, loss/aux0: 0.7547 2020-10-18 04:22:27,403 - mmaction - INFO - Epoch [39][720/792] lr: 3.750e-03, eta: 13:15:05, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8948, loss_cls: 1.0586, loss: 1.0586, grad_norm: 4.3610, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7674, loss/aux0: 0.7674 2020-10-18 04:22:27,835 - mmaction - INFO - Epoch [39][720/792] lr: 3.750e-03, eta: 13:15:20, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.7245, top5_acc: 0.8948, loss_cls: 1.0586, loss: 1.0586, grad_norm: 4.3649, top1_acc/aux0: 0.7980, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7654, loss/aux0: 0.7654 2020-10-18 04:22:47,225 - mmaction - INFO - Epoch [39][740/792] lr: 3.750e-03, eta: 13:14:45, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9057, loss_cls: 1.0247, loss: 1.0247, grad_norm: 4.3730, top1_acc/aux0: 0.7947, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7835, loss/aux0: 0.7835 2020-10-18 04:22:47,655 - mmaction - INFO - Epoch [39][740/792] lr: 3.750e-03, eta: 13:15:01, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9057, loss_cls: 1.0247, loss: 1.0247, grad_norm: 4.3543, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-18 04:23:07,001 - mmaction - INFO - Epoch [39][760/792] lr: 3.750e-03, eta: 13:14:26, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7469, top5_acc: 0.8990, loss_cls: 0.9996, loss: 0.9996, grad_norm: 4.4562, top1_acc/aux0: 0.7936, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7719, loss/aux0: 0.7719 2020-10-18 04:23:07,414 - mmaction - INFO - Epoch [39][760/792] lr: 3.750e-03, eta: 13:14:41, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7469, top5_acc: 0.8990, loss_cls: 0.9996, loss: 0.9996, grad_norm: 4.5016, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.7781, loss/aux0: 0.7781 2020-10-18 04:23:26,766 - mmaction - INFO - Epoch [39][780/792] lr: 3.750e-03, eta: 13:14:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7339, top5_acc: 0.9005, loss_cls: 1.0231, loss: 1.0231, grad_norm: 4.3323, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7367, loss/aux0: 0.7367 2020-10-18 04:23:27,198 - mmaction - INFO - Epoch [39][780/792] lr: 3.750e-03, eta: 13:14:21, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7339, top5_acc: 0.9005, loss_cls: 1.0231, loss: 1.0231, grad_norm: 4.3107, top1_acc/aux0: 0.8084, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7321, loss/aux0: 0.7321 2020-10-18 04:23:51,069 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-10-18 04:27:11,572 - mmaction - INFO - Epoch [40][20/792] lr: 3.750e-03, eta: 13:13:16, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9484, loss: 0.9484, grad_norm: 4.2973, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7683, loss/aux0: 0.7683 2020-10-18 04:27:11,994 - mmaction - INFO - Epoch [40][20/792] lr: 3.750e-03, eta: 13:13:31, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9484, loss: 0.9484, grad_norm: 4.3035, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7658, loss/aux0: 0.7658 2020-10-18 04:27:31,247 - mmaction - INFO - Epoch [40][40/792] lr: 3.750e-03, eta: 13:12:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9141, loss_cls: 1.0165, loss: 1.0165, grad_norm: 4.4536, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7723, loss/aux0: 0.7723 2020-10-18 04:27:31,678 - mmaction - INFO - Epoch [40][40/792] lr: 3.750e-03, eta: 13:13:11, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9141, loss_cls: 1.0165, loss: 1.0165, grad_norm: 4.4563, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7741, loss/aux0: 0.7741 2020-10-18 04:27:51,063 - mmaction - INFO - Epoch [40][60/792] lr: 3.750e-03, eta: 13:12:36, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9950, loss: 0.9950, grad_norm: 4.4360, top1_acc/aux0: 0.7926, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7774, loss/aux0: 0.7774 2020-10-18 04:27:51,478 - mmaction - INFO - Epoch [40][60/792] lr: 3.750e-03, eta: 13:12:52, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9950, loss: 0.9950, grad_norm: 4.4393, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7743, loss/aux0: 0.7743 2020-10-18 04:28:10,747 - mmaction - INFO - Epoch [40][80/792] lr: 3.750e-03, eta: 13:12:16, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7365, top5_acc: 0.8984, loss_cls: 1.0528, loss: 1.0528, grad_norm: 4.5418, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7654, loss/aux0: 0.7654 2020-10-18 04:28:11,156 - mmaction - INFO - Epoch [40][80/792] lr: 3.750e-03, eta: 13:12:32, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7365, top5_acc: 0.8984, loss_cls: 1.0528, loss: 1.0528, grad_norm: 4.5443, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7722, loss/aux0: 0.7722 2020-10-18 04:28:30,648 - mmaction - INFO - Epoch [40][100/792] lr: 3.750e-03, eta: 13:11:57, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9057, loss_cls: 1.0143, loss: 1.0143, grad_norm: 4.3673, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7718, loss/aux0: 0.7718 2020-10-18 04:28:31,072 - mmaction - INFO - Epoch [40][100/792] lr: 3.750e-03, eta: 13:12:12, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7411, top5_acc: 0.9057, loss_cls: 1.0143, loss: 1.0143, grad_norm: 4.3305, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7673, loss/aux0: 0.7673 2020-10-18 04:28:50,420 - mmaction - INFO - Epoch [40][120/792] lr: 3.750e-03, eta: 13:11:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9042, loss_cls: 1.0465, loss: 1.0465, grad_norm: 4.4028, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7665, loss/aux0: 0.7665 2020-10-18 04:28:50,849 - mmaction - INFO - Epoch [40][120/792] lr: 3.750e-03, eta: 13:11:53, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7328, top5_acc: 0.9042, loss_cls: 1.0465, loss: 1.0465, grad_norm: 4.4153, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7694, loss/aux0: 0.7694 2020-10-18 04:29:10,190 - mmaction - INFO - Epoch [40][140/792] lr: 3.750e-03, eta: 13:11:18, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7255, top5_acc: 0.8969, loss_cls: 1.0599, loss: 1.0599, grad_norm: 4.5196, top1_acc/aux0: 0.8050, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7422, loss/aux0: 0.7422 2020-10-18 04:29:10,603 - mmaction - INFO - Epoch [40][140/792] lr: 3.750e-03, eta: 13:11:33, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7255, top5_acc: 0.8969, loss_cls: 1.0599, loss: 1.0599, grad_norm: 4.4989, top1_acc/aux0: 0.8056, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.7381, loss/aux0: 0.7381 2020-10-18 04:29:30,072 - mmaction - INFO - Epoch [40][160/792] lr: 3.750e-03, eta: 13:10:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9047, loss_cls: 0.9807, loss: 0.9807, grad_norm: 4.4127, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7811, loss/aux0: 0.7811 2020-10-18 04:29:30,490 - mmaction - INFO - Epoch [40][160/792] lr: 3.750e-03, eta: 13:11:14, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9047, loss_cls: 0.9807, loss: 0.9807, grad_norm: 4.4168, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7793, loss/aux0: 0.7793 2020-10-18 04:29:49,916 - mmaction - INFO - Epoch [40][180/792] lr: 3.750e-03, eta: 13:10:39, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9036, loss_cls: 1.0230, loss: 1.0230, grad_norm: 4.4200, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8079, loss/aux0: 0.8079 2020-10-18 04:29:50,320 - mmaction - INFO - Epoch [40][180/792] lr: 3.750e-03, eta: 13:10:54, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9036, loss_cls: 1.0230, loss: 1.0230, grad_norm: 4.3822, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8087, loss/aux0: 0.8087 2020-10-18 04:30:09,762 - mmaction - INFO - Epoch [40][200/792] lr: 3.750e-03, eta: 13:10:19, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9120, loss_cls: 0.9799, loss: 0.9799, grad_norm: 4.3741, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7855, loss/aux0: 0.7855 2020-10-18 04:30:10,189 - mmaction - INFO - Epoch [40][200/792] lr: 3.750e-03, eta: 13:10:35, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9120, loss_cls: 0.9799, loss: 0.9799, grad_norm: 4.3720, top1_acc/aux0: 0.7929, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.7914, loss/aux0: 0.7914 2020-10-18 04:30:29,685 - mmaction - INFO - Epoch [40][220/792] lr: 3.750e-03, eta: 13:10:00, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8891, loss_cls: 1.1500, loss: 1.1500, grad_norm: 4.3570, top1_acc/aux0: 0.7996, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7710, loss/aux0: 0.7710 2020-10-18 04:30:30,107 - mmaction - INFO - Epoch [40][220/792] lr: 3.750e-03, eta: 13:10:15, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7052, top5_acc: 0.8891, loss_cls: 1.1500, loss: 1.1500, grad_norm: 4.3600, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7725, loss/aux0: 0.7725 2020-10-18 04:30:49,344 - mmaction - INFO - Epoch [40][240/792] lr: 3.750e-03, eta: 13:09:40, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.0642, loss: 1.0642, grad_norm: 4.6753, top1_acc/aux0: 0.7873, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8094, loss/aux0: 0.8094 2020-10-18 04:30:49,767 - mmaction - INFO - Epoch [40][240/792] lr: 3.750e-03, eta: 13:09:55, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.0642, loss: 1.0642, grad_norm: 4.6597, top1_acc/aux0: 0.7890, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.8031, loss/aux0: 0.8031 2020-10-18 04:31:09,250 - mmaction - INFO - Epoch [40][260/792] lr: 3.750e-03, eta: 13:09:20, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7323, top5_acc: 0.8990, loss_cls: 1.0411, loss: 1.0411, grad_norm: 4.3364, top1_acc/aux0: 0.7994, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7626, loss/aux0: 0.7626 2020-10-18 04:31:09,662 - mmaction - INFO - Epoch [40][260/792] lr: 3.750e-03, eta: 13:09:36, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7323, top5_acc: 0.8990, loss_cls: 1.0411, loss: 1.0411, grad_norm: 4.3155, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7640, loss/aux0: 0.7640 2020-10-18 04:31:29,038 - mmaction - INFO - Epoch [40][280/792] lr: 3.750e-03, eta: 13:09:01, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9130, loss_cls: 0.9994, loss: 0.9994, grad_norm: 4.4102, top1_acc/aux0: 0.7989, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7650, loss/aux0: 0.7650 2020-10-18 04:31:29,455 - mmaction - INFO - Epoch [40][280/792] lr: 3.750e-03, eta: 13:09:16, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9130, loss_cls: 0.9994, loss: 0.9994, grad_norm: 4.3742, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7597, loss/aux0: 0.7597 2020-10-18 04:31:49,055 - mmaction - INFO - Epoch [40][300/792] lr: 3.750e-03, eta: 13:08:41, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7427, top5_acc: 0.8995, loss_cls: 1.0371, loss: 1.0371, grad_norm: 4.3485, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7583, loss/aux0: 0.7583 2020-10-18 04:31:49,485 - mmaction - INFO - Epoch [40][300/792] lr: 3.750e-03, eta: 13:08:56, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7427, top5_acc: 0.8995, loss_cls: 1.0371, loss: 1.0371, grad_norm: 4.3641, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7669, loss/aux0: 0.7669 2020-10-18 04:32:08,951 - mmaction - INFO - Epoch [40][320/792] lr: 3.750e-03, eta: 13:08:22, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7354, top5_acc: 0.8969, loss_cls: 1.0486, loss: 1.0486, grad_norm: 4.4091, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7908, loss/aux0: 0.7908 2020-10-18 04:32:09,378 - mmaction - INFO - Epoch [40][320/792] lr: 3.750e-03, eta: 13:08:37, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7354, top5_acc: 0.8969, loss_cls: 1.0486, loss: 1.0486, grad_norm: 4.3727, top1_acc/aux0: 0.7957, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7862, loss/aux0: 0.7862 2020-10-18 04:32:29,038 - mmaction - INFO - Epoch [40][340/792] lr: 3.750e-03, eta: 13:08:02, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9094, loss_cls: 1.0007, loss: 1.0007, grad_norm: 4.2634, top1_acc/aux0: 0.8037, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7314, loss/aux0: 0.7314 2020-10-18 04:32:29,454 - mmaction - INFO - Epoch [40][340/792] lr: 3.750e-03, eta: 13:08:18, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9094, loss_cls: 1.0007, loss: 1.0007, grad_norm: 4.2481, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7318, loss/aux0: 0.7318 2020-10-18 04:32:48,795 - mmaction - INFO - Epoch [40][360/792] lr: 3.750e-03, eta: 13:07:43, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9063, loss_cls: 1.0451, loss: 1.0451, grad_norm: 4.5473, top1_acc/aux0: 0.7925, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7624, loss/aux0: 0.7624 2020-10-18 04:32:49,211 - mmaction - INFO - Epoch [40][360/792] lr: 3.750e-03, eta: 13:07:58, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7245, top5_acc: 0.9063, loss_cls: 1.0451, loss: 1.0451, grad_norm: 4.5760, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7620, loss/aux0: 0.7620 2020-10-18 04:33:08,676 - mmaction - INFO - Epoch [40][380/792] lr: 3.750e-03, eta: 13:07:23, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7099, top5_acc: 0.9000, loss_cls: 1.0865, loss: 1.0865, grad_norm: 4.5258, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7534, loss/aux0: 0.7534 2020-10-18 04:33:09,099 - mmaction - INFO - Epoch [40][380/792] lr: 3.750e-03, eta: 13:07:38, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.7099, top5_acc: 0.9000, loss_cls: 1.0865, loss: 1.0865, grad_norm: 4.5233, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7534, loss/aux0: 0.7534 2020-10-18 04:33:28,619 - mmaction - INFO - Epoch [40][400/792] lr: 3.750e-03, eta: 13:07:04, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7370, top5_acc: 0.9052, loss_cls: 1.0117, loss: 1.0117, grad_norm: 4.3544, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7471, loss/aux0: 0.7471 2020-10-18 04:33:29,048 - mmaction - INFO - Epoch [40][400/792] lr: 3.750e-03, eta: 13:07:19, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.7370, top5_acc: 0.9052, loss_cls: 1.0117, loss: 1.0117, grad_norm: 4.3567, top1_acc/aux0: 0.8011, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7487, loss/aux0: 0.7487 2020-10-18 04:33:48,573 - mmaction - INFO - Epoch [40][420/792] lr: 3.750e-03, eta: 13:06:45, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9036, loss_cls: 1.0325, loss: 1.0325, grad_norm: 4.3506, top1_acc/aux0: 0.8028, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7554, loss/aux0: 0.7554 2020-10-18 04:33:48,976 - mmaction - INFO - Epoch [40][420/792] lr: 3.750e-03, eta: 13:07:00, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7307, top5_acc: 0.9036, loss_cls: 1.0325, loss: 1.0325, grad_norm: 4.3810, top1_acc/aux0: 0.8019, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7544, loss/aux0: 0.7544 2020-10-18 04:34:08,453 - mmaction - INFO - Epoch [40][440/792] lr: 3.750e-03, eta: 13:06:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0376, loss: 1.0376, grad_norm: 4.3873, top1_acc/aux0: 0.7985, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7708, loss/aux0: 0.7708 2020-10-18 04:34:08,871 - mmaction - INFO - Epoch [40][440/792] lr: 3.750e-03, eta: 13:06:40, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0376, loss: 1.0376, grad_norm: 4.4000, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7720, loss/aux0: 0.7720 2020-10-18 04:34:28,201 - mmaction - INFO - Epoch [40][460/792] lr: 3.750e-03, eta: 13:06:06, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9042, loss_cls: 1.0308, loss: 1.0308, grad_norm: 4.4595, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7707, loss/aux0: 0.7707 2020-10-18 04:34:28,623 - mmaction - INFO - Epoch [40][460/792] lr: 3.750e-03, eta: 13:06:21, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9042, loss_cls: 1.0308, loss: 1.0308, grad_norm: 4.4568, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7703, loss/aux0: 0.7703 2020-10-18 04:34:48,362 - mmaction - INFO - Epoch [40][480/792] lr: 3.750e-03, eta: 13:05:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8990, loss_cls: 1.0898, loss: 1.0898, grad_norm: 4.7129, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7636, loss/aux0: 0.7636 2020-10-18 04:34:48,768 - mmaction - INFO - Epoch [40][480/792] lr: 3.750e-03, eta: 13:06:01, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7271, top5_acc: 0.8990, loss_cls: 1.0898, loss: 1.0898, grad_norm: 4.7077, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7669, loss/aux0: 0.7669 2020-10-18 04:35:08,024 - mmaction - INFO - Epoch [40][500/792] lr: 3.750e-03, eta: 13:05:27, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9156, loss_cls: 0.9767, loss: 0.9767, grad_norm: 4.4846, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7800, loss/aux0: 0.7800 2020-10-18 04:35:08,456 - mmaction - INFO - Epoch [40][500/792] lr: 3.750e-03, eta: 13:05:42, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9156, loss_cls: 0.9767, loss: 0.9767, grad_norm: 4.5006, top1_acc/aux0: 0.7939, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7750, loss/aux0: 0.7750 2020-10-18 04:35:28,269 - mmaction - INFO - Epoch [40][520/792] lr: 3.750e-03, eta: 13:05:07, time: 0.512, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9000, loss_cls: 1.0804, loss: 1.0804, grad_norm: 4.4227, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7588, loss/aux0: 0.7588 2020-10-18 04:35:28,727 - mmaction - INFO - Epoch [40][520/792] lr: 3.750e-03, eta: 13:05:23, time: 0.515, data_time: 0.003, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9000, loss_cls: 1.0804, loss: 1.0804, grad_norm: 4.4167, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7618, loss/aux0: 0.7618 2020-10-18 04:35:48,074 - mmaction - INFO - Epoch [40][540/792] lr: 3.750e-03, eta: 13:04:48, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9016, loss_cls: 1.0480, loss: 1.0480, grad_norm: 4.5606, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-18 04:35:48,496 - mmaction - INFO - Epoch [40][540/792] lr: 3.750e-03, eta: 13:05:03, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9016, loss_cls: 1.0480, loss: 1.0480, grad_norm: 4.5402, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7762, loss/aux0: 0.7762 2020-10-18 04:36:07,817 - mmaction - INFO - Epoch [40][560/792] lr: 3.750e-03, eta: 13:04:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7427, top5_acc: 0.9089, loss_cls: 1.0231, loss: 1.0231, grad_norm: 4.4243, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7860, loss/aux0: 0.7860 2020-10-18 04:36:08,320 - mmaction - INFO - Epoch [40][560/792] lr: 3.750e-03, eta: 13:04:44, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7427, top5_acc: 0.9089, loss_cls: 1.0231, loss: 1.0231, grad_norm: 4.4307, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7908, loss/aux0: 0.7908 2020-10-18 04:36:27,728 - mmaction - INFO - Epoch [40][580/792] lr: 3.750e-03, eta: 13:04:09, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9031, loss_cls: 1.0225, loss: 1.0225, grad_norm: 4.4338, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7624, loss/aux0: 0.7624 2020-10-18 04:36:28,158 - mmaction - INFO - Epoch [40][580/792] lr: 3.750e-03, eta: 13:04:25, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9031, loss_cls: 1.0225, loss: 1.0225, grad_norm: 4.4375, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7607, loss/aux0: 0.7607 2020-10-18 04:36:47,598 - mmaction - INFO - Epoch [40][600/792] lr: 3.750e-03, eta: 13:03:50, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8964, loss_cls: 1.0894, loss: 1.0894, grad_norm: 4.5116, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7620, loss/aux0: 0.7620 2020-10-18 04:36:48,031 - mmaction - INFO - Epoch [40][600/792] lr: 3.750e-03, eta: 13:04:05, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8964, loss_cls: 1.0894, loss: 1.0894, grad_norm: 4.4968, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7615, loss/aux0: 0.7615 2020-10-18 04:37:07,591 - mmaction - INFO - Epoch [40][620/792] lr: 3.750e-03, eta: 13:03:31, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9068, loss_cls: 1.0027, loss: 1.0027, grad_norm: 4.3562, top1_acc/aux0: 0.8011, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7620, loss/aux0: 0.7620 2020-10-18 04:37:08,032 - mmaction - INFO - Epoch [40][620/792] lr: 3.750e-03, eta: 13:03:46, time: 0.509, data_time: 0.002, memory: 8335, top1_acc: 0.7354, top5_acc: 0.9068, loss_cls: 1.0027, loss: 1.0027, grad_norm: 4.3848, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7619, loss/aux0: 0.7619 2020-10-18 04:37:27,496 - mmaction - INFO - Epoch [40][640/792] lr: 3.750e-03, eta: 13:03:12, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7286, top5_acc: 0.8984, loss_cls: 1.0507, loss: 1.0507, grad_norm: 4.4981, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7615, loss/aux0: 0.7615 2020-10-18 04:37:27,919 - mmaction - INFO - Epoch [40][640/792] lr: 3.750e-03, eta: 13:03:27, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7286, top5_acc: 0.8984, loss_cls: 1.0507, loss: 1.0507, grad_norm: 4.5030, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7604, loss/aux0: 0.7604 2020-10-18 04:37:47,200 - mmaction - INFO - Epoch [40][660/792] lr: 3.750e-03, eta: 13:02:52, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9094, loss_cls: 1.0135, loss: 1.0135, grad_norm: 4.3405, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7572, loss/aux0: 0.7572 2020-10-18 04:37:47,664 - mmaction - INFO - Epoch [40][660/792] lr: 3.750e-03, eta: 13:03:07, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7260, top5_acc: 0.9094, loss_cls: 1.0135, loss: 1.0135, grad_norm: 4.3369, top1_acc/aux0: 0.7986, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7575, loss/aux0: 0.7575 2020-10-18 04:38:07,013 - mmaction - INFO - Epoch [40][680/792] lr: 3.750e-03, eta: 13:02:33, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7370, top5_acc: 0.9078, loss_cls: 1.0098, loss: 1.0098, grad_norm: 4.3923, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7700, loss/aux0: 0.7700 2020-10-18 04:38:07,447 - mmaction - INFO - Epoch [40][680/792] lr: 3.750e-03, eta: 13:02:48, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7370, top5_acc: 0.9078, loss_cls: 1.0098, loss: 1.0098, grad_norm: 4.4075, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7740, loss/aux0: 0.7740 2020-10-18 04:38:26,794 - mmaction - INFO - Epoch [40][700/792] lr: 3.750e-03, eta: 13:02:13, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7396, top5_acc: 0.9078, loss_cls: 1.0317, loss: 1.0317, grad_norm: 4.3979, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7722, loss/aux0: 0.7722 2020-10-18 04:38:27,207 - mmaction - INFO - Epoch [40][700/792] lr: 3.750e-03, eta: 13:02:28, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7396, top5_acc: 0.9078, loss_cls: 1.0317, loss: 1.0317, grad_norm: 4.4294, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7684, loss/aux0: 0.7684 2020-10-18 04:38:46,719 - mmaction - INFO - Epoch [40][720/792] lr: 3.750e-03, eta: 13:01:54, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9125, loss_cls: 0.9908, loss: 0.9908, grad_norm: 4.3609, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7581, loss/aux0: 0.7581 2020-10-18 04:38:47,146 - mmaction - INFO - Epoch [40][720/792] lr: 3.750e-03, eta: 13:02:09, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9125, loss_cls: 0.9908, loss: 0.9908, grad_norm: 4.3915, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7618, loss/aux0: 0.7618 2020-10-18 04:39:06,644 - mmaction - INFO - Epoch [40][740/792] lr: 3.750e-03, eta: 13:01:35, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9089, loss_cls: 1.0315, loss: 1.0315, grad_norm: 4.2935, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7555, loss/aux0: 0.7555 2020-10-18 04:39:07,067 - mmaction - INFO - Epoch [40][740/792] lr: 3.750e-03, eta: 13:01:50, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7240, top5_acc: 0.9089, loss_cls: 1.0315, loss: 1.0315, grad_norm: 4.2999, top1_acc/aux0: 0.7996, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7511, loss/aux0: 0.7511 2020-10-18 04:39:26,469 - mmaction - INFO - Epoch [40][760/792] lr: 3.750e-03, eta: 13:01:15, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0648, loss: 1.0648, grad_norm: 4.4013, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7616, loss/aux0: 0.7616 2020-10-18 04:39:26,914 - mmaction - INFO - Epoch [40][760/792] lr: 3.750e-03, eta: 13:01:30, time: 0.494, data_time: 0.004, memory: 8335, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0648, loss: 1.0648, grad_norm: 4.3909, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7636, loss/aux0: 0.7636 2020-10-18 04:39:46,205 - mmaction - INFO - Epoch [40][780/792] lr: 3.750e-03, eta: 13:00:55, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9073, loss_cls: 1.0750, loss: 1.0750, grad_norm: 4.3862, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7768, loss/aux0: 0.7768 2020-10-18 04:39:46,616 - mmaction - INFO - Epoch [40][780/792] lr: 3.750e-03, eta: 13:01:10, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.7266, top5_acc: 0.9073, loss_cls: 1.0750, loss: 1.0750, grad_norm: 4.3529, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7730, loss/aux0: 0.7730 2020-10-18 04:40:01,140 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-18 04:41:32,434 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 04:41:32,623 - mmaction - INFO - top1_acc 0.7617 top5_acc 0.9248 2020-10-18 04:41:32,624 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 04:41:32,697 - mmaction - INFO - mean_acc 0.7618 2020-10-18 04:41:32,697 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-10-18 04:41:32,722 - mmaction - INFO - Epoch(val) [40][792] top1_acc: 0.7617, top5_acc: 0.9248, mean_class_accuracy: 0.7618 2020-10-18 04:44:28,282 - mmaction - INFO - Epoch [41][20/792] lr: 3.750e-04, eta: 13:00:06, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9385, loss: 0.9385, grad_norm: 4.2027, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7528, loss/aux0: 0.7528 2020-10-18 04:44:28,686 - mmaction - INFO - Epoch [41][20/792] lr: 3.750e-04, eta: 13:00:21, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9385, loss: 0.9385, grad_norm: 4.1833, top1_acc/aux0: 0.8051, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7522, loss/aux0: 0.7522 2020-10-18 04:44:47,826 - mmaction - INFO - Epoch [41][40/792] lr: 3.750e-04, eta: 12:59:46, time: 0.484, data_time: 0.000, memory: 8335, top1_acc: 0.7552, top5_acc: 0.9125, loss_cls: 0.9466, loss: 0.9466, grad_norm: 4.2786, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7572, loss/aux0: 0.7572 2020-10-18 04:44:48,268 - mmaction - INFO - Epoch [41][40/792] lr: 3.750e-04, eta: 13:00:01, time: 0.488, data_time: 0.002, memory: 8335, top1_acc: 0.7552, top5_acc: 0.9125, loss_cls: 0.9466, loss: 0.9466, grad_norm: 4.3330, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7564, loss/aux0: 0.7564 2020-10-18 04:45:07,714 - mmaction - INFO - Epoch [41][60/792] lr: 3.750e-04, eta: 12:59:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9099, loss_cls: 0.9370, loss: 0.9370, grad_norm: 4.1754, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7204, loss/aux0: 0.7204 2020-10-18 04:45:08,141 - mmaction - INFO - Epoch [41][60/792] lr: 3.750e-04, eta: 12:59:41, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9099, loss_cls: 0.9370, loss: 0.9370, grad_norm: 4.1799, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.7206, loss/aux0: 0.7206 2020-10-18 04:45:27,484 - mmaction - INFO - Epoch [41][80/792] lr: 3.750e-04, eta: 12:59:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9146, loss_cls: 0.9019, loss: 0.9019, grad_norm: 4.2064, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7409, loss/aux0: 0.7409 2020-10-18 04:45:27,906 - mmaction - INFO - Epoch [41][80/792] lr: 3.750e-04, eta: 12:59:22, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9146, loss_cls: 0.9019, loss: 0.9019, grad_norm: 4.2338, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7456, loss/aux0: 0.7456 2020-10-18 04:45:47,297 - mmaction - INFO - Epoch [41][100/792] lr: 3.750e-04, eta: 12:58:47, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9313, loss_cls: 0.8520, loss: 0.8520, grad_norm: 4.1133, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7416, loss/aux0: 0.7416 2020-10-18 04:45:47,733 - mmaction - INFO - Epoch [41][100/792] lr: 3.750e-04, eta: 12:59:02, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9313, loss_cls: 0.8520, loss: 0.8520, grad_norm: 4.1061, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7346, loss/aux0: 0.7346 2020-10-18 04:46:07,316 - mmaction - INFO - Epoch [41][120/792] lr: 3.750e-04, eta: 12:58:28, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9198, loss_cls: 0.8977, loss: 0.8977, grad_norm: 4.2581, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7154, loss/aux0: 0.7154 2020-10-18 04:46:07,726 - mmaction - INFO - Epoch [41][120/792] lr: 3.750e-04, eta: 12:58:43, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9198, loss_cls: 0.8977, loss: 0.8977, grad_norm: 4.2268, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7162, loss/aux0: 0.7162 2020-10-18 04:46:27,078 - mmaction - INFO - Epoch [41][140/792] lr: 3.750e-04, eta: 12:58:08, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9177, loss_cls: 0.9601, loss: 0.9601, grad_norm: 4.2023, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7039, loss/aux0: 0.7039 2020-10-18 04:46:27,503 - mmaction - INFO - Epoch [41][140/792] lr: 3.750e-04, eta: 12:58:23, time: 0.490, data_time: 0.001, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9177, loss_cls: 0.9601, loss: 0.9601, grad_norm: 4.1808, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7037, loss/aux0: 0.7037 2020-10-18 04:46:46,890 - mmaction - INFO - Epoch [41][160/792] lr: 3.750e-04, eta: 12:57:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9167, loss_cls: 0.9213, loss: 0.9213, grad_norm: 4.2056, top1_acc/aux0: 0.8059, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7389, loss/aux0: 0.7389 2020-10-18 04:46:47,330 - mmaction - INFO - Epoch [41][160/792] lr: 3.750e-04, eta: 12:58:03, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9167, loss_cls: 0.9213, loss: 0.9213, grad_norm: 4.1902, top1_acc/aux0: 0.8053, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7396, loss/aux0: 0.7396 2020-10-18 04:47:06,811 - mmaction - INFO - Epoch [41][180/792] lr: 3.750e-04, eta: 12:57:29, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9177, loss_cls: 0.8964, loss: 0.8964, grad_norm: 4.1471, top1_acc/aux0: 0.8090, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7199, loss/aux0: 0.7199 2020-10-18 04:47:07,232 - mmaction - INFO - Epoch [41][180/792] lr: 3.750e-04, eta: 12:57:44, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9177, loss_cls: 0.8964, loss: 0.8964, grad_norm: 4.1406, top1_acc/aux0: 0.8087, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7193, loss/aux0: 0.7193 2020-10-18 04:47:26,775 - mmaction - INFO - Epoch [41][200/792] lr: 3.750e-04, eta: 12:57:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9234, loss_cls: 0.8509, loss: 0.8509, grad_norm: 4.0921, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7191, loss/aux0: 0.7191 2020-10-18 04:47:27,191 - mmaction - INFO - Epoch [41][200/792] lr: 3.750e-04, eta: 12:57:24, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9234, loss_cls: 0.8509, loss: 0.8509, grad_norm: 4.0714, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7222, loss/aux0: 0.7222 2020-10-18 04:47:46,725 - mmaction - INFO - Epoch [41][220/792] lr: 3.750e-04, eta: 12:56:50, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9271, loss_cls: 0.8643, loss: 0.8643, grad_norm: 4.2085, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7227, loss/aux0: 0.7227 2020-10-18 04:47:47,140 - mmaction - INFO - Epoch [41][220/792] lr: 3.750e-04, eta: 12:57:05, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9271, loss_cls: 0.8643, loss: 0.8643, grad_norm: 4.2365, top1_acc/aux0: 0.8101, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7215, loss/aux0: 0.7215 2020-10-18 04:48:06,600 - mmaction - INFO - Epoch [41][240/792] lr: 3.750e-04, eta: 12:56:31, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9203, loss_cls: 0.8924, loss: 0.8924, grad_norm: 4.1576, top1_acc/aux0: 0.8137, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7133, loss/aux0: 0.7133 2020-10-18 04:48:07,003 - mmaction - INFO - Epoch [41][240/792] lr: 3.750e-04, eta: 12:56:46, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9203, loss_cls: 0.8924, loss: 0.8924, grad_norm: 4.1731, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7085, loss/aux0: 0.7085 2020-10-18 04:48:26,321 - mmaction - INFO - Epoch [41][260/792] lr: 3.750e-04, eta: 12:56:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9276, loss_cls: 0.8564, loss: 0.8564, grad_norm: 4.1070, top1_acc/aux0: 0.8116, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7061, loss/aux0: 0.7061 2020-10-18 04:48:26,732 - mmaction - INFO - Epoch [41][260/792] lr: 3.750e-04, eta: 12:56:26, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9276, loss_cls: 0.8564, loss: 0.8564, grad_norm: 4.1130, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7084, loss/aux0: 0.7084 2020-10-18 04:48:46,359 - mmaction - INFO - Epoch [41][280/792] lr: 3.750e-04, eta: 12:55:52, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9136, loss: 0.9136, grad_norm: 4.1325, top1_acc/aux0: 0.8140, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.6900, loss/aux0: 0.6900 2020-10-18 04:48:46,781 - mmaction - INFO - Epoch [41][280/792] lr: 3.750e-04, eta: 12:56:07, time: 0.506, data_time: 0.003, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9136, loss: 0.9136, grad_norm: 4.1507, top1_acc/aux0: 0.8134, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6909, loss/aux0: 0.6909 2020-10-18 04:49:06,130 - mmaction - INFO - Epoch [41][300/792] lr: 3.750e-04, eta: 12:55:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9182, loss_cls: 0.8392, loss: 0.8392, grad_norm: 4.1232, top1_acc/aux0: 0.8142, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.6976, loss/aux0: 0.6976 2020-10-18 04:49:06,553 - mmaction - INFO - Epoch [41][300/792] lr: 3.750e-04, eta: 12:55:48, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9182, loss_cls: 0.8392, loss: 0.8392, grad_norm: 4.0831, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6970, loss/aux0: 0.6970 2020-10-18 04:49:26,201 - mmaction - INFO - Epoch [41][320/792] lr: 3.750e-04, eta: 12:55:14, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9156, loss_cls: 0.9138, loss: 0.9138, grad_norm: 4.0661, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.6994, loss/aux0: 0.6994 2020-10-18 04:49:26,637 - mmaction - INFO - Epoch [41][320/792] lr: 3.750e-04, eta: 12:55:28, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9156, loss_cls: 0.9138, loss: 0.9138, grad_norm: 4.0903, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7040, loss/aux0: 0.7040 2020-10-18 04:49:46,342 - mmaction - INFO - Epoch [41][340/792] lr: 3.750e-04, eta: 12:54:55, time: 0.509, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9255, loss_cls: 0.8566, loss: 0.8566, grad_norm: 4.1989, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7138, loss/aux0: 0.7138 2020-10-18 04:49:46,752 - mmaction - INFO - Epoch [41][340/792] lr: 3.750e-04, eta: 12:55:10, time: 0.508, data_time: 0.002, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9255, loss_cls: 0.8566, loss: 0.8566, grad_norm: 4.1722, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7115, loss/aux0: 0.7115 2020-10-18 04:50:06,059 - mmaction - INFO - Epoch [41][360/792] lr: 3.750e-04, eta: 12:54:35, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9297, loss_cls: 0.8319, loss: 0.8319, grad_norm: 4.1117, top1_acc/aux0: 0.8100, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7101, loss/aux0: 0.7101 2020-10-18 04:50:06,470 - mmaction - INFO - Epoch [41][360/792] lr: 3.750e-04, eta: 12:54:50, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9297, loss_cls: 0.8319, loss: 0.8319, grad_norm: 4.1136, top1_acc/aux0: 0.8100, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7088, loss/aux0: 0.7088 2020-10-18 04:50:25,871 - mmaction - INFO - Epoch [41][380/792] lr: 3.750e-04, eta: 12:54:16, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9198, loss_cls: 0.8755, loss: 0.8755, grad_norm: 4.1375, top1_acc/aux0: 0.8150, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.6927, loss/aux0: 0.6927 2020-10-18 04:50:26,283 - mmaction - INFO - Epoch [41][380/792] lr: 3.750e-04, eta: 12:54:30, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9198, loss_cls: 0.8755, loss: 0.8755, grad_norm: 4.1423, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.6943, loss/aux0: 0.6943 2020-10-18 04:50:45,769 - mmaction - INFO - Epoch [41][400/792] lr: 3.750e-04, eta: 12:53:56, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9130, loss_cls: 0.9008, loss: 0.9008, grad_norm: 3.9826, top1_acc/aux0: 0.8179, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-18 04:50:46,180 - mmaction - INFO - Epoch [41][400/792] lr: 3.750e-04, eta: 12:54:11, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9130, loss_cls: 0.9008, loss: 0.9008, grad_norm: 3.9825, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6889, loss/aux0: 0.6889 2020-10-18 04:51:05,638 - mmaction - INFO - Epoch [41][420/792] lr: 3.750e-04, eta: 12:53:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9167, loss_cls: 0.8873, loss: 0.8873, grad_norm: 4.0905, top1_acc/aux0: 0.8144, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6991, loss/aux0: 0.6991 2020-10-18 04:51:06,058 - mmaction - INFO - Epoch [41][420/792] lr: 3.750e-04, eta: 12:53:51, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9167, loss_cls: 0.8873, loss: 0.8873, grad_norm: 4.0875, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9392, loss_cls/aux0: 0.7002, loss/aux0: 0.7002 2020-10-18 04:51:25,495 - mmaction - INFO - Epoch [41][440/792] lr: 3.750e-04, eta: 12:53:17, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9281, loss_cls: 0.8249, loss: 0.8249, grad_norm: 4.0737, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6967, loss/aux0: 0.6967 2020-10-18 04:51:25,908 - mmaction - INFO - Epoch [41][440/792] lr: 3.750e-04, eta: 12:53:32, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9281, loss_cls: 0.8249, loss: 0.8249, grad_norm: 4.0681, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6922, loss/aux0: 0.6922 2020-10-18 04:51:45,289 - mmaction - INFO - Epoch [41][460/792] lr: 3.750e-04, eta: 12:52:58, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9182, loss_cls: 0.8974, loss: 0.8974, grad_norm: 4.1211, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6737, loss/aux0: 0.6737 2020-10-18 04:51:45,712 - mmaction - INFO - Epoch [41][460/792] lr: 3.750e-04, eta: 12:53:12, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9182, loss_cls: 0.8974, loss: 0.8974, grad_norm: 4.1250, top1_acc/aux0: 0.8178, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6783, loss/aux0: 0.6783 2020-10-18 04:52:05,150 - mmaction - INFO - Epoch [41][480/792] lr: 3.750e-04, eta: 12:52:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9203, loss_cls: 0.8626, loss: 0.8626, grad_norm: 4.1025, top1_acc/aux0: 0.8149, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6925, loss/aux0: 0.6925 2020-10-18 04:52:05,568 - mmaction - INFO - Epoch [41][480/792] lr: 3.750e-04, eta: 12:52:53, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9203, loss_cls: 0.8626, loss: 0.8626, grad_norm: 4.1383, top1_acc/aux0: 0.8134, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.6938, loss/aux0: 0.6938 2020-10-18 04:52:24,871 - mmaction - INFO - Epoch [41][500/792] lr: 3.750e-04, eta: 12:52:18, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9312, loss_cls: 0.8166, loss: 0.8166, grad_norm: 3.9776, top1_acc/aux0: 0.8140, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6880, loss/aux0: 0.6880 2020-10-18 04:52:25,292 - mmaction - INFO - Epoch [41][500/792] lr: 3.750e-04, eta: 12:52:33, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9312, loss_cls: 0.8166, loss: 0.8166, grad_norm: 4.0248, top1_acc/aux0: 0.8132, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.6941, loss/aux0: 0.6941 2020-10-18 04:52:44,641 - mmaction - INFO - Epoch [41][520/792] lr: 3.750e-04, eta: 12:51:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9141, loss_cls: 0.8926, loss: 0.8926, grad_norm: 4.1235, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7231, loss/aux0: 0.7231 2020-10-18 04:52:45,063 - mmaction - INFO - Epoch [41][520/792] lr: 3.750e-04, eta: 12:52:13, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9141, loss_cls: 0.8926, loss: 0.8926, grad_norm: 4.1294, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7165, loss/aux0: 0.7165 2020-10-18 04:53:04,590 - mmaction - INFO - Epoch [41][540/792] lr: 3.750e-04, eta: 12:51:39, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9167, loss_cls: 0.8917, loss: 0.8917, grad_norm: 4.0072, top1_acc/aux0: 0.8244, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-18 04:53:04,997 - mmaction - INFO - Epoch [41][540/792] lr: 3.750e-04, eta: 12:51:54, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9167, loss_cls: 0.8917, loss: 0.8917, grad_norm: 4.0364, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6616, loss/aux0: 0.6616 2020-10-18 04:53:24,450 - mmaction - INFO - Epoch [41][560/792] lr: 3.750e-04, eta: 12:51:20, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9286, loss_cls: 0.8268, loss: 0.8268, grad_norm: 4.0057, top1_acc/aux0: 0.8209, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6865, loss/aux0: 0.6865 2020-10-18 04:53:24,877 - mmaction - INFO - Epoch [41][560/792] lr: 3.750e-04, eta: 12:51:34, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9286, loss_cls: 0.8268, loss: 0.8268, grad_norm: 4.0211, top1_acc/aux0: 0.8210, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6914, loss/aux0: 0.6914 2020-10-18 04:53:44,263 - mmaction - INFO - Epoch [41][580/792] lr: 3.750e-04, eta: 12:51:00, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9297, loss_cls: 0.7954, loss: 0.7954, grad_norm: 4.1007, top1_acc/aux0: 0.8178, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6830, loss/aux0: 0.6830 2020-10-18 04:53:44,705 - mmaction - INFO - Epoch [41][580/792] lr: 3.750e-04, eta: 12:51:14, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9297, loss_cls: 0.7954, loss: 0.7954, grad_norm: 4.0879, top1_acc/aux0: 0.8175, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6800, loss/aux0: 0.6800 2020-10-18 04:54:04,086 - mmaction - INFO - Epoch [41][600/792] lr: 3.750e-04, eta: 12:50:40, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9302, loss_cls: 0.8556, loss: 0.8556, grad_norm: 4.0987, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.6897, loss/aux0: 0.6897 2020-10-18 04:54:04,533 - mmaction - INFO - Epoch [41][600/792] lr: 3.750e-04, eta: 12:50:55, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9302, loss_cls: 0.8556, loss: 0.8556, grad_norm: 4.1412, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6921, loss/aux0: 0.6921 2020-10-18 04:54:23,932 - mmaction - INFO - Epoch [41][620/792] lr: 3.750e-04, eta: 12:50:21, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9297, loss_cls: 0.8620, loss: 0.8620, grad_norm: 4.1835, top1_acc/aux0: 0.8084, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7218, loss/aux0: 0.7218 2020-10-18 04:54:24,371 - mmaction - INFO - Epoch [41][620/792] lr: 3.750e-04, eta: 12:50:35, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9297, loss_cls: 0.8620, loss: 0.8620, grad_norm: 4.1804, top1_acc/aux0: 0.8090, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7194, loss/aux0: 0.7194 2020-10-18 04:54:43,727 - mmaction - INFO - Epoch [41][640/792] lr: 3.750e-04, eta: 12:50:01, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9203, loss_cls: 0.8684, loss: 0.8684, grad_norm: 4.1561, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6674, loss/aux0: 0.6674 2020-10-18 04:54:44,152 - mmaction - INFO - Epoch [41][640/792] lr: 3.750e-04, eta: 12:50:16, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9203, loss_cls: 0.8684, loss: 0.8684, grad_norm: 4.1357, top1_acc/aux0: 0.8196, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6695, loss/aux0: 0.6695 2020-10-18 04:55:03,544 - mmaction - INFO - Epoch [41][660/792] lr: 3.750e-04, eta: 12:49:42, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9292, loss_cls: 0.8287, loss: 0.8287, grad_norm: 4.0935, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6994, loss/aux0: 0.6994 2020-10-18 04:55:03,958 - mmaction - INFO - Epoch [41][660/792] lr: 3.750e-04, eta: 12:49:56, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9292, loss_cls: 0.8287, loss: 0.8287, grad_norm: 4.1047, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7000, loss/aux0: 0.7000 2020-10-18 04:55:23,647 - mmaction - INFO - Epoch [41][680/792] lr: 3.750e-04, eta: 12:49:22, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9323, loss_cls: 0.8030, loss: 0.8030, grad_norm: 4.0299, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6627, loss/aux0: 0.6627 2020-10-18 04:55:24,072 - mmaction - INFO - Epoch [41][680/792] lr: 3.750e-04, eta: 12:49:37, time: 0.507, data_time: 0.003, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9323, loss_cls: 0.8030, loss: 0.8030, grad_norm: 4.0265, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6614, loss/aux0: 0.6614 2020-10-18 04:55:43,476 - mmaction - INFO - Epoch [41][700/792] lr: 3.750e-04, eta: 12:49:03, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9323, loss_cls: 0.8161, loss: 0.8161, grad_norm: 4.1017, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6827, loss/aux0: 0.6827 2020-10-18 04:55:43,890 - mmaction - INFO - Epoch [41][700/792] lr: 3.750e-04, eta: 12:49:17, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9323, loss_cls: 0.8161, loss: 0.8161, grad_norm: 4.0521, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6752, loss/aux0: 0.6752 2020-10-18 04:56:03,327 - mmaction - INFO - Epoch [41][720/792] lr: 3.750e-04, eta: 12:48:43, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9125, loss_cls: 0.9281, loss: 0.9281, grad_norm: 4.1743, top1_acc/aux0: 0.8183, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6841, loss/aux0: 0.6841 2020-10-18 04:56:03,743 - mmaction - INFO - Epoch [41][720/792] lr: 3.750e-04, eta: 12:48:58, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9125, loss_cls: 0.9281, loss: 0.9281, grad_norm: 4.1639, top1_acc/aux0: 0.8168, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.6898, loss/aux0: 0.6898 2020-10-18 04:56:23,393 - mmaction - INFO - Epoch [41][740/792] lr: 3.750e-04, eta: 12:48:24, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9260, loss_cls: 0.8252, loss: 0.8252, grad_norm: 4.1761, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6930, loss/aux0: 0.6930 2020-10-18 04:56:23,807 - mmaction - INFO - Epoch [41][740/792] lr: 3.750e-04, eta: 12:48:39, time: 0.508, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9260, loss_cls: 0.8252, loss: 0.8252, grad_norm: 4.1941, top1_acc/aux0: 0.8162, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6954, loss/aux0: 0.6954 2020-10-18 04:56:43,284 - mmaction - INFO - Epoch [41][760/792] lr: 3.750e-04, eta: 12:48:05, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9276, loss_cls: 0.8186, loss: 0.8186, grad_norm: 3.9948, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6722, loss/aux0: 0.6722 2020-10-18 04:56:43,703 - mmaction - INFO - Epoch [41][760/792] lr: 3.750e-04, eta: 12:48:20, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9276, loss_cls: 0.8186, loss: 0.8186, grad_norm: 3.9896, top1_acc/aux0: 0.8225, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6695, loss/aux0: 0.6695 2020-10-18 04:57:03,000 - mmaction - INFO - Epoch [41][780/792] lr: 3.750e-04, eta: 12:47:46, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9214, loss_cls: 0.8640, loss: 0.8640, grad_norm: 4.2248, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6716, loss/aux0: 0.6716 2020-10-18 04:57:03,409 - mmaction - INFO - Epoch [41][780/792] lr: 3.750e-04, eta: 12:48:00, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9214, loss_cls: 0.8640, loss: 0.8640, grad_norm: 4.2555, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6746, loss/aux0: 0.6746 2020-10-18 04:57:21,897 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-10-18 05:00:31,928 - mmaction - INFO - Epoch [42][20/792] lr: 3.750e-04, eta: 12:46:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9266, loss_cls: 0.8354, loss: 0.8354, grad_norm: 4.0962, top1_acc/aux0: 0.8235, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6653, loss/aux0: 0.6653 2020-10-18 05:00:32,354 - mmaction - INFO - Epoch [42][20/792] lr: 3.750e-04, eta: 12:47:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9266, loss_cls: 0.8354, loss: 0.8354, grad_norm: 4.1154, top1_acc/aux0: 0.8223, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6717, loss/aux0: 0.6717 2020-10-18 05:00:51,558 - mmaction - INFO - Epoch [42][40/792] lr: 3.750e-04, eta: 12:46:38, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9214, loss_cls: 0.8603, loss: 0.8603, grad_norm: 4.1109, top1_acc/aux0: 0.8192, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6819, loss/aux0: 0.6819 2020-10-18 05:00:51,967 - mmaction - INFO - Epoch [42][40/792] lr: 3.750e-04, eta: 12:46:52, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9214, loss_cls: 0.8603, loss: 0.8603, grad_norm: 4.1128, top1_acc/aux0: 0.8199, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6769, loss/aux0: 0.6769 2020-10-18 05:01:11,481 - mmaction - INFO - Epoch [42][60/792] lr: 3.750e-04, eta: 12:46:18, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9312, loss_cls: 0.8279, loss: 0.8279, grad_norm: 4.1388, top1_acc/aux0: 0.8217, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6752, loss/aux0: 0.6752 2020-10-18 05:01:11,941 - mmaction - INFO - Epoch [42][60/792] lr: 3.750e-04, eta: 12:46:32, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9312, loss_cls: 0.8279, loss: 0.8279, grad_norm: 4.1869, top1_acc/aux0: 0.8205, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6779, loss/aux0: 0.6779 2020-10-18 05:01:31,483 - mmaction - INFO - Epoch [42][80/792] lr: 3.750e-04, eta: 12:45:59, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9354, loss_cls: 0.8343, loss: 0.8343, grad_norm: 4.1806, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7042, loss/aux0: 0.7042 2020-10-18 05:01:31,921 - mmaction - INFO - Epoch [42][80/792] lr: 3.750e-04, eta: 12:46:13, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9354, loss_cls: 0.8343, loss: 0.8343, grad_norm: 4.1797, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7022, loss/aux0: 0.7022 2020-10-18 05:01:51,381 - mmaction - INFO - Epoch [42][100/792] lr: 3.750e-04, eta: 12:45:40, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9370, loss_cls: 0.7675, loss: 0.7675, grad_norm: 4.1752, top1_acc/aux0: 0.8158, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7012, loss/aux0: 0.7012 2020-10-18 05:01:51,790 - mmaction - INFO - Epoch [42][100/792] lr: 3.750e-04, eta: 12:45:54, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9370, loss_cls: 0.7675, loss: 0.7675, grad_norm: 4.1613, top1_acc/aux0: 0.8162, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6986, loss/aux0: 0.6986 2020-10-18 05:02:11,232 - mmaction - INFO - Epoch [42][120/792] lr: 3.750e-04, eta: 12:45:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9307, loss_cls: 0.8028, loss: 0.8028, grad_norm: 3.9588, top1_acc/aux0: 0.8231, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6641, loss/aux0: 0.6641 2020-10-18 05:02:11,655 - mmaction - INFO - Epoch [42][120/792] lr: 3.750e-04, eta: 12:45:34, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9307, loss_cls: 0.8028, loss: 0.8028, grad_norm: 3.9934, top1_acc/aux0: 0.8218, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6645, loss/aux0: 0.6645 2020-10-18 05:02:31,201 - mmaction - INFO - Epoch [42][140/792] lr: 3.750e-04, eta: 12:45:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9193, loss_cls: 0.8974, loss: 0.8974, grad_norm: 4.1599, top1_acc/aux0: 0.8238, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6624, loss/aux0: 0.6624 2020-10-18 05:02:31,608 - mmaction - INFO - Epoch [42][140/792] lr: 3.750e-04, eta: 12:45:15, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9193, loss_cls: 0.8974, loss: 0.8974, grad_norm: 4.1605, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6589, loss/aux0: 0.6589 2020-10-18 05:02:51,089 - mmaction - INFO - Epoch [42][160/792] lr: 3.750e-04, eta: 12:44:41, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9245, loss_cls: 0.8245, loss: 0.8245, grad_norm: 4.1049, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.6947, loss/aux0: 0.6947 2020-10-18 05:02:51,504 - mmaction - INFO - Epoch [42][160/792] lr: 3.750e-04, eta: 12:44:55, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9245, loss_cls: 0.8245, loss: 0.8245, grad_norm: 4.0983, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.6957, loss/aux0: 0.6957 2020-10-18 05:03:10,914 - mmaction - INFO - Epoch [42][180/792] lr: 3.750e-04, eta: 12:44:22, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9318, loss_cls: 0.7968, loss: 0.7968, grad_norm: 4.1799, top1_acc/aux0: 0.8162, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.6919, loss/aux0: 0.6919 2020-10-18 05:03:11,338 - mmaction - INFO - Epoch [42][180/792] lr: 3.750e-04, eta: 12:44:36, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9318, loss_cls: 0.7968, loss: 0.7968, grad_norm: 4.1527, top1_acc/aux0: 0.8149, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6952, loss/aux0: 0.6952 2020-10-18 05:03:30,833 - mmaction - INFO - Epoch [42][200/792] lr: 3.750e-04, eta: 12:44:02, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9318, loss_cls: 0.8033, loss: 0.8033, grad_norm: 4.1498, top1_acc/aux0: 0.8192, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6729, loss/aux0: 0.6729 2020-10-18 05:03:31,268 - mmaction - INFO - Epoch [42][200/792] lr: 3.750e-04, eta: 12:44:17, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9318, loss_cls: 0.8033, loss: 0.8033, grad_norm: 4.1671, top1_acc/aux0: 0.8191, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6748, loss/aux0: 0.6748 2020-10-18 05:03:50,670 - mmaction - INFO - Epoch [42][220/792] lr: 3.750e-04, eta: 12:43:43, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9380, loss_cls: 0.7562, loss: 0.7562, grad_norm: 4.0562, top1_acc/aux0: 0.8191, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6834, loss/aux0: 0.6834 2020-10-18 05:03:51,090 - mmaction - INFO - Epoch [42][220/792] lr: 3.750e-04, eta: 12:43:57, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9380, loss_cls: 0.7562, loss: 0.7562, grad_norm: 4.0546, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6777, loss/aux0: 0.6777 2020-10-18 05:04:10,702 - mmaction - INFO - Epoch [42][240/792] lr: 3.750e-04, eta: 12:43:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.8121, loss: 0.8121, grad_norm: 4.1691, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6730, loss/aux0: 0.6730 2020-10-18 05:04:11,117 - mmaction - INFO - Epoch [42][240/792] lr: 3.750e-04, eta: 12:43:38, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.8121, loss: 0.8121, grad_norm: 4.1945, top1_acc/aux0: 0.8153, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6789, loss/aux0: 0.6789 2020-10-18 05:04:30,456 - mmaction - INFO - Epoch [42][260/792] lr: 3.750e-04, eta: 12:43:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9193, loss_cls: 0.8631, loss: 0.8631, grad_norm: 4.1778, top1_acc/aux0: 0.8207, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6794, loss/aux0: 0.6794 2020-10-18 05:04:30,877 - mmaction - INFO - Epoch [42][260/792] lr: 3.750e-04, eta: 12:43:18, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9193, loss_cls: 0.8631, loss: 0.8631, grad_norm: 4.1039, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6739, loss/aux0: 0.6739 2020-10-18 05:04:50,272 - mmaction - INFO - Epoch [42][280/792] lr: 3.750e-04, eta: 12:42:45, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8670, loss: 0.8670, grad_norm: 4.1061, top1_acc/aux0: 0.8206, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6706, loss/aux0: 0.6706 2020-10-18 05:04:50,688 - mmaction - INFO - Epoch [42][280/792] lr: 3.750e-04, eta: 12:42:59, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8670, loss: 0.8670, grad_norm: 4.1082, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6748, loss/aux0: 0.6748 2020-10-18 05:05:10,097 - mmaction - INFO - Epoch [42][300/792] lr: 3.750e-04, eta: 12:42:25, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9286, loss_cls: 0.8004, loss: 0.8004, grad_norm: 4.1360, top1_acc/aux0: 0.8176, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6847, loss/aux0: 0.6847 2020-10-18 05:05:10,527 - mmaction - INFO - Epoch [42][300/792] lr: 3.750e-04, eta: 12:42:39, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9286, loss_cls: 0.8004, loss: 0.8004, grad_norm: 4.1462, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6854, loss/aux0: 0.6854 2020-10-18 05:05:29,976 - mmaction - INFO - Epoch [42][320/792] lr: 3.750e-04, eta: 12:42:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9276, loss_cls: 0.8659, loss: 0.8659, grad_norm: 4.2992, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.7110, loss/aux0: 0.7110 2020-10-18 05:05:30,405 - mmaction - INFO - Epoch [42][320/792] lr: 3.750e-04, eta: 12:42:20, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9276, loss_cls: 0.8659, loss: 0.8659, grad_norm: 4.2882, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.7065, loss/aux0: 0.7065 2020-10-18 05:05:49,830 - mmaction - INFO - Epoch [42][340/792] lr: 3.750e-04, eta: 12:41:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9208, loss_cls: 0.8726, loss: 0.8726, grad_norm: 4.2077, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6906, loss/aux0: 0.6906 2020-10-18 05:05:50,251 - mmaction - INFO - Epoch [42][340/792] lr: 3.750e-04, eta: 12:42:00, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9208, loss_cls: 0.8726, loss: 0.8726, grad_norm: 4.1959, top1_acc/aux0: 0.8140, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6964, loss/aux0: 0.6964 2020-10-18 05:06:09,846 - mmaction - INFO - Epoch [42][360/792] lr: 3.750e-04, eta: 12:41:27, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9307, loss_cls: 0.7900, loss: 0.7900, grad_norm: 4.1029, top1_acc/aux0: 0.8163, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7081, loss/aux0: 0.7081 2020-10-18 05:06:10,260 - mmaction - INFO - Epoch [42][360/792] lr: 3.750e-04, eta: 12:41:41, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9307, loss_cls: 0.7900, loss: 0.7900, grad_norm: 4.1259, top1_acc/aux0: 0.8144, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.7106, loss/aux0: 0.7106 2020-10-18 05:06:29,804 - mmaction - INFO - Epoch [42][380/792] lr: 3.750e-04, eta: 12:41:08, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9260, loss_cls: 0.8124, loss: 0.8124, grad_norm: 4.2183, top1_acc/aux0: 0.8166, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6973, loss/aux0: 0.6973 2020-10-18 05:06:30,225 - mmaction - INFO - Epoch [42][380/792] lr: 3.750e-04, eta: 12:41:22, time: 0.508, data_time: 0.002, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9260, loss_cls: 0.8124, loss: 0.8124, grad_norm: 4.2339, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6914, loss/aux0: 0.6914 2020-10-18 05:06:49,768 - mmaction - INFO - Epoch [42][400/792] lr: 3.750e-04, eta: 12:40:48, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9151, loss_cls: 0.8677, loss: 0.8677, grad_norm: 4.1465, top1_acc/aux0: 0.8158, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6921, loss/aux0: 0.6921 2020-10-18 05:06:50,181 - mmaction - INFO - Epoch [42][400/792] lr: 3.750e-04, eta: 12:41:02, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9151, loss_cls: 0.8677, loss: 0.8677, grad_norm: 4.1341, top1_acc/aux0: 0.8170, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6875, loss/aux0: 0.6875 2020-10-18 05:07:09,547 - mmaction - INFO - Epoch [42][420/792] lr: 3.750e-04, eta: 12:40:29, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9302, loss_cls: 0.8025, loss: 0.8025, grad_norm: 4.1094, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6639, loss/aux0: 0.6639 2020-10-18 05:07:09,967 - mmaction - INFO - Epoch [42][420/792] lr: 3.750e-04, eta: 12:40:43, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9302, loss_cls: 0.8025, loss: 0.8025, grad_norm: 4.0763, top1_acc/aux0: 0.8209, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6665, loss/aux0: 0.6665 2020-10-18 05:07:29,367 - mmaction - INFO - Epoch [42][440/792] lr: 3.750e-04, eta: 12:40:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9255, loss_cls: 0.8713, loss: 0.8713, grad_norm: 4.1134, top1_acc/aux0: 0.8225, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6653, loss/aux0: 0.6653 2020-10-18 05:07:29,803 - mmaction - INFO - Epoch [42][440/792] lr: 3.750e-04, eta: 12:40:23, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9255, loss_cls: 0.8713, loss: 0.8713, grad_norm: 4.1073, top1_acc/aux0: 0.8226, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6683, loss/aux0: 0.6683 2020-10-18 05:07:49,331 - mmaction - INFO - Epoch [42][460/792] lr: 3.750e-04, eta: 12:39:50, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9161, loss_cls: 0.9079, loss: 0.9079, grad_norm: 4.1184, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6714, loss/aux0: 0.6714 2020-10-18 05:07:49,739 - mmaction - INFO - Epoch [42][460/792] lr: 3.750e-04, eta: 12:40:04, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9161, loss_cls: 0.9079, loss: 0.9079, grad_norm: 4.1515, top1_acc/aux0: 0.8222, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6725, loss/aux0: 0.6725 2020-10-18 05:08:09,087 - mmaction - INFO - Epoch [42][480/792] lr: 3.750e-04, eta: 12:39:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9276, loss_cls: 0.8115, loss: 0.8115, grad_norm: 4.0774, top1_acc/aux0: 0.8204, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6740, loss/aux0: 0.6740 2020-10-18 05:08:09,509 - mmaction - INFO - Epoch [42][480/792] lr: 3.750e-04, eta: 12:39:45, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9276, loss_cls: 0.8115, loss: 0.8115, grad_norm: 4.0737, top1_acc/aux0: 0.8217, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6708, loss/aux0: 0.6708 2020-10-18 05:08:29,071 - mmaction - INFO - Epoch [42][500/792] lr: 3.750e-04, eta: 12:39:11, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9307, loss_cls: 0.8095, loss: 0.8095, grad_norm: 4.0517, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6562, loss/aux0: 0.6562 2020-10-18 05:08:29,499 - mmaction - INFO - Epoch [42][500/792] lr: 3.750e-04, eta: 12:39:25, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9307, loss_cls: 0.8095, loss: 0.8095, grad_norm: 4.0066, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6541, loss/aux0: 0.6541 2020-10-18 05:08:48,800 - mmaction - INFO - Epoch [42][520/792] lr: 3.750e-04, eta: 12:38:52, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9323, loss_cls: 0.8197, loss: 0.8197, grad_norm: 4.1667, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6780, loss/aux0: 0.6780 2020-10-18 05:08:49,234 - mmaction - INFO - Epoch [42][520/792] lr: 3.750e-04, eta: 12:39:05, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9323, loss_cls: 0.8197, loss: 0.8197, grad_norm: 4.2178, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6878, loss/aux0: 0.6878 2020-10-18 05:09:08,794 - mmaction - INFO - Epoch [42][540/792] lr: 3.750e-04, eta: 12:38:32, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9266, loss_cls: 0.8322, loss: 0.8322, grad_norm: 4.1804, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6718, loss/aux0: 0.6718 2020-10-18 05:09:09,204 - mmaction - INFO - Epoch [42][540/792] lr: 3.750e-04, eta: 12:38:46, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9266, loss_cls: 0.8322, loss: 0.8322, grad_norm: 4.1227, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6599, loss/aux0: 0.6599 2020-10-18 05:09:28,582 - mmaction - INFO - Epoch [42][560/792] lr: 3.750e-04, eta: 12:38:13, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9318, loss_cls: 0.8358, loss: 0.8358, grad_norm: 4.2628, top1_acc/aux0: 0.8200, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6663, loss/aux0: 0.6663 2020-10-18 05:09:29,029 - mmaction - INFO - Epoch [42][560/792] lr: 3.750e-04, eta: 12:38:26, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9318, loss_cls: 0.8358, loss: 0.8358, grad_norm: 4.2609, top1_acc/aux0: 0.8175, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6744, loss/aux0: 0.6744 2020-10-18 05:09:48,602 - mmaction - INFO - Epoch [42][580/792] lr: 3.750e-04, eta: 12:37:53, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9240, loss_cls: 0.8428, loss: 0.8428, grad_norm: 4.1848, top1_acc/aux0: 0.8197, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6644, loss/aux0: 0.6644 2020-10-18 05:09:49,020 - mmaction - INFO - Epoch [42][580/792] lr: 3.750e-04, eta: 12:38:07, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9240, loss_cls: 0.8428, loss: 0.8428, grad_norm: 4.1398, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6582, loss/aux0: 0.6582 2020-10-18 05:10:08,392 - mmaction - INFO - Epoch [42][600/792] lr: 3.750e-04, eta: 12:37:34, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9318, loss_cls: 0.8157, loss: 0.8157, grad_norm: 4.1169, top1_acc/aux0: 0.8231, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6548, loss/aux0: 0.6548 2020-10-18 05:10:08,802 - mmaction - INFO - Epoch [42][600/792] lr: 3.750e-04, eta: 12:37:48, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9318, loss_cls: 0.8157, loss: 0.8157, grad_norm: 4.1630, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6625, loss/aux0: 0.6625 2020-10-18 05:10:28,298 - mmaction - INFO - Epoch [42][620/792] lr: 3.750e-04, eta: 12:37:15, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9141, loss_cls: 0.8906, loss: 0.8906, grad_norm: 4.2450, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6805, loss/aux0: 0.6805 2020-10-18 05:10:28,711 - mmaction - INFO - Epoch [42][620/792] lr: 3.750e-04, eta: 12:37:28, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9141, loss_cls: 0.8906, loss: 0.8906, grad_norm: 4.2010, top1_acc/aux0: 0.8189, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6718, loss/aux0: 0.6718 2020-10-18 05:10:48,059 - mmaction - INFO - Epoch [42][640/792] lr: 3.750e-04, eta: 12:36:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9240, loss_cls: 0.8433, loss: 0.8433, grad_norm: 4.1233, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6710, loss/aux0: 0.6710 2020-10-18 05:10:48,472 - mmaction - INFO - Epoch [42][640/792] lr: 3.750e-04, eta: 12:37:09, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9240, loss_cls: 0.8433, loss: 0.8433, grad_norm: 4.1452, top1_acc/aux0: 0.8212, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6771, loss/aux0: 0.6771 2020-10-18 05:11:07,928 - mmaction - INFO - Epoch [42][660/792] lr: 3.750e-04, eta: 12:36:35, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9214, loss_cls: 0.8436, loss: 0.8436, grad_norm: 4.0352, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6612, loss/aux0: 0.6612 2020-10-18 05:11:08,354 - mmaction - INFO - Epoch [42][660/792] lr: 3.750e-04, eta: 12:36:49, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9214, loss_cls: 0.8436, loss: 0.8436, grad_norm: 4.0958, top1_acc/aux0: 0.8228, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6668, loss/aux0: 0.6668 2020-10-18 05:11:27,816 - mmaction - INFO - Epoch [42][680/792] lr: 3.750e-04, eta: 12:36:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9271, loss_cls: 0.8087, loss: 0.8087, grad_norm: 4.0921, top1_acc/aux0: 0.8256, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6550, loss/aux0: 0.6550 2020-10-18 05:11:28,233 - mmaction - INFO - Epoch [42][680/792] lr: 3.750e-04, eta: 12:36:30, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9271, loss_cls: 0.8087, loss: 0.8087, grad_norm: 4.1033, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6505, loss/aux0: 0.6505 2020-10-18 05:11:47,837 - mmaction - INFO - Epoch [42][700/792] lr: 3.750e-04, eta: 12:35:56, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9172, loss_cls: 0.8462, loss: 0.8462, grad_norm: 4.1207, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6604, loss/aux0: 0.6604 2020-10-18 05:11:48,242 - mmaction - INFO - Epoch [42][700/792] lr: 3.750e-04, eta: 12:36:10, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9172, loss_cls: 0.8462, loss: 0.8462, grad_norm: 4.1476, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6587, loss/aux0: 0.6587 2020-10-18 05:12:07,704 - mmaction - INFO - Epoch [42][720/792] lr: 3.750e-04, eta: 12:35:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9307, loss_cls: 0.8097, loss: 0.8097, grad_norm: 4.0959, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6455, loss/aux0: 0.6455 2020-10-18 05:12:08,118 - mmaction - INFO - Epoch [42][720/792] lr: 3.750e-04, eta: 12:35:51, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9307, loss_cls: 0.8097, loss: 0.8097, grad_norm: 4.0699, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-18 05:12:27,534 - mmaction - INFO - Epoch [42][740/792] lr: 3.750e-04, eta: 12:35:17, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9271, loss_cls: 0.8672, loss: 0.8672, grad_norm: 4.2251, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6558, loss/aux0: 0.6558 2020-10-18 05:12:27,942 - mmaction - INFO - Epoch [42][740/792] lr: 3.750e-04, eta: 12:35:31, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9271, loss_cls: 0.8672, loss: 0.8672, grad_norm: 4.2186, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6570, loss/aux0: 0.6570 2020-10-18 05:12:47,357 - mmaction - INFO - Epoch [42][760/792] lr: 3.750e-04, eta: 12:34:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9344, loss_cls: 0.7863, loss: 0.7863, grad_norm: 4.1563, top1_acc/aux0: 0.8233, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6646, loss/aux0: 0.6646 2020-10-18 05:12:47,804 - mmaction - INFO - Epoch [42][760/792] lr: 3.750e-04, eta: 12:35:12, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9344, loss_cls: 0.7863, loss: 0.7863, grad_norm: 4.1797, top1_acc/aux0: 0.8218, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6664, loss/aux0: 0.6664 2020-10-18 05:13:07,280 - mmaction - INFO - Epoch [42][780/792] lr: 3.750e-04, eta: 12:34:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9302, loss_cls: 0.8162, loss: 0.8162, grad_norm: 4.1001, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6548, loss/aux0: 0.6548 2020-10-18 05:13:07,723 - mmaction - INFO - Epoch [42][780/792] lr: 3.750e-04, eta: 12:34:52, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9302, loss_cls: 0.8162, loss: 0.8162, grad_norm: 4.1353, top1_acc/aux0: 0.8230, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6576, loss/aux0: 0.6576 2020-10-18 05:13:21,596 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-10-18 05:16:01,972 - mmaction - INFO - Epoch [43][20/792] lr: 3.750e-04, eta: 12:33:51, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9187, loss_cls: 0.8452, loss: 0.8452, grad_norm: 4.2304, top1_acc/aux0: 0.8226, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6654, loss/aux0: 0.6654 2020-10-18 05:16:02,411 - mmaction - INFO - Epoch [43][20/792] lr: 3.750e-04, eta: 12:34:04, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9187, loss_cls: 0.8452, loss: 0.8452, grad_norm: 4.1908, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6642, loss/aux0: 0.6642 2020-10-18 05:16:21,575 - mmaction - INFO - Epoch [43][40/792] lr: 3.750e-04, eta: 12:33:31, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9193, loss_cls: 0.8703, loss: 0.8703, grad_norm: 4.1615, top1_acc/aux0: 0.8244, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6539, loss/aux0: 0.6539 2020-10-18 05:16:21,997 - mmaction - INFO - Epoch [43][40/792] lr: 3.750e-04, eta: 12:33:44, time: 0.488, data_time: 0.001, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9193, loss_cls: 0.8703, loss: 0.8703, grad_norm: 4.1376, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6518, loss/aux0: 0.6518 2020-10-18 05:16:41,248 - mmaction - INFO - Epoch [43][60/792] lr: 3.750e-04, eta: 12:33:11, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9234, loss_cls: 0.8499, loss: 0.8499, grad_norm: 4.1168, top1_acc/aux0: 0.8225, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6735, loss/aux0: 0.6735 2020-10-18 05:16:41,663 - mmaction - INFO - Epoch [43][60/792] lr: 3.750e-04, eta: 12:33:24, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9234, loss_cls: 0.8499, loss: 0.8499, grad_norm: 4.1339, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6748, loss/aux0: 0.6748 2020-10-18 05:17:01,106 - mmaction - INFO - Epoch [43][80/792] lr: 3.750e-04, eta: 12:32:51, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9318, loss_cls: 0.7976, loss: 0.7976, grad_norm: 4.0187, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6436, loss/aux0: 0.6436 2020-10-18 05:17:01,531 - mmaction - INFO - Epoch [43][80/792] lr: 3.750e-04, eta: 12:33:05, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9318, loss_cls: 0.7976, loss: 0.7976, grad_norm: 4.0490, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6458, loss/aux0: 0.6458 2020-10-18 05:17:20,921 - mmaction - INFO - Epoch [43][100/792] lr: 3.750e-04, eta: 12:32:32, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9260, loss_cls: 0.8031, loss: 0.8031, grad_norm: 4.1601, top1_acc/aux0: 0.8134, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6831, loss/aux0: 0.6831 2020-10-18 05:17:21,351 - mmaction - INFO - Epoch [43][100/792] lr: 3.750e-04, eta: 12:32:46, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9260, loss_cls: 0.8031, loss: 0.8031, grad_norm: 4.1507, top1_acc/aux0: 0.8140, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6800, loss/aux0: 0.6800 2020-10-18 05:17:40,687 - mmaction - INFO - Epoch [43][120/792] lr: 3.750e-04, eta: 12:32:13, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9385, loss_cls: 0.7659, loss: 0.7659, grad_norm: 4.1279, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6606, loss/aux0: 0.6606 2020-10-18 05:17:41,139 - mmaction - INFO - Epoch [43][120/792] lr: 3.750e-04, eta: 12:32:26, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9385, loss_cls: 0.7659, loss: 0.7659, grad_norm: 4.1585, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6656, loss/aux0: 0.6656 2020-10-18 05:18:00,547 - mmaction - INFO - Epoch [43][140/792] lr: 3.750e-04, eta: 12:31:53, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9344, loss_cls: 0.7727, loss: 0.7727, grad_norm: 4.3075, top1_acc/aux0: 0.8199, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6706, loss/aux0: 0.6706 2020-10-18 05:18:00,954 - mmaction - INFO - Epoch [43][140/792] lr: 3.750e-04, eta: 12:32:07, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9344, loss_cls: 0.7727, loss: 0.7727, grad_norm: 4.3139, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6711, loss/aux0: 0.6711 2020-10-18 05:18:20,304 - mmaction - INFO - Epoch [43][160/792] lr: 3.750e-04, eta: 12:31:33, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9245, loss_cls: 0.8239, loss: 0.8239, grad_norm: 4.3000, top1_acc/aux0: 0.8217, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6690, loss/aux0: 0.6690 2020-10-18 05:18:20,713 - mmaction - INFO - Epoch [43][160/792] lr: 3.750e-04, eta: 12:31:47, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9245, loss_cls: 0.8239, loss: 0.8239, grad_norm: 4.1770, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-18 05:18:40,229 - mmaction - INFO - Epoch [43][180/792] lr: 3.750e-04, eta: 12:31:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9375, loss_cls: 0.7780, loss: 0.7780, grad_norm: 4.1106, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6532, loss/aux0: 0.6532 2020-10-18 05:18:40,643 - mmaction - INFO - Epoch [43][180/792] lr: 3.750e-04, eta: 12:31:27, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9375, loss_cls: 0.7780, loss: 0.7780, grad_norm: 4.1003, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6562, loss/aux0: 0.6562 2020-10-18 05:18:59,936 - mmaction - INFO - Epoch [43][200/792] lr: 3.750e-04, eta: 12:30:54, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9323, loss_cls: 0.7801, loss: 0.7801, grad_norm: 4.1534, top1_acc/aux0: 0.8202, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6658, loss/aux0: 0.6658 2020-10-18 05:19:00,374 - mmaction - INFO - Epoch [43][200/792] lr: 3.750e-04, eta: 12:31:08, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9323, loss_cls: 0.7801, loss: 0.7801, grad_norm: 4.1665, top1_acc/aux0: 0.8218, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6614, loss/aux0: 0.6614 2020-10-18 05:19:19,741 - mmaction - INFO - Epoch [43][220/792] lr: 3.750e-04, eta: 12:30:35, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9297, loss_cls: 0.8023, loss: 0.8023, grad_norm: 4.0809, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6355, loss/aux0: 0.6355 2020-10-18 05:19:20,161 - mmaction - INFO - Epoch [43][220/792] lr: 3.750e-04, eta: 12:30:48, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9297, loss_cls: 0.8023, loss: 0.8023, grad_norm: 4.0662, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6394, loss/aux0: 0.6394 2020-10-18 05:19:39,680 - mmaction - INFO - Epoch [43][240/792] lr: 3.750e-04, eta: 12:30:15, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9344, loss_cls: 0.7965, loss: 0.7965, grad_norm: 4.0784, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-18 05:19:40,097 - mmaction - INFO - Epoch [43][240/792] lr: 3.750e-04, eta: 12:30:29, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9344, loss_cls: 0.7965, loss: 0.7965, grad_norm: 4.0696, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-18 05:19:59,432 - mmaction - INFO - Epoch [43][260/792] lr: 3.750e-04, eta: 12:29:56, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9188, loss_cls: 0.8157, loss: 0.8157, grad_norm: 4.0312, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6616, loss/aux0: 0.6616 2020-10-18 05:19:59,841 - mmaction - INFO - Epoch [43][260/792] lr: 3.750e-04, eta: 12:30:09, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9188, loss_cls: 0.8157, loss: 0.8157, grad_norm: 4.0222, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6628, loss/aux0: 0.6628 2020-10-18 05:20:19,278 - mmaction - INFO - Epoch [43][280/792] lr: 3.750e-04, eta: 12:29:36, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9339, loss_cls: 0.7849, loss: 0.7849, grad_norm: 4.1775, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6440, loss/aux0: 0.6440 2020-10-18 05:20:19,694 - mmaction - INFO - Epoch [43][280/792] lr: 3.750e-04, eta: 12:29:50, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9339, loss_cls: 0.7849, loss: 0.7849, grad_norm: 4.2041, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6468, loss/aux0: 0.6468 2020-10-18 05:20:39,050 - mmaction - INFO - Epoch [43][300/792] lr: 3.750e-04, eta: 12:29:16, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9385, loss_cls: 0.7725, loss: 0.7725, grad_norm: 4.2596, top1_acc/aux0: 0.8215, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6719, loss/aux0: 0.6719 2020-10-18 05:20:39,461 - mmaction - INFO - Epoch [43][300/792] lr: 3.750e-04, eta: 12:29:30, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9385, loss_cls: 0.7725, loss: 0.7725, grad_norm: 4.2328, top1_acc/aux0: 0.8226, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6660, loss/aux0: 0.6660 2020-10-18 05:20:58,888 - mmaction - INFO - Epoch [43][320/792] lr: 3.750e-04, eta: 12:28:57, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9370, loss_cls: 0.7990, loss: 0.7990, grad_norm: 4.0621, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6736, loss/aux0: 0.6736 2020-10-18 05:20:59,326 - mmaction - INFO - Epoch [43][320/792] lr: 3.750e-04, eta: 12:29:10, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9370, loss_cls: 0.7990, loss: 0.7990, grad_norm: 4.0442, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6754, loss/aux0: 0.6754 2020-10-18 05:21:18,829 - mmaction - INFO - Epoch [43][340/792] lr: 3.750e-04, eta: 12:28:37, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7754, loss: 0.7754, grad_norm: 4.1543, top1_acc/aux0: 0.8192, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6646, loss/aux0: 0.6646 2020-10-18 05:21:19,249 - mmaction - INFO - Epoch [43][340/792] lr: 3.750e-04, eta: 12:28:51, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7754, loss: 0.7754, grad_norm: 4.1396, top1_acc/aux0: 0.8196, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6628, loss/aux0: 0.6628 2020-10-18 05:21:38,707 - mmaction - INFO - Epoch [43][360/792] lr: 3.750e-04, eta: 12:28:18, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9286, loss_cls: 0.7883, loss: 0.7883, grad_norm: 4.3189, top1_acc/aux0: 0.8183, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6781, loss/aux0: 0.6781 2020-10-18 05:21:39,117 - mmaction - INFO - Epoch [43][360/792] lr: 3.750e-04, eta: 12:28:32, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9286, loss_cls: 0.7883, loss: 0.7883, grad_norm: 4.2783, top1_acc/aux0: 0.8181, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6776, loss/aux0: 0.6776 2020-10-18 05:21:58,817 - mmaction - INFO - Epoch [43][380/792] lr: 3.750e-04, eta: 12:27:59, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9245, loss_cls: 0.8669, loss: 0.8669, grad_norm: 4.1640, top1_acc/aux0: 0.8249, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6452, loss/aux0: 0.6452 2020-10-18 05:21:59,235 - mmaction - INFO - Epoch [43][380/792] lr: 3.750e-04, eta: 12:28:12, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9245, loss_cls: 0.8669, loss: 0.8669, grad_norm: 4.1428, top1_acc/aux0: 0.8235, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6500, loss/aux0: 0.6500 2020-10-18 05:22:18,642 - mmaction - INFO - Epoch [43][400/792] lr: 3.750e-04, eta: 12:27:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9333, loss_cls: 0.8162, loss: 0.8162, grad_norm: 4.1486, top1_acc/aux0: 0.8215, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6667, loss/aux0: 0.6667 2020-10-18 05:22:19,135 - mmaction - INFO - Epoch [43][400/792] lr: 3.750e-04, eta: 12:27:53, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9333, loss_cls: 0.8162, loss: 0.8162, grad_norm: 4.1784, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6622, loss/aux0: 0.6622 2020-10-18 05:22:38,575 - mmaction - INFO - Epoch [43][420/792] lr: 3.750e-04, eta: 12:27:20, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9292, loss_cls: 0.8579, loss: 0.8579, grad_norm: 4.2150, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6624, loss/aux0: 0.6624 2020-10-18 05:22:38,995 - mmaction - INFO - Epoch [43][420/792] lr: 3.750e-04, eta: 12:27:33, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9292, loss_cls: 0.8579, loss: 0.8579, grad_norm: 4.1928, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6714, loss/aux0: 0.6714 2020-10-18 05:22:58,532 - mmaction - INFO - Epoch [43][440/792] lr: 3.750e-04, eta: 12:27:00, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9250, loss_cls: 0.8375, loss: 0.8375, grad_norm: 4.2671, top1_acc/aux0: 0.8204, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6891, loss/aux0: 0.6891 2020-10-18 05:22:58,955 - mmaction - INFO - Epoch [43][440/792] lr: 3.750e-04, eta: 12:27:14, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9250, loss_cls: 0.8375, loss: 0.8375, grad_norm: 4.2322, top1_acc/aux0: 0.8215, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6813, loss/aux0: 0.6813 2020-10-18 05:23:18,294 - mmaction - INFO - Epoch [43][460/792] lr: 3.750e-04, eta: 12:26:41, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9385, loss_cls: 0.7516, loss: 0.7516, grad_norm: 4.0834, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6693, loss/aux0: 0.6693 2020-10-18 05:23:18,754 - mmaction - INFO - Epoch [43][460/792] lr: 3.750e-04, eta: 12:26:54, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9385, loss_cls: 0.7516, loss: 0.7516, grad_norm: 4.0792, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6693, loss/aux0: 0.6693 2020-10-18 05:23:38,351 - mmaction - INFO - Epoch [43][480/792] lr: 3.750e-04, eta: 12:26:21, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9286, loss_cls: 0.7920, loss: 0.7920, grad_norm: 4.1710, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6605, loss/aux0: 0.6605 2020-10-18 05:23:38,799 - mmaction - INFO - Epoch [43][480/792] lr: 3.750e-04, eta: 12:26:35, time: 0.509, data_time: 0.001, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9286, loss_cls: 0.7920, loss: 0.7920, grad_norm: 4.1869, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6687, loss/aux0: 0.6687 2020-10-18 05:23:58,219 - mmaction - INFO - Epoch [43][500/792] lr: 3.750e-04, eta: 12:26:02, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9250, loss_cls: 0.8342, loss: 0.8342, grad_norm: 4.1389, top1_acc/aux0: 0.8206, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6801, loss/aux0: 0.6801 2020-10-18 05:23:58,660 - mmaction - INFO - Epoch [43][500/792] lr: 3.750e-04, eta: 12:26:16, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9250, loss_cls: 0.8342, loss: 0.8342, grad_norm: 4.1244, top1_acc/aux0: 0.8220, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6745, loss/aux0: 0.6745 2020-10-18 05:24:18,222 - mmaction - INFO - Epoch [43][520/792] lr: 3.750e-04, eta: 12:25:43, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9333, loss_cls: 0.7868, loss: 0.7868, grad_norm: 4.0394, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-18 05:24:18,645 - mmaction - INFO - Epoch [43][520/792] lr: 3.750e-04, eta: 12:25:57, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9333, loss_cls: 0.7868, loss: 0.7868, grad_norm: 4.0638, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6634, loss/aux0: 0.6634 2020-10-18 05:24:38,288 - mmaction - INFO - Epoch [43][540/792] lr: 3.750e-04, eta: 12:25:24, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9302, loss_cls: 0.7811, loss: 0.7811, grad_norm: 4.0705, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-18 05:24:38,696 - mmaction - INFO - Epoch [43][540/792] lr: 3.750e-04, eta: 12:25:38, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9302, loss_cls: 0.7811, loss: 0.7811, grad_norm: 4.0579, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6698, loss/aux0: 0.6698 2020-10-18 05:24:58,099 - mmaction - INFO - Epoch [43][560/792] lr: 3.750e-04, eta: 12:25:05, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9266, loss_cls: 0.8142, loss: 0.8142, grad_norm: 4.1476, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6575, loss/aux0: 0.6575 2020-10-18 05:24:58,544 - mmaction - INFO - Epoch [43][560/792] lr: 3.750e-04, eta: 12:25:18, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9266, loss_cls: 0.8142, loss: 0.8142, grad_norm: 4.1094, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6536, loss/aux0: 0.6536 2020-10-18 05:25:17,884 - mmaction - INFO - Epoch [43][580/792] lr: 3.750e-04, eta: 12:24:45, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9328, loss_cls: 0.8117, loss: 0.8117, grad_norm: 4.2855, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6679, loss/aux0: 0.6679 2020-10-18 05:25:18,322 - mmaction - INFO - Epoch [43][580/792] lr: 3.750e-04, eta: 12:24:58, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9328, loss_cls: 0.8117, loss: 0.8117, grad_norm: 4.2914, top1_acc/aux0: 0.8207, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6743, loss/aux0: 0.6743 2020-10-18 05:25:37,868 - mmaction - INFO - Epoch [43][600/792] lr: 3.750e-04, eta: 12:24:26, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.7756, loss: 0.7756, grad_norm: 4.1528, top1_acc/aux0: 0.8226, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6581, loss/aux0: 0.6581 2020-10-18 05:25:38,281 - mmaction - INFO - Epoch [43][600/792] lr: 3.750e-04, eta: 12:24:39, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.7756, loss: 0.7756, grad_norm: 4.1832, top1_acc/aux0: 0.8223, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6619, loss/aux0: 0.6619 2020-10-18 05:25:57,731 - mmaction - INFO - Epoch [43][620/792] lr: 3.750e-04, eta: 12:24:06, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9214, loss_cls: 0.8375, loss: 0.8375, grad_norm: 4.1807, top1_acc/aux0: 0.8153, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6816, loss/aux0: 0.6816 2020-10-18 05:25:58,162 - mmaction - INFO - Epoch [43][620/792] lr: 3.750e-04, eta: 12:24:19, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9214, loss_cls: 0.8375, loss: 0.8375, grad_norm: 4.1865, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6773, loss/aux0: 0.6773 2020-10-18 05:26:17,524 - mmaction - INFO - Epoch [43][640/792] lr: 3.750e-04, eta: 12:23:47, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9245, loss_cls: 0.8150, loss: 0.8150, grad_norm: 4.1229, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-18 05:26:17,948 - mmaction - INFO - Epoch [43][640/792] lr: 3.750e-04, eta: 12:24:00, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9245, loss_cls: 0.8150, loss: 0.8150, grad_norm: 4.1744, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6709, loss/aux0: 0.6709 2020-10-18 05:26:37,385 - mmaction - INFO - Epoch [43][660/792] lr: 3.750e-04, eta: 12:23:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9318, loss_cls: 0.7741, loss: 0.7741, grad_norm: 4.1423, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-18 05:26:37,823 - mmaction - INFO - Epoch [43][660/792] lr: 3.750e-04, eta: 12:23:40, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9318, loss_cls: 0.7741, loss: 0.7741, grad_norm: 4.1551, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6637, loss/aux0: 0.6637 2020-10-18 05:26:57,153 - mmaction - INFO - Epoch [43][680/792] lr: 3.750e-04, eta: 12:23:07, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9271, loss_cls: 0.8049, loss: 0.8049, grad_norm: 4.1753, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-18 05:26:57,585 - mmaction - INFO - Epoch [43][680/792] lr: 3.750e-04, eta: 12:23:21, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9271, loss_cls: 0.8049, loss: 0.8049, grad_norm: 4.1806, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6512, loss/aux0: 0.6512 2020-10-18 05:27:17,109 - mmaction - INFO - Epoch [43][700/792] lr: 3.750e-04, eta: 12:22:48, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9292, loss_cls: 0.8196, loss: 0.8196, grad_norm: 4.1679, top1_acc/aux0: 0.8215, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6639, loss/aux0: 0.6639 2020-10-18 05:27:17,529 - mmaction - INFO - Epoch [43][700/792] lr: 3.750e-04, eta: 12:23:01, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9292, loss_cls: 0.8196, loss: 0.8196, grad_norm: 4.1676, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6610, loss/aux0: 0.6610 2020-10-18 05:27:36,933 - mmaction - INFO - Epoch [43][720/792] lr: 3.750e-04, eta: 12:22:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9333, loss_cls: 0.7894, loss: 0.7894, grad_norm: 4.2097, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6602, loss/aux0: 0.6602 2020-10-18 05:27:37,350 - mmaction - INFO - Epoch [43][720/792] lr: 3.750e-04, eta: 12:22:42, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9333, loss_cls: 0.7894, loss: 0.7894, grad_norm: 4.1980, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6589, loss/aux0: 0.6589 2020-10-18 05:27:56,816 - mmaction - INFO - Epoch [43][740/792] lr: 3.750e-04, eta: 12:22:09, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9292, loss_cls: 0.7524, loss: 0.7524, grad_norm: 4.2155, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6507, loss/aux0: 0.6507 2020-10-18 05:27:57,236 - mmaction - INFO - Epoch [43][740/792] lr: 3.750e-04, eta: 12:22:22, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9292, loss_cls: 0.7524, loss: 0.7524, grad_norm: 4.2220, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-18 05:28:16,709 - mmaction - INFO - Epoch [43][760/792] lr: 3.750e-04, eta: 12:21:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9354, loss_cls: 0.7717, loss: 0.7717, grad_norm: 4.2561, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6604, loss/aux0: 0.6604 2020-10-18 05:28:17,132 - mmaction - INFO - Epoch [43][760/792] lr: 3.750e-04, eta: 12:22:03, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9354, loss_cls: 0.7717, loss: 0.7717, grad_norm: 4.2915, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6616, loss/aux0: 0.6616 2020-10-18 05:28:36,552 - mmaction - INFO - Epoch [43][780/792] lr: 3.750e-04, eta: 12:21:30, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9307, loss_cls: 0.7876, loss: 0.7876, grad_norm: 4.0817, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 05:28:36,989 - mmaction - INFO - Epoch [43][780/792] lr: 3.750e-04, eta: 12:21:43, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9307, loss_cls: 0.7876, loss: 0.7876, grad_norm: 4.0974, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6334, loss/aux0: 0.6334 2020-10-18 05:28:50,916 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-10-18 05:31:31,424 - mmaction - INFO - Epoch [44][20/792] lr: 3.750e-04, eta: 12:20:43, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9328, loss_cls: 0.7828, loss: 0.7828, grad_norm: 4.1858, top1_acc/aux0: 0.8202, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6702, loss/aux0: 0.6702 2020-10-18 05:31:31,842 - mmaction - INFO - Epoch [44][20/792] lr: 3.750e-04, eta: 12:20:55, time: 0.488, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9328, loss_cls: 0.7828, loss: 0.7828, grad_norm: 4.1782, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6742, loss/aux0: 0.6742 2020-10-18 05:31:51,077 - mmaction - INFO - Epoch [44][40/792] lr: 3.750e-04, eta: 12:20:23, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9286, loss_cls: 0.7726, loss: 0.7726, grad_norm: 4.1718, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6823, loss/aux0: 0.6823 2020-10-18 05:31:51,482 - mmaction - INFO - Epoch [44][40/792] lr: 3.750e-04, eta: 12:20:36, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9286, loss_cls: 0.7726, loss: 0.7726, grad_norm: 4.1634, top1_acc/aux0: 0.8179, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6805, loss/aux0: 0.6805 2020-10-18 05:32:11,027 - mmaction - INFO - Epoch [44][60/792] lr: 3.750e-04, eta: 12:20:03, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9302, loss_cls: 0.7804, loss: 0.7804, grad_norm: 4.1599, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6633, loss/aux0: 0.6633 2020-10-18 05:32:11,429 - mmaction - INFO - Epoch [44][60/792] lr: 3.750e-04, eta: 12:20:17, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9302, loss_cls: 0.7804, loss: 0.7804, grad_norm: 4.1820, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6605, loss/aux0: 0.6605 2020-10-18 05:32:30,786 - mmaction - INFO - Epoch [44][80/792] lr: 3.750e-04, eta: 12:19:44, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9328, loss_cls: 0.7624, loss: 0.7624, grad_norm: 4.2314, top1_acc/aux0: 0.8230, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6763, loss/aux0: 0.6763 2020-10-18 05:32:31,204 - mmaction - INFO - Epoch [44][80/792] lr: 3.750e-04, eta: 12:19:57, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9328, loss_cls: 0.7624, loss: 0.7624, grad_norm: 4.2042, top1_acc/aux0: 0.8226, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6767, loss/aux0: 0.6767 2020-10-18 05:32:50,690 - mmaction - INFO - Epoch [44][100/792] lr: 3.750e-04, eta: 12:19:24, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9380, loss_cls: 0.7992, loss: 0.7992, grad_norm: 4.1652, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6425, loss/aux0: 0.6425 2020-10-18 05:32:51,100 - mmaction - INFO - Epoch [44][100/792] lr: 3.750e-04, eta: 12:19:37, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9380, loss_cls: 0.7992, loss: 0.7992, grad_norm: 4.1704, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6430, loss/aux0: 0.6430 2020-10-18 05:33:10,501 - mmaction - INFO - Epoch [44][120/792] lr: 3.750e-04, eta: 12:19:05, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9339, loss_cls: 0.8192, loss: 0.8192, grad_norm: 4.2028, top1_acc/aux0: 0.8199, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6800, loss/aux0: 0.6800 2020-10-18 05:33:10,921 - mmaction - INFO - Epoch [44][120/792] lr: 3.750e-04, eta: 12:19:18, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9339, loss_cls: 0.8192, loss: 0.8192, grad_norm: 4.2310, top1_acc/aux0: 0.8197, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6786, loss/aux0: 0.6786 2020-10-18 05:33:30,444 - mmaction - INFO - Epoch [44][140/792] lr: 3.750e-04, eta: 12:18:45, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.8146, loss: 0.8146, grad_norm: 4.1642, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6449, loss/aux0: 0.6449 2020-10-18 05:33:30,862 - mmaction - INFO - Epoch [44][140/792] lr: 3.750e-04, eta: 12:18:59, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.8146, loss: 0.8146, grad_norm: 4.1787, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6445, loss/aux0: 0.6445 2020-10-18 05:33:50,316 - mmaction - INFO - Epoch [44][160/792] lr: 3.750e-04, eta: 12:18:26, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7792, loss: 0.7792, grad_norm: 4.1572, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6533, loss/aux0: 0.6533 2020-10-18 05:33:50,720 - mmaction - INFO - Epoch [44][160/792] lr: 3.750e-04, eta: 12:18:39, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7792, loss: 0.7792, grad_norm: 4.1951, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6611, loss/aux0: 0.6611 2020-10-18 05:34:10,140 - mmaction - INFO - Epoch [44][180/792] lr: 3.750e-04, eta: 12:18:06, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9286, loss_cls: 0.8311, loss: 0.8311, grad_norm: 4.0845, top1_acc/aux0: 0.8249, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6556, loss/aux0: 0.6556 2020-10-18 05:34:10,567 - mmaction - INFO - Epoch [44][180/792] lr: 3.750e-04, eta: 12:18:20, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9286, loss_cls: 0.8311, loss: 0.8311, grad_norm: 4.0807, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6467, loss/aux0: 0.6467 2020-10-18 05:34:29,995 - mmaction - INFO - Epoch [44][200/792] lr: 3.750e-04, eta: 12:17:47, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9318, loss_cls: 0.7897, loss: 0.7897, grad_norm: 4.1575, top1_acc/aux0: 0.8262, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.6568, loss/aux0: 0.6568 2020-10-18 05:34:30,404 - mmaction - INFO - Epoch [44][200/792] lr: 3.750e-04, eta: 12:18:00, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9318, loss_cls: 0.7897, loss: 0.7897, grad_norm: 4.1946, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-18 05:34:49,725 - mmaction - INFO - Epoch [44][220/792] lr: 3.750e-04, eta: 12:17:28, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9328, loss_cls: 0.7934, loss: 0.7934, grad_norm: 4.2211, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6468, loss/aux0: 0.6468 2020-10-18 05:34:50,165 - mmaction - INFO - Epoch [44][220/792] lr: 3.750e-04, eta: 12:17:41, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9328, loss_cls: 0.7934, loss: 0.7934, grad_norm: 4.2088, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-18 05:35:09,523 - mmaction - INFO - Epoch [44][240/792] lr: 3.750e-04, eta: 12:17:08, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9266, loss_cls: 0.8127, loss: 0.8127, grad_norm: 4.1496, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6567, loss/aux0: 0.6567 2020-10-18 05:35:09,948 - mmaction - INFO - Epoch [44][240/792] lr: 3.750e-04, eta: 12:17:21, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9266, loss_cls: 0.8127, loss: 0.8127, grad_norm: 4.1861, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6616, loss/aux0: 0.6616 2020-10-18 05:35:29,454 - mmaction - INFO - Epoch [44][260/792] lr: 3.750e-04, eta: 12:16:49, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9349, loss_cls: 0.7805, loss: 0.7805, grad_norm: 4.1106, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6652, loss/aux0: 0.6652 2020-10-18 05:35:29,872 - mmaction - INFO - Epoch [44][260/792] lr: 3.750e-04, eta: 12:17:02, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9349, loss_cls: 0.7805, loss: 0.7805, grad_norm: 4.0656, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6619, loss/aux0: 0.6619 2020-10-18 05:35:49,396 - mmaction - INFO - Epoch [44][280/792] lr: 3.750e-04, eta: 12:16:29, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9260, loss_cls: 0.8260, loss: 0.8260, grad_norm: 4.2329, top1_acc/aux0: 0.8209, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6736, loss/aux0: 0.6736 2020-10-18 05:35:49,814 - mmaction - INFO - Epoch [44][280/792] lr: 3.750e-04, eta: 12:16:42, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9260, loss_cls: 0.8260, loss: 0.8260, grad_norm: 4.2778, top1_acc/aux0: 0.8181, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6785, loss/aux0: 0.6785 2020-10-18 05:36:09,328 - mmaction - INFO - Epoch [44][300/792] lr: 3.750e-04, eta: 12:16:10, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9333, loss_cls: 0.7968, loss: 0.7968, grad_norm: 4.1662, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-18 05:36:09,743 - mmaction - INFO - Epoch [44][300/792] lr: 3.750e-04, eta: 12:16:23, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9333, loss_cls: 0.7968, loss: 0.7968, grad_norm: 4.1340, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6462, loss/aux0: 0.6462 2020-10-18 05:36:29,100 - mmaction - INFO - Epoch [44][320/792] lr: 3.750e-04, eta: 12:15:50, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9276, loss_cls: 0.8114, loss: 0.8114, grad_norm: 4.1684, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6748, loss/aux0: 0.6748 2020-10-18 05:36:29,521 - mmaction - INFO - Epoch [44][320/792] lr: 3.750e-04, eta: 12:16:03, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9276, loss_cls: 0.8114, loss: 0.8114, grad_norm: 4.1519, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6773, loss/aux0: 0.6773 2020-10-18 05:36:48,848 - mmaction - INFO - Epoch [44][340/792] lr: 3.750e-04, eta: 12:15:30, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9281, loss_cls: 0.8112, loss: 0.8112, grad_norm: 4.2265, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6579, loss/aux0: 0.6579 2020-10-18 05:36:49,267 - mmaction - INFO - Epoch [44][340/792] lr: 3.750e-04, eta: 12:15:43, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9281, loss_cls: 0.8112, loss: 0.8112, grad_norm: 4.2246, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6606, loss/aux0: 0.6606 2020-10-18 05:37:08,729 - mmaction - INFO - Epoch [44][360/792] lr: 3.750e-04, eta: 12:15:11, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9297, loss_cls: 0.8162, loss: 0.8162, grad_norm: 4.2597, top1_acc/aux0: 0.8226, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6606, loss/aux0: 0.6606 2020-10-18 05:37:09,157 - mmaction - INFO - Epoch [44][360/792] lr: 3.750e-04, eta: 12:15:24, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9297, loss_cls: 0.8162, loss: 0.8162, grad_norm: 4.2540, top1_acc/aux0: 0.8231, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6582, loss/aux0: 0.6582 2020-10-18 05:37:28,640 - mmaction - INFO - Epoch [44][380/792] lr: 3.750e-04, eta: 12:14:51, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9198, loss_cls: 0.8307, loss: 0.8307, grad_norm: 4.2495, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6772, loss/aux0: 0.6772 2020-10-18 05:37:29,062 - mmaction - INFO - Epoch [44][380/792] lr: 3.750e-04, eta: 12:15:04, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9198, loss_cls: 0.8307, loss: 0.8307, grad_norm: 4.2796, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6753, loss/aux0: 0.6753 2020-10-18 05:37:48,395 - mmaction - INFO - Epoch [44][400/792] lr: 3.750e-04, eta: 12:14:31, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.7674, loss: 0.7674, grad_norm: 4.0383, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6563, loss/aux0: 0.6563 2020-10-18 05:37:48,829 - mmaction - INFO - Epoch [44][400/792] lr: 3.750e-04, eta: 12:14:44, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.7674, loss: 0.7674, grad_norm: 4.0323, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6549, loss/aux0: 0.6549 2020-10-18 05:38:08,417 - mmaction - INFO - Epoch [44][420/792] lr: 3.750e-04, eta: 12:14:12, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9370, loss_cls: 0.7894, loss: 0.7894, grad_norm: 4.2832, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6566, loss/aux0: 0.6566 2020-10-18 05:38:08,839 - mmaction - INFO - Epoch [44][420/792] lr: 3.750e-04, eta: 12:14:25, time: 0.502, data_time: 0.005, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9370, loss_cls: 0.7894, loss: 0.7894, grad_norm: 4.2666, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6556, loss/aux0: 0.6556 2020-10-18 05:38:28,418 - mmaction - INFO - Epoch [44][440/792] lr: 3.750e-04, eta: 12:13:53, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9344, loss_cls: 0.7970, loss: 0.7970, grad_norm: 4.3486, top1_acc/aux0: 0.8209, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6733, loss/aux0: 0.6733 2020-10-18 05:38:28,879 - mmaction - INFO - Epoch [44][440/792] lr: 3.750e-04, eta: 12:14:06, time: 0.507, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9344, loss_cls: 0.7970, loss: 0.7970, grad_norm: 4.3294, top1_acc/aux0: 0.8192, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6825, loss/aux0: 0.6825 2020-10-18 05:38:48,292 - mmaction - INFO - Epoch [44][460/792] lr: 3.750e-04, eta: 12:13:34, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9422, loss_cls: 0.7769, loss: 0.7769, grad_norm: 4.2111, top1_acc/aux0: 0.8199, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6838, loss/aux0: 0.6838 2020-10-18 05:38:48,711 - mmaction - INFO - Epoch [44][460/792] lr: 3.750e-04, eta: 12:13:46, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9422, loss_cls: 0.7769, loss: 0.7769, grad_norm: 4.1781, top1_acc/aux0: 0.8225, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6749, loss/aux0: 0.6749 2020-10-18 05:39:08,248 - mmaction - INFO - Epoch [44][480/792] lr: 3.750e-04, eta: 12:13:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9224, loss_cls: 0.8679, loss: 0.8679, grad_norm: 4.1665, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6567, loss/aux0: 0.6567 2020-10-18 05:39:08,674 - mmaction - INFO - Epoch [44][480/792] lr: 3.750e-04, eta: 12:13:27, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9224, loss_cls: 0.8679, loss: 0.8679, grad_norm: 4.1351, top1_acc/aux0: 0.8223, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6623, loss/aux0: 0.6623 2020-10-18 05:39:28,222 - mmaction - INFO - Epoch [44][500/792] lr: 3.750e-04, eta: 12:12:55, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9406, loss_cls: 0.7443, loss: 0.7443, grad_norm: 4.1487, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6698, loss/aux0: 0.6698 2020-10-18 05:39:28,677 - mmaction - INFO - Epoch [44][500/792] lr: 3.750e-04, eta: 12:13:08, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9406, loss_cls: 0.7443, loss: 0.7443, grad_norm: 4.1550, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6702, loss/aux0: 0.6702 2020-10-18 05:39:48,156 - mmaction - INFO - Epoch [44][520/792] lr: 3.750e-04, eta: 12:12:35, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9391, loss_cls: 0.7490, loss: 0.7490, grad_norm: 4.1608, top1_acc/aux0: 0.8223, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6706, loss/aux0: 0.6706 2020-10-18 05:39:48,582 - mmaction - INFO - Epoch [44][520/792] lr: 3.750e-04, eta: 12:12:48, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9391, loss_cls: 0.7490, loss: 0.7490, grad_norm: 4.1801, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6707, loss/aux0: 0.6707 2020-10-18 05:40:08,248 - mmaction - INFO - Epoch [44][540/792] lr: 3.750e-04, eta: 12:12:16, time: 0.511, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.8406, loss: 0.8406, grad_norm: 4.1012, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-18 05:40:08,679 - mmaction - INFO - Epoch [44][540/792] lr: 3.750e-04, eta: 12:12:29, time: 0.512, data_time: 0.002, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.8406, loss: 0.8406, grad_norm: 4.0663, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6387, loss/aux0: 0.6387 2020-10-18 05:40:28,211 - mmaction - INFO - Epoch [44][560/792] lr: 3.750e-04, eta: 12:11:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9349, loss_cls: 0.8077, loss: 0.8077, grad_norm: 4.1658, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6627, loss/aux0: 0.6627 2020-10-18 05:40:28,644 - mmaction - INFO - Epoch [44][560/792] lr: 3.750e-04, eta: 12:12:10, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9349, loss_cls: 0.8077, loss: 0.8077, grad_norm: 4.1542, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-18 05:40:48,126 - mmaction - INFO - Epoch [44][580/792] lr: 3.750e-04, eta: 12:11:38, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9323, loss_cls: 0.7997, loss: 0.7997, grad_norm: 4.2637, top1_acc/aux0: 0.8233, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6702, loss/aux0: 0.6702 2020-10-18 05:40:48,547 - mmaction - INFO - Epoch [44][580/792] lr: 3.750e-04, eta: 12:11:50, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9323, loss_cls: 0.7997, loss: 0.7997, grad_norm: 4.2115, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6672, loss/aux0: 0.6672 2020-10-18 05:41:08,131 - mmaction - INFO - Epoch [44][600/792] lr: 3.750e-04, eta: 12:11:18, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9339, loss_cls: 0.7917, loss: 0.7917, grad_norm: 4.2131, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6464, loss/aux0: 0.6464 2020-10-18 05:41:08,545 - mmaction - INFO - Epoch [44][600/792] lr: 3.750e-04, eta: 12:11:31, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9339, loss_cls: 0.7917, loss: 0.7917, grad_norm: 4.2194, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6469, loss/aux0: 0.6469 2020-10-18 05:41:27,976 - mmaction - INFO - Epoch [44][620/792] lr: 3.750e-04, eta: 12:10:58, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9281, loss_cls: 0.8274, loss: 0.8274, grad_norm: 4.2095, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6569, loss/aux0: 0.6569 2020-10-18 05:41:28,400 - mmaction - INFO - Epoch [44][620/792] lr: 3.750e-04, eta: 12:11:11, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9281, loss_cls: 0.8274, loss: 0.8274, grad_norm: 4.2381, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6585, loss/aux0: 0.6585 2020-10-18 05:41:47,853 - mmaction - INFO - Epoch [44][640/792] lr: 3.750e-04, eta: 12:10:39, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9385, loss_cls: 0.7463, loss: 0.7463, grad_norm: 4.1593, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-18 05:41:48,273 - mmaction - INFO - Epoch [44][640/792] lr: 3.750e-04, eta: 12:10:52, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9385, loss_cls: 0.7463, loss: 0.7463, grad_norm: 4.1246, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-18 05:42:07,705 - mmaction - INFO - Epoch [44][660/792] lr: 3.750e-04, eta: 12:10:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9266, loss_cls: 0.8022, loss: 0.8022, grad_norm: 4.2132, top1_acc/aux0: 0.8220, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6723, loss/aux0: 0.6723 2020-10-18 05:42:08,122 - mmaction - INFO - Epoch [44][660/792] lr: 3.750e-04, eta: 12:10:32, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9266, loss_cls: 0.8022, loss: 0.8022, grad_norm: 4.1873, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6673, loss/aux0: 0.6673 2020-10-18 05:42:27,586 - mmaction - INFO - Epoch [44][680/792] lr: 3.750e-04, eta: 12:10:00, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9422, loss_cls: 0.7206, loss: 0.7206, grad_norm: 4.1287, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6494, loss/aux0: 0.6494 2020-10-18 05:42:28,012 - mmaction - INFO - Epoch [44][680/792] lr: 3.750e-04, eta: 12:10:13, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9422, loss_cls: 0.7206, loss: 0.7206, grad_norm: 4.1325, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6511, loss/aux0: 0.6511 2020-10-18 05:42:47,413 - mmaction - INFO - Epoch [44][700/792] lr: 3.750e-04, eta: 12:09:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9281, loss_cls: 0.8031, loss: 0.8031, grad_norm: 4.2621, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6563, loss/aux0: 0.6563 2020-10-18 05:42:47,832 - mmaction - INFO - Epoch [44][700/792] lr: 3.750e-04, eta: 12:09:53, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9281, loss_cls: 0.8031, loss: 0.8031, grad_norm: 4.3131, top1_acc/aux0: 0.8244, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6632, loss/aux0: 0.6632 2020-10-18 05:43:07,506 - mmaction - INFO - Epoch [44][720/792] lr: 3.750e-04, eta: 12:09:21, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9349, loss_cls: 0.7408, loss: 0.7408, grad_norm: 4.1570, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6579, loss/aux0: 0.6579 2020-10-18 05:43:07,918 - mmaction - INFO - Epoch [44][720/792] lr: 3.750e-04, eta: 12:09:34, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9349, loss_cls: 0.7408, loss: 0.7408, grad_norm: 4.1821, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6582, loss/aux0: 0.6582 2020-10-18 05:43:27,395 - mmaction - INFO - Epoch [44][740/792] lr: 3.750e-04, eta: 12:09:01, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9276, loss_cls: 0.8006, loss: 0.8006, grad_norm: 4.3400, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.6949, loss/aux0: 0.6949 2020-10-18 05:43:27,808 - mmaction - INFO - Epoch [44][740/792] lr: 3.750e-04, eta: 12:09:14, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9276, loss_cls: 0.8006, loss: 0.8006, grad_norm: 4.3648, top1_acc/aux0: 0.8166, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6943, loss/aux0: 0.6943 2020-10-18 05:43:47,219 - mmaction - INFO - Epoch [44][760/792] lr: 3.750e-04, eta: 12:08:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9276, loss_cls: 0.8211, loss: 0.8211, grad_norm: 4.1258, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6356, loss/aux0: 0.6356 2020-10-18 05:43:47,635 - mmaction - INFO - Epoch [44][760/792] lr: 3.750e-04, eta: 12:08:54, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9276, loss_cls: 0.8211, loss: 0.8211, grad_norm: 4.1023, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6286, loss/aux0: 0.6286 2020-10-18 05:44:07,046 - mmaction - INFO - Epoch [44][780/792] lr: 3.750e-04, eta: 12:08:22, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9312, loss_cls: 0.8066, loss: 0.8066, grad_norm: 4.2342, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6571, loss/aux0: 0.6571 2020-10-18 05:44:07,478 - mmaction - INFO - Epoch [44][780/792] lr: 3.750e-04, eta: 12:08:35, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9312, loss_cls: 0.8066, loss: 0.8066, grad_norm: 4.2409, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6574, loss/aux0: 0.6574 2020-10-18 05:44:20,417 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-10-18 05:46:58,131 - mmaction - INFO - Epoch [45][20/792] lr: 3.750e-04, eta: 12:07:36, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9266, loss_cls: 0.8309, loss: 0.8309, grad_norm: 4.0879, top1_acc/aux0: 0.8235, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6432, loss/aux0: 0.6432 2020-10-18 05:46:58,548 - mmaction - INFO - Epoch [45][20/792] lr: 3.750e-04, eta: 12:07:48, time: 0.488, data_time: 0.001, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9266, loss_cls: 0.8309, loss: 0.8309, grad_norm: 4.1103, top1_acc/aux0: 0.8228, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-18 05:47:18,079 - mmaction - INFO - Epoch [45][40/792] lr: 3.750e-04, eta: 12:07:16, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9354, loss_cls: 0.7824, loss: 0.7824, grad_norm: 4.1512, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6499, loss/aux0: 0.6499 2020-10-18 05:47:18,505 - mmaction - INFO - Epoch [45][40/792] lr: 3.750e-04, eta: 12:07:29, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9354, loss_cls: 0.7824, loss: 0.7824, grad_norm: 4.1743, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6459, loss/aux0: 0.6459 2020-10-18 05:47:37,950 - mmaction - INFO - Epoch [45][60/792] lr: 3.750e-04, eta: 12:06:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9385, loss_cls: 0.7738, loss: 0.7738, grad_norm: 4.1670, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6560, loss/aux0: 0.6560 2020-10-18 05:47:38,379 - mmaction - INFO - Epoch [45][60/792] lr: 3.750e-04, eta: 12:07:09, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9385, loss_cls: 0.7738, loss: 0.7738, grad_norm: 4.1911, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6582, loss/aux0: 0.6582 2020-10-18 05:47:57,820 - mmaction - INFO - Epoch [45][80/792] lr: 3.750e-04, eta: 12:06:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9224, loss_cls: 0.8108, loss: 0.8108, grad_norm: 4.2467, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6392, loss/aux0: 0.6392 2020-10-18 05:47:58,235 - mmaction - INFO - Epoch [45][80/792] lr: 3.750e-04, eta: 12:06:50, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9224, loss_cls: 0.8108, loss: 0.8108, grad_norm: 4.2798, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6434, loss/aux0: 0.6434 2020-10-18 05:48:17,779 - mmaction - INFO - Epoch [45][100/792] lr: 3.750e-04, eta: 12:06:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9271, loss_cls: 0.8104, loss: 0.8104, grad_norm: 4.1800, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6546, loss/aux0: 0.6546 2020-10-18 05:48:18,200 - mmaction - INFO - Epoch [45][100/792] lr: 3.750e-04, eta: 12:06:30, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9271, loss_cls: 0.8104, loss: 0.8104, grad_norm: 4.2046, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6495, loss/aux0: 0.6495 2020-10-18 05:48:37,669 - mmaction - INFO - Epoch [45][120/792] lr: 3.750e-04, eta: 12:05:58, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9318, loss_cls: 0.7874, loss: 0.7874, grad_norm: 4.1802, top1_acc/aux0: 0.8270, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6555, loss/aux0: 0.6555 2020-10-18 05:48:38,102 - mmaction - INFO - Epoch [45][120/792] lr: 3.750e-04, eta: 12:06:11, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9318, loss_cls: 0.7874, loss: 0.7874, grad_norm: 4.1429, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6530, loss/aux0: 0.6530 2020-10-18 05:48:57,522 - mmaction - INFO - Epoch [45][140/792] lr: 3.750e-04, eta: 12:05:39, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9411, loss_cls: 0.7755, loss: 0.7755, grad_norm: 4.1300, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6462, loss/aux0: 0.6462 2020-10-18 05:48:57,953 - mmaction - INFO - Epoch [45][140/792] lr: 3.750e-04, eta: 12:05:51, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9411, loss_cls: 0.7755, loss: 0.7755, grad_norm: 4.1159, top1_acc/aux0: 0.8267, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6439, loss/aux0: 0.6439 2020-10-18 05:49:17,255 - mmaction - INFO - Epoch [45][160/792] lr: 3.750e-04, eta: 12:05:19, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9312, loss_cls: 0.7820, loss: 0.7820, grad_norm: 4.2883, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6533, loss/aux0: 0.6533 2020-10-18 05:49:17,670 - mmaction - INFO - Epoch [45][160/792] lr: 3.750e-04, eta: 12:05:32, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9312, loss_cls: 0.7820, loss: 0.7820, grad_norm: 4.2677, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6561, loss/aux0: 0.6561 2020-10-18 05:49:37,112 - mmaction - INFO - Epoch [45][180/792] lr: 3.750e-04, eta: 12:05:00, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9380, loss_cls: 0.7616, loss: 0.7616, grad_norm: 4.2004, top1_acc/aux0: 0.8210, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6652, loss/aux0: 0.6652 2020-10-18 05:49:37,561 - mmaction - INFO - Epoch [45][180/792] lr: 3.750e-04, eta: 12:05:12, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9380, loss_cls: 0.7616, loss: 0.7616, grad_norm: 4.1595, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6640, loss/aux0: 0.6640 2020-10-18 05:49:57,039 - mmaction - INFO - Epoch [45][200/792] lr: 3.750e-04, eta: 12:04:40, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9313, loss_cls: 0.8217, loss: 0.8217, grad_norm: 4.2087, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-18 05:49:57,459 - mmaction - INFO - Epoch [45][200/792] lr: 3.750e-04, eta: 12:04:53, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9313, loss_cls: 0.8217, loss: 0.8217, grad_norm: 4.2109, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6543, loss/aux0: 0.6543 2020-10-18 05:50:16,821 - mmaction - INFO - Epoch [45][220/792] lr: 3.750e-04, eta: 12:04:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8024, loss: 0.8024, grad_norm: 4.1475, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6319, loss/aux0: 0.6319 2020-10-18 05:50:17,229 - mmaction - INFO - Epoch [45][220/792] lr: 3.750e-04, eta: 12:04:33, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8024, loss: 0.8024, grad_norm: 4.2051, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6411, loss/aux0: 0.6411 2020-10-18 05:50:36,790 - mmaction - INFO - Epoch [45][240/792] lr: 3.750e-04, eta: 12:04:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7586, loss: 0.7586, grad_norm: 4.1383, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6468, loss/aux0: 0.6468 2020-10-18 05:50:37,207 - mmaction - INFO - Epoch [45][240/792] lr: 3.750e-04, eta: 12:04:14, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7586, loss: 0.7586, grad_norm: 4.1070, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6344, loss/aux0: 0.6344 2020-10-18 05:50:56,664 - mmaction - INFO - Epoch [45][260/792] lr: 3.750e-04, eta: 12:03:42, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9365, loss_cls: 0.7549, loss: 0.7549, grad_norm: 4.1632, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6465, loss/aux0: 0.6465 2020-10-18 05:50:57,083 - mmaction - INFO - Epoch [45][260/792] lr: 3.750e-04, eta: 12:03:54, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9365, loss_cls: 0.7549, loss: 0.7549, grad_norm: 4.1319, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6442, loss/aux0: 0.6442 2020-10-18 05:51:16,646 - mmaction - INFO - Epoch [45][280/792] lr: 3.750e-04, eta: 12:03:23, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9417, loss_cls: 0.7625, loss: 0.7625, grad_norm: 4.1422, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-18 05:51:17,055 - mmaction - INFO - Epoch [45][280/792] lr: 3.750e-04, eta: 12:03:35, time: 0.506, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9417, loss_cls: 0.7625, loss: 0.7625, grad_norm: 4.1293, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6442, loss/aux0: 0.6442 2020-10-18 05:51:36,683 - mmaction - INFO - Epoch [45][300/792] lr: 3.750e-04, eta: 12:03:03, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9302, loss_cls: 0.7662, loss: 0.7662, grad_norm: 4.1883, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6522, loss/aux0: 0.6522 2020-10-18 05:51:37,114 - mmaction - INFO - Epoch [45][300/792] lr: 3.750e-04, eta: 12:03:16, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9302, loss_cls: 0.7662, loss: 0.7662, grad_norm: 4.2111, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6533, loss/aux0: 0.6533 2020-10-18 05:51:56,747 - mmaction - INFO - Epoch [45][320/792] lr: 3.750e-04, eta: 12:02:44, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9224, loss_cls: 0.8060, loss: 0.8060, grad_norm: 4.2612, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6604, loss/aux0: 0.6604 2020-10-18 05:51:57,195 - mmaction - INFO - Epoch [45][320/792] lr: 3.750e-04, eta: 12:02:57, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9224, loss_cls: 0.8060, loss: 0.8060, grad_norm: 4.2623, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6600, loss/aux0: 0.6600 2020-10-18 05:52:16,604 - mmaction - INFO - Epoch [45][340/792] lr: 3.750e-04, eta: 12:02:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9432, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.1780, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6478, loss/aux0: 0.6478 2020-10-18 05:52:17,030 - mmaction - INFO - Epoch [45][340/792] lr: 3.750e-04, eta: 12:02:37, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9432, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.1764, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-18 05:52:36,528 - mmaction - INFO - Epoch [45][360/792] lr: 3.750e-04, eta: 12:02:05, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9307, loss_cls: 0.7708, loss: 0.7708, grad_norm: 4.2069, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6640, loss/aux0: 0.6640 2020-10-18 05:52:36,964 - mmaction - INFO - Epoch [45][360/792] lr: 3.750e-04, eta: 12:02:18, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9307, loss_cls: 0.7708, loss: 0.7708, grad_norm: 4.2072, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6670, loss/aux0: 0.6670 2020-10-18 05:52:56,440 - mmaction - INFO - Epoch [45][380/792] lr: 3.750e-04, eta: 12:01:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9333, loss_cls: 0.7716, loss: 0.7716, grad_norm: 4.1871, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6449, loss/aux0: 0.6449 2020-10-18 05:52:56,861 - mmaction - INFO - Epoch [45][380/792] lr: 3.750e-04, eta: 12:01:58, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9333, loss_cls: 0.7716, loss: 0.7716, grad_norm: 4.2243, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6397, loss/aux0: 0.6397 2020-10-18 05:53:16,364 - mmaction - INFO - Epoch [45][400/792] lr: 3.750e-04, eta: 12:01:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9328, loss_cls: 0.7924, loss: 0.7924, grad_norm: 4.1683, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6606, loss/aux0: 0.6606 2020-10-18 05:53:16,777 - mmaction - INFO - Epoch [45][400/792] lr: 3.750e-04, eta: 12:01:39, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9328, loss_cls: 0.7924, loss: 0.7924, grad_norm: 4.2281, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6724, loss/aux0: 0.6724 2020-10-18 05:53:36,388 - mmaction - INFO - Epoch [45][420/792] lr: 3.750e-04, eta: 12:01:07, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9260, loss_cls: 0.7996, loss: 0.7996, grad_norm: 4.2306, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6772, loss/aux0: 0.6772 2020-10-18 05:53:36,796 - mmaction - INFO - Epoch [45][420/792] lr: 3.750e-04, eta: 12:01:20, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9260, loss_cls: 0.7996, loss: 0.7996, grad_norm: 4.1957, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6676, loss/aux0: 0.6676 2020-10-18 05:53:56,335 - mmaction - INFO - Epoch [45][440/792] lr: 3.750e-04, eta: 12:00:48, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9266, loss_cls: 0.8139, loss: 0.8139, grad_norm: 4.1473, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-18 05:53:56,752 - mmaction - INFO - Epoch [45][440/792] lr: 3.750e-04, eta: 12:01:01, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9266, loss_cls: 0.8139, loss: 0.8139, grad_norm: 4.1391, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6369, loss/aux0: 0.6369 2020-10-18 05:54:16,264 - mmaction - INFO - Epoch [45][460/792] lr: 3.750e-04, eta: 12:00:29, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9312, loss_cls: 0.8249, loss: 0.8249, grad_norm: 4.1839, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-18 05:54:16,697 - mmaction - INFO - Epoch [45][460/792] lr: 3.750e-04, eta: 12:00:41, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9312, loss_cls: 0.8249, loss: 0.8249, grad_norm: 4.1877, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6481, loss/aux0: 0.6481 2020-10-18 05:54:36,171 - mmaction - INFO - Epoch [45][480/792] lr: 3.750e-04, eta: 12:00:09, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9302, loss_cls: 0.7998, loss: 0.7998, grad_norm: 4.1052, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.6610, loss/aux0: 0.6610 2020-10-18 05:54:36,610 - mmaction - INFO - Epoch [45][480/792] lr: 3.750e-04, eta: 12:00:22, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9302, loss_cls: 0.7998, loss: 0.7998, grad_norm: 4.1161, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.6617, loss/aux0: 0.6617 2020-10-18 05:54:56,068 - mmaction - INFO - Epoch [45][500/792] lr: 3.750e-04, eta: 11:59:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9276, loss_cls: 0.8338, loss: 0.8338, grad_norm: 4.3137, top1_acc/aux0: 0.8230, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6673, loss/aux0: 0.6673 2020-10-18 05:54:56,516 - mmaction - INFO - Epoch [45][500/792] lr: 3.750e-04, eta: 12:00:02, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9276, loss_cls: 0.8338, loss: 0.8338, grad_norm: 4.3139, top1_acc/aux0: 0.8217, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6691, loss/aux0: 0.6691 2020-10-18 05:55:15,994 - mmaction - INFO - Epoch [45][520/792] lr: 3.750e-04, eta: 11:59:30, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9375, loss_cls: 0.7568, loss: 0.7568, grad_norm: 4.1861, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6428, loss/aux0: 0.6428 2020-10-18 05:55:16,416 - mmaction - INFO - Epoch [45][520/792] lr: 3.750e-04, eta: 11:59:43, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9375, loss_cls: 0.7568, loss: 0.7568, grad_norm: 4.1918, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6364, loss/aux0: 0.6364 2020-10-18 05:55:35,853 - mmaction - INFO - Epoch [45][540/792] lr: 3.750e-04, eta: 11:59:11, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9260, loss_cls: 0.8246, loss: 0.8246, grad_norm: 4.1612, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-18 05:55:36,274 - mmaction - INFO - Epoch [45][540/792] lr: 3.750e-04, eta: 11:59:23, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9260, loss_cls: 0.8246, loss: 0.8246, grad_norm: 4.1303, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6558, loss/aux0: 0.6558 2020-10-18 05:55:55,734 - mmaction - INFO - Epoch [45][560/792] lr: 3.750e-04, eta: 11:58:51, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9323, loss_cls: 0.7733, loss: 0.7733, grad_norm: 4.2777, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-18 05:55:56,153 - mmaction - INFO - Epoch [45][560/792] lr: 3.750e-04, eta: 11:59:04, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9323, loss_cls: 0.7733, loss: 0.7733, grad_norm: 4.2506, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6406, loss/aux0: 0.6406 2020-10-18 05:56:15,642 - mmaction - INFO - Epoch [45][580/792] lr: 3.750e-04, eta: 11:58:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9229, loss_cls: 0.8240, loss: 0.8240, grad_norm: 4.1424, top1_acc/aux0: 0.8228, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6583, loss/aux0: 0.6583 2020-10-18 05:56:16,059 - mmaction - INFO - Epoch [45][580/792] lr: 3.750e-04, eta: 11:58:44, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9229, loss_cls: 0.8240, loss: 0.8240, grad_norm: 4.1347, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-18 05:56:35,665 - mmaction - INFO - Epoch [45][600/792] lr: 3.750e-04, eta: 11:58:12, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9323, loss_cls: 0.7424, loss: 0.7424, grad_norm: 4.1184, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6663, loss/aux0: 0.6663 2020-10-18 05:56:36,137 - mmaction - INFO - Epoch [45][600/792] lr: 3.750e-04, eta: 11:58:25, time: 0.504, data_time: 0.005, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9323, loss_cls: 0.7424, loss: 0.7424, grad_norm: 4.1307, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6680, loss/aux0: 0.6680 2020-10-18 05:56:55,500 - mmaction - INFO - Epoch [45][620/792] lr: 3.750e-04, eta: 11:57:53, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9286, loss_cls: 0.7900, loss: 0.7900, grad_norm: 4.1694, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-18 05:56:55,913 - mmaction - INFO - Epoch [45][620/792] lr: 3.750e-04, eta: 11:58:05, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9286, loss_cls: 0.7900, loss: 0.7900, grad_norm: 4.1805, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6462, loss/aux0: 0.6462 2020-10-18 05:57:15,223 - mmaction - INFO - Epoch [45][640/792] lr: 3.750e-04, eta: 11:57:33, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9271, loss_cls: 0.7810, loss: 0.7810, grad_norm: 4.2336, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6499, loss/aux0: 0.6499 2020-10-18 05:57:15,642 - mmaction - INFO - Epoch [45][640/792] lr: 3.750e-04, eta: 11:57:45, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9271, loss_cls: 0.7810, loss: 0.7810, grad_norm: 4.2346, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6505, loss/aux0: 0.6505 2020-10-18 05:57:35,191 - mmaction - INFO - Epoch [45][660/792] lr: 3.750e-04, eta: 11:57:14, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9375, loss_cls: 0.8003, loss: 0.8003, grad_norm: 4.2746, top1_acc/aux0: 0.8200, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6882, loss/aux0: 0.6882 2020-10-18 05:57:35,630 - mmaction - INFO - Epoch [45][660/792] lr: 3.750e-04, eta: 11:57:26, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9375, loss_cls: 0.8003, loss: 0.8003, grad_norm: 4.2402, top1_acc/aux0: 0.8197, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6897, loss/aux0: 0.6897 2020-10-18 05:57:55,038 - mmaction - INFO - Epoch [45][680/792] lr: 3.750e-04, eta: 11:56:54, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9323, loss_cls: 0.7933, loss: 0.7933, grad_norm: 4.2193, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6739, loss/aux0: 0.6739 2020-10-18 05:57:55,471 - mmaction - INFO - Epoch [45][680/792] lr: 3.750e-04, eta: 11:57:07, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9323, loss_cls: 0.7933, loss: 0.7933, grad_norm: 4.1982, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6693, loss/aux0: 0.6693 2020-10-18 05:58:15,013 - mmaction - INFO - Epoch [45][700/792] lr: 3.750e-04, eta: 11:56:35, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9302, loss_cls: 0.7864, loss: 0.7864, grad_norm: 4.2057, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6595, loss/aux0: 0.6595 2020-10-18 05:58:15,482 - mmaction - INFO - Epoch [45][700/792] lr: 3.750e-04, eta: 11:56:47, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9302, loss_cls: 0.7864, loss: 0.7864, grad_norm: 4.2080, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6694, loss/aux0: 0.6694 2020-10-18 05:58:34,938 - mmaction - INFO - Epoch [45][720/792] lr: 3.750e-04, eta: 11:56:16, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9443, loss_cls: 0.7857, loss: 0.7857, grad_norm: 4.2596, top1_acc/aux0: 0.8222, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6645, loss/aux0: 0.6645 2020-10-18 05:58:35,353 - mmaction - INFO - Epoch [45][720/792] lr: 3.750e-04, eta: 11:56:28, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9443, loss_cls: 0.7857, loss: 0.7857, grad_norm: 4.2413, top1_acc/aux0: 0.8239, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6607, loss/aux0: 0.6607 2020-10-18 05:58:54,822 - mmaction - INFO - Epoch [45][740/792] lr: 3.750e-04, eta: 11:55:56, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9323, loss_cls: 0.7611, loss: 0.7611, grad_norm: 4.2062, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6642, loss/aux0: 0.6642 2020-10-18 05:58:55,242 - mmaction - INFO - Epoch [45][740/792] lr: 3.750e-04, eta: 11:56:08, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9323, loss_cls: 0.7611, loss: 0.7611, grad_norm: 4.1760, top1_acc/aux0: 0.8262, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6633, loss/aux0: 0.6633 2020-10-18 05:59:14,668 - mmaction - INFO - Epoch [45][760/792] lr: 3.750e-04, eta: 11:55:36, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9365, loss_cls: 0.7757, loss: 0.7757, grad_norm: 4.0710, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6446, loss/aux0: 0.6446 2020-10-18 05:59:15,080 - mmaction - INFO - Epoch [45][760/792] lr: 3.750e-04, eta: 11:55:49, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9365, loss_cls: 0.7757, loss: 0.7757, grad_norm: 4.0385, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-18 05:59:34,626 - mmaction - INFO - Epoch [45][780/792] lr: 3.750e-04, eta: 11:55:17, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9229, loss_cls: 0.8351, loss: 0.8351, grad_norm: 4.2865, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6556, loss/aux0: 0.6556 2020-10-18 05:59:35,042 - mmaction - INFO - Epoch [45][780/792] lr: 3.750e-04, eta: 11:55:29, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9229, loss_cls: 0.8351, loss: 0.8351, grad_norm: 4.3374, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6590, loss/aux0: 0.6590 2020-10-18 05:59:47,916 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-18 06:01:30,242 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 06:01:30,381 - mmaction - INFO - top1_acc 0.7817 top5_acc 0.9376 2020-10-18 06:01:30,382 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 06:01:30,443 - mmaction - INFO - mean_acc 0.7820 2020-10-18 06:01:30,443 - mmaction - INFO - Now best checkpoint is epoch_45.pth 2020-10-18 06:01:30,455 - mmaction - INFO - Epoch(val) [45][792] top1_acc: 0.7817, top5_acc: 0.9376, mean_class_accuracy: 0.7820 2020-10-18 06:04:04,582 - mmaction - INFO - Epoch [46][20/792] lr: 3.750e-04, eta: 11:54:31, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9385, loss_cls: 0.7281, loss: 0.7281, grad_norm: 4.0937, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6391, loss/aux0: 0.6391 2020-10-18 06:04:05,019 - mmaction - INFO - Epoch [46][20/792] lr: 3.750e-04, eta: 11:54:43, time: 0.495, data_time: 0.004, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9385, loss_cls: 0.7281, loss: 0.7281, grad_norm: 4.0758, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6378, loss/aux0: 0.6378 2020-10-18 06:04:24,760 - mmaction - INFO - Epoch [46][40/792] lr: 3.750e-04, eta: 11:54:12, time: 0.511, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9260, loss_cls: 0.7913, loss: 0.7913, grad_norm: 4.2054, top1_acc/aux0: 0.8225, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6754, loss/aux0: 0.6754 2020-10-18 06:04:25,274 - mmaction - INFO - Epoch [46][40/792] lr: 3.750e-04, eta: 11:54:25, time: 0.519, data_time: 0.005, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9260, loss_cls: 0.7913, loss: 0.7913, grad_norm: 4.1951, top1_acc/aux0: 0.8200, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6813, loss/aux0: 0.6813 2020-10-18 06:04:44,623 - mmaction - INFO - Epoch [46][60/792] lr: 3.750e-04, eta: 11:53:53, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9349, loss_cls: 0.7501, loss: 0.7501, grad_norm: 4.1705, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6522, loss/aux0: 0.6522 2020-10-18 06:04:45,053 - mmaction - INFO - Epoch [46][60/792] lr: 3.750e-04, eta: 11:54:05, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9349, loss_cls: 0.7501, loss: 0.7501, grad_norm: 4.1897, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6514, loss/aux0: 0.6514 2020-10-18 06:05:04,433 - mmaction - INFO - Epoch [46][80/792] lr: 3.750e-04, eta: 11:53:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9391, loss_cls: 0.7801, loss: 0.7801, grad_norm: 4.2378, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.6700, loss/aux0: 0.6700 2020-10-18 06:05:04,861 - mmaction - INFO - Epoch [46][80/792] lr: 3.750e-04, eta: 11:53:46, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9391, loss_cls: 0.7801, loss: 0.7801, grad_norm: 4.2439, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6708, loss/aux0: 0.6708 2020-10-18 06:05:24,241 - mmaction - INFO - Epoch [46][100/792] lr: 3.750e-04, eta: 11:53:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9396, loss_cls: 0.7677, loss: 0.7677, grad_norm: 4.3839, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6319, loss/aux0: 0.6319 2020-10-18 06:05:24,668 - mmaction - INFO - Epoch [46][100/792] lr: 3.750e-04, eta: 11:53:26, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9396, loss_cls: 0.7677, loss: 0.7677, grad_norm: 4.3706, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 06:05:44,176 - mmaction - INFO - Epoch [46][120/792] lr: 3.750e-04, eta: 11:52:55, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9349, loss_cls: 0.7977, loss: 0.7977, grad_norm: 4.3001, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6526, loss/aux0: 0.6526 2020-10-18 06:05:44,593 - mmaction - INFO - Epoch [46][120/792] lr: 3.750e-04, eta: 11:53:07, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9349, loss_cls: 0.7977, loss: 0.7977, grad_norm: 4.2957, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6478, loss/aux0: 0.6478 2020-10-18 06:06:03,962 - mmaction - INFO - Epoch [46][140/792] lr: 3.750e-04, eta: 11:52:35, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9318, loss_cls: 0.8062, loss: 0.8062, grad_norm: 4.1873, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6318, loss/aux0: 0.6318 2020-10-18 06:06:04,401 - mmaction - INFO - Epoch [46][140/792] lr: 3.750e-04, eta: 11:52:47, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9318, loss_cls: 0.8062, loss: 0.8062, grad_norm: 4.1785, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-18 06:06:23,850 - mmaction - INFO - Epoch [46][160/792] lr: 3.750e-04, eta: 11:52:16, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9396, loss_cls: 0.7665, loss: 0.7665, grad_norm: 4.1460, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-18 06:06:24,259 - mmaction - INFO - Epoch [46][160/792] lr: 3.750e-04, eta: 11:52:28, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9396, loss_cls: 0.7665, loss: 0.7665, grad_norm: 4.1118, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6355, loss/aux0: 0.6355 2020-10-18 06:06:43,672 - mmaction - INFO - Epoch [46][180/792] lr: 3.750e-04, eta: 11:51:56, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9359, loss_cls: 0.7571, loss: 0.7571, grad_norm: 4.1756, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6471, loss/aux0: 0.6471 2020-10-18 06:06:44,093 - mmaction - INFO - Epoch [46][180/792] lr: 3.750e-04, eta: 11:52:08, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9359, loss_cls: 0.7571, loss: 0.7571, grad_norm: 4.1721, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6469, loss/aux0: 0.6469 2020-10-18 06:07:03,447 - mmaction - INFO - Epoch [46][200/792] lr: 3.750e-04, eta: 11:51:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9271, loss_cls: 0.7996, loss: 0.7996, grad_norm: 4.1908, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6386, loss/aux0: 0.6386 2020-10-18 06:07:03,853 - mmaction - INFO - Epoch [46][200/792] lr: 3.750e-04, eta: 11:51:49, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9271, loss_cls: 0.7996, loss: 0.7996, grad_norm: 4.1969, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6349, loss/aux0: 0.6349 2020-10-18 06:07:23,293 - mmaction - INFO - Epoch [46][220/792] lr: 3.750e-04, eta: 11:51:17, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9323, loss_cls: 0.7699, loss: 0.7699, grad_norm: 4.1793, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-18 06:07:23,702 - mmaction - INFO - Epoch [46][220/792] lr: 3.750e-04, eta: 11:51:29, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9323, loss_cls: 0.7699, loss: 0.7699, grad_norm: 4.2118, top1_acc/aux0: 0.8256, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6455, loss/aux0: 0.6455 2020-10-18 06:07:43,045 - mmaction - INFO - Epoch [46][240/792] lr: 3.750e-04, eta: 11:50:58, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9276, loss_cls: 0.7692, loss: 0.7692, grad_norm: 4.2730, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6822, loss/aux0: 0.6822 2020-10-18 06:07:43,473 - mmaction - INFO - Epoch [46][240/792] lr: 3.750e-04, eta: 11:51:10, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9276, loss_cls: 0.7692, loss: 0.7692, grad_norm: 4.3100, top1_acc/aux0: 0.8207, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6899, loss/aux0: 0.6899 2020-10-18 06:08:03,027 - mmaction - INFO - Epoch [46][260/792] lr: 3.750e-04, eta: 11:50:38, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9443, loss_cls: 0.7134, loss: 0.7134, grad_norm: 4.1270, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6751, loss/aux0: 0.6751 2020-10-18 06:08:03,449 - mmaction - INFO - Epoch [46][260/792] lr: 3.750e-04, eta: 11:50:50, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9443, loss_cls: 0.7134, loss: 0.7134, grad_norm: 4.1189, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6697, loss/aux0: 0.6697 2020-10-18 06:08:23,063 - mmaction - INFO - Epoch [46][280/792] lr: 3.750e-04, eta: 11:50:19, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9349, loss_cls: 0.7892, loss: 0.7892, grad_norm: 4.1610, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6552, loss/aux0: 0.6552 2020-10-18 06:08:23,488 - mmaction - INFO - Epoch [46][280/792] lr: 3.750e-04, eta: 11:50:31, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9349, loss_cls: 0.7892, loss: 0.7892, grad_norm: 4.1334, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6514, loss/aux0: 0.6514 2020-10-18 06:08:42,867 - mmaction - INFO - Epoch [46][300/792] lr: 3.750e-04, eta: 11:50:00, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9396, loss_cls: 0.7548, loss: 0.7548, grad_norm: 4.2615, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6550, loss/aux0: 0.6550 2020-10-18 06:08:43,279 - mmaction - INFO - Epoch [46][300/792] lr: 3.750e-04, eta: 11:50:11, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9396, loss_cls: 0.7548, loss: 0.7548, grad_norm: 4.2782, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6558, loss/aux0: 0.6558 2020-10-18 06:09:02,986 - mmaction - INFO - Epoch [46][320/792] lr: 3.750e-04, eta: 11:49:40, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9250, loss_cls: 0.8122, loss: 0.8122, grad_norm: 4.2650, top1_acc/aux0: 0.8235, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6685, loss/aux0: 0.6685 2020-10-18 06:09:03,393 - mmaction - INFO - Epoch [46][320/792] lr: 3.750e-04, eta: 11:49:52, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9250, loss_cls: 0.8122, loss: 0.8122, grad_norm: 4.2015, top1_acc/aux0: 0.8244, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6673, loss/aux0: 0.6673 2020-10-18 06:09:22,784 - mmaction - INFO - Epoch [46][340/792] lr: 3.750e-04, eta: 11:49:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9411, loss_cls: 0.7341, loss: 0.7341, grad_norm: 4.1332, top1_acc/aux0: 0.8257, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6573, loss/aux0: 0.6573 2020-10-18 06:09:23,199 - mmaction - INFO - Epoch [46][340/792] lr: 3.750e-04, eta: 11:49:33, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9411, loss_cls: 0.7341, loss: 0.7341, grad_norm: 4.1644, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6588, loss/aux0: 0.6588 2020-10-18 06:09:42,792 - mmaction - INFO - Epoch [46][360/792] lr: 3.750e-04, eta: 11:49:01, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9380, loss_cls: 0.7482, loss: 0.7482, grad_norm: 4.1685, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-18 06:09:43,211 - mmaction - INFO - Epoch [46][360/792] lr: 3.750e-04, eta: 11:49:13, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9380, loss_cls: 0.7482, loss: 0.7482, grad_norm: 4.1443, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6605, loss/aux0: 0.6605 2020-10-18 06:10:02,716 - mmaction - INFO - Epoch [46][380/792] lr: 3.750e-04, eta: 11:48:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9396, loss_cls: 0.7671, loss: 0.7671, grad_norm: 4.2819, top1_acc/aux0: 0.8191, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6662, loss/aux0: 0.6662 2020-10-18 06:10:03,133 - mmaction - INFO - Epoch [46][380/792] lr: 3.750e-04, eta: 11:48:54, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9396, loss_cls: 0.7671, loss: 0.7671, grad_norm: 4.2657, top1_acc/aux0: 0.8209, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6653, loss/aux0: 0.6653 2020-10-18 06:10:22,627 - mmaction - INFO - Epoch [46][400/792] lr: 3.750e-04, eta: 11:48:23, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9271, loss_cls: 0.7989, loss: 0.7989, grad_norm: 4.2856, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6551, loss/aux0: 0.6551 2020-10-18 06:10:23,033 - mmaction - INFO - Epoch [46][400/792] lr: 3.750e-04, eta: 11:48:35, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9271, loss_cls: 0.7989, loss: 0.7989, grad_norm: 4.2637, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6543, loss/aux0: 0.6543 2020-10-18 06:10:42,520 - mmaction - INFO - Epoch [46][420/792] lr: 3.750e-04, eta: 11:48:03, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9339, loss_cls: 0.7756, loss: 0.7756, grad_norm: 4.2274, top1_acc/aux0: 0.8241, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6579, loss/aux0: 0.6579 2020-10-18 06:10:42,942 - mmaction - INFO - Epoch [46][420/792] lr: 3.750e-04, eta: 11:48:15, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9339, loss_cls: 0.7756, loss: 0.7756, grad_norm: 4.2084, top1_acc/aux0: 0.8235, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6604, loss/aux0: 0.6604 2020-10-18 06:11:02,378 - mmaction - INFO - Epoch [46][440/792] lr: 3.750e-04, eta: 11:47:44, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9255, loss_cls: 0.8008, loss: 0.8008, grad_norm: 4.2760, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6607, loss/aux0: 0.6607 2020-10-18 06:11:02,805 - mmaction - INFO - Epoch [46][440/792] lr: 3.750e-04, eta: 11:47:56, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9255, loss_cls: 0.8008, loss: 0.8008, grad_norm: 4.2733, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6589, loss/aux0: 0.6589 2020-10-18 06:11:22,278 - mmaction - INFO - Epoch [46][460/792] lr: 3.750e-04, eta: 11:47:25, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9396, loss_cls: 0.7723, loss: 0.7723, grad_norm: 4.1256, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6387, loss/aux0: 0.6387 2020-10-18 06:11:22,694 - mmaction - INFO - Epoch [46][460/792] lr: 3.750e-04, eta: 11:47:37, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9396, loss_cls: 0.7723, loss: 0.7723, grad_norm: 4.1147, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6382, loss/aux0: 0.6382 2020-10-18 06:11:42,228 - mmaction - INFO - Epoch [46][480/792] lr: 3.750e-04, eta: 11:47:05, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9359, loss_cls: 0.7667, loss: 0.7667, grad_norm: 4.1887, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6501, loss/aux0: 0.6501 2020-10-18 06:11:42,651 - mmaction - INFO - Epoch [46][480/792] lr: 3.750e-04, eta: 11:47:17, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9359, loss_cls: 0.7667, loss: 0.7667, grad_norm: 4.2274, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6571, loss/aux0: 0.6571 2020-10-18 06:12:02,100 - mmaction - INFO - Epoch [46][500/792] lr: 3.750e-04, eta: 11:46:46, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9307, loss_cls: 0.8007, loss: 0.8007, grad_norm: 4.1140, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6405, loss/aux0: 0.6405 2020-10-18 06:12:02,531 - mmaction - INFO - Epoch [46][500/792] lr: 3.750e-04, eta: 11:46:58, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9307, loss_cls: 0.8007, loss: 0.8007, grad_norm: 4.1191, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6325, loss/aux0: 0.6325 2020-10-18 06:12:21,967 - mmaction - INFO - Epoch [46][520/792] lr: 3.750e-04, eta: 11:46:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9391, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.2063, top1_acc/aux0: 0.8267, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6587, loss/aux0: 0.6587 2020-10-18 06:12:22,393 - mmaction - INFO - Epoch [46][520/792] lr: 3.750e-04, eta: 11:46:38, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9391, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.2091, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6618, loss/aux0: 0.6618 2020-10-18 06:12:41,808 - mmaction - INFO - Epoch [46][540/792] lr: 3.750e-04, eta: 11:46:07, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9443, loss_cls: 0.7327, loss: 0.7327, grad_norm: 4.3278, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6483, loss/aux0: 0.6483 2020-10-18 06:12:42,239 - mmaction - INFO - Epoch [46][540/792] lr: 3.750e-04, eta: 11:46:19, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9443, loss_cls: 0.7327, loss: 0.7327, grad_norm: 4.3176, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6477, loss/aux0: 0.6477 2020-10-18 06:13:01,789 - mmaction - INFO - Epoch [46][560/792] lr: 3.750e-04, eta: 11:45:47, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9380, loss_cls: 0.7494, loss: 0.7494, grad_norm: 4.1858, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6594, loss/aux0: 0.6594 2020-10-18 06:13:02,252 - mmaction - INFO - Epoch [46][560/792] lr: 3.750e-04, eta: 11:45:59, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9380, loss_cls: 0.7494, loss: 0.7494, grad_norm: 4.1632, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6571, loss/aux0: 0.6571 2020-10-18 06:13:21,806 - mmaction - INFO - Epoch [46][580/792] lr: 3.750e-04, eta: 11:45:28, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9344, loss_cls: 0.7649, loss: 0.7649, grad_norm: 4.0893, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6400, loss/aux0: 0.6400 2020-10-18 06:13:22,266 - mmaction - INFO - Epoch [46][580/792] lr: 3.750e-04, eta: 11:45:40, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9344, loss_cls: 0.7649, loss: 0.7649, grad_norm: 4.0893, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6457, loss/aux0: 0.6457 2020-10-18 06:13:41,864 - mmaction - INFO - Epoch [46][600/792] lr: 3.750e-04, eta: 11:45:09, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9391, loss_cls: 0.7488, loss: 0.7488, grad_norm: 4.1885, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6529, loss/aux0: 0.6529 2020-10-18 06:13:42,284 - mmaction - INFO - Epoch [46][600/792] lr: 3.750e-04, eta: 11:45:21, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9391, loss_cls: 0.7488, loss: 0.7488, grad_norm: 4.1894, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6538, loss/aux0: 0.6538 2020-10-18 06:14:01,746 - mmaction - INFO - Epoch [46][620/792] lr: 3.750e-04, eta: 11:44:50, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9234, loss_cls: 0.8154, loss: 0.8154, grad_norm: 4.3520, top1_acc/aux0: 0.8213, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6544, loss/aux0: 0.6544 2020-10-18 06:14:02,166 - mmaction - INFO - Epoch [46][620/792] lr: 3.750e-04, eta: 11:45:01, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9234, loss_cls: 0.8154, loss: 0.8154, grad_norm: 4.3553, top1_acc/aux0: 0.8220, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6536, loss/aux0: 0.6536 2020-10-18 06:14:21,652 - mmaction - INFO - Epoch [46][640/792] lr: 3.750e-04, eta: 11:44:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7637, loss: 0.7637, grad_norm: 4.2477, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6275, loss/aux0: 0.6275 2020-10-18 06:14:22,088 - mmaction - INFO - Epoch [46][640/792] lr: 3.750e-04, eta: 11:44:42, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7637, loss: 0.7637, grad_norm: 4.2537, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 06:14:41,500 - mmaction - INFO - Epoch [46][660/792] lr: 3.750e-04, eta: 11:44:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.8069, loss: 0.8069, grad_norm: 4.2083, top1_acc/aux0: 0.8199, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6682, loss/aux0: 0.6682 2020-10-18 06:14:41,923 - mmaction - INFO - Epoch [46][660/792] lr: 3.750e-04, eta: 11:44:22, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.8069, loss: 0.8069, grad_norm: 4.2197, top1_acc/aux0: 0.8199, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6664, loss/aux0: 0.6664 2020-10-18 06:15:01,465 - mmaction - INFO - Epoch [46][680/792] lr: 3.750e-04, eta: 11:43:51, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9339, loss_cls: 0.7954, loss: 0.7954, grad_norm: 4.3302, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6354, loss/aux0: 0.6354 2020-10-18 06:15:01,897 - mmaction - INFO - Epoch [46][680/792] lr: 3.750e-04, eta: 11:44:03, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9339, loss_cls: 0.7954, loss: 0.7954, grad_norm: 4.2860, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 06:15:21,437 - mmaction - INFO - Epoch [46][700/792] lr: 3.750e-04, eta: 11:43:32, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9208, loss_cls: 0.8637, loss: 0.8637, grad_norm: 4.2895, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6625, loss/aux0: 0.6625 2020-10-18 06:15:21,854 - mmaction - INFO - Epoch [46][700/792] lr: 3.750e-04, eta: 11:43:44, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9208, loss_cls: 0.8637, loss: 0.8637, grad_norm: 4.3160, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6653, loss/aux0: 0.6653 2020-10-18 06:15:41,136 - mmaction - INFO - Epoch [46][720/792] lr: 3.750e-04, eta: 11:43:12, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9281, loss_cls: 0.8009, loss: 0.8009, grad_norm: 4.2492, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6561, loss/aux0: 0.6561 2020-10-18 06:15:41,565 - mmaction - INFO - Epoch [46][720/792] lr: 3.750e-04, eta: 11:43:24, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9281, loss_cls: 0.8009, loss: 0.8009, grad_norm: 4.2540, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6564, loss/aux0: 0.6564 2020-10-18 06:16:00,979 - mmaction - INFO - Epoch [46][740/792] lr: 3.750e-04, eta: 11:42:53, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9328, loss_cls: 0.7584, loss: 0.7584, grad_norm: 4.1339, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-18 06:16:01,407 - mmaction - INFO - Epoch [46][740/792] lr: 3.750e-04, eta: 11:43:05, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9328, loss_cls: 0.7584, loss: 0.7584, grad_norm: 4.1618, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6561, loss/aux0: 0.6561 2020-10-18 06:16:20,703 - mmaction - INFO - Epoch [46][760/792] lr: 3.750e-04, eta: 11:42:33, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9224, loss_cls: 0.7923, loss: 0.7923, grad_norm: 4.2249, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6543, loss/aux0: 0.6543 2020-10-18 06:16:21,121 - mmaction - INFO - Epoch [46][760/792] lr: 3.750e-04, eta: 11:42:45, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9224, loss_cls: 0.7923, loss: 0.7923, grad_norm: 4.2419, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6563, loss/aux0: 0.6563 2020-10-18 06:16:40,686 - mmaction - INFO - Epoch [46][780/792] lr: 3.750e-04, eta: 11:42:14, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9271, loss_cls: 0.8197, loss: 0.8197, grad_norm: 4.2703, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6602, loss/aux0: 0.6602 2020-10-18 06:16:41,099 - mmaction - INFO - Epoch [46][780/792] lr: 3.750e-04, eta: 11:42:25, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9271, loss_cls: 0.8197, loss: 0.8197, grad_norm: 4.2877, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6562, loss/aux0: 0.6562 2020-10-18 06:16:54,408 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-10-18 06:19:32,115 - mmaction - INFO - Epoch [47][20/792] lr: 3.750e-04, eta: 11:41:29, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9380, loss_cls: 0.7599, loss: 0.7599, grad_norm: 4.1834, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-18 06:19:32,536 - mmaction - INFO - Epoch [47][20/792] lr: 3.750e-04, eta: 11:41:40, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9380, loss_cls: 0.7599, loss: 0.7599, grad_norm: 4.1796, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6365, loss/aux0: 0.6365 2020-10-18 06:19:52,053 - mmaction - INFO - Epoch [47][40/792] lr: 3.750e-04, eta: 11:41:09, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9328, loss_cls: 0.7771, loss: 0.7771, grad_norm: 4.1497, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6525, loss/aux0: 0.6525 2020-10-18 06:19:52,496 - mmaction - INFO - Epoch [47][40/792] lr: 3.750e-04, eta: 11:41:21, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9328, loss_cls: 0.7771, loss: 0.7771, grad_norm: 4.1629, top1_acc/aux0: 0.8270, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-18 06:20:11,924 - mmaction - INFO - Epoch [47][60/792] lr: 3.750e-04, eta: 11:40:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9359, loss_cls: 0.7968, loss: 0.7968, grad_norm: 4.2272, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6460, loss/aux0: 0.6460 2020-10-18 06:20:12,358 - mmaction - INFO - Epoch [47][60/792] lr: 3.750e-04, eta: 11:41:02, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9359, loss_cls: 0.7968, loss: 0.7968, grad_norm: 4.1977, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-18 06:20:31,670 - mmaction - INFO - Epoch [47][80/792] lr: 3.750e-04, eta: 11:40:30, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9312, loss_cls: 0.7850, loss: 0.7850, grad_norm: 4.2107, top1_acc/aux0: 0.8225, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.6661, loss/aux0: 0.6661 2020-10-18 06:20:32,093 - mmaction - INFO - Epoch [47][80/792] lr: 3.750e-04, eta: 11:40:42, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9312, loss_cls: 0.7850, loss: 0.7850, grad_norm: 4.2382, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6641, loss/aux0: 0.6641 2020-10-18 06:20:51,545 - mmaction - INFO - Epoch [47][100/792] lr: 3.750e-04, eta: 11:40:11, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9385, loss_cls: 0.7757, loss: 0.7757, grad_norm: 4.1997, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-18 06:20:51,949 - mmaction - INFO - Epoch [47][100/792] lr: 3.750e-04, eta: 11:40:22, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9385, loss_cls: 0.7757, loss: 0.7757, grad_norm: 4.2007, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6566, loss/aux0: 0.6566 2020-10-18 06:21:11,362 - mmaction - INFO - Epoch [47][120/792] lr: 3.750e-04, eta: 11:39:51, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9354, loss_cls: 0.7142, loss: 0.7142, grad_norm: 4.1129, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-18 06:21:11,772 - mmaction - INFO - Epoch [47][120/792] lr: 3.750e-04, eta: 11:40:03, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9354, loss_cls: 0.7142, loss: 0.7142, grad_norm: 4.0777, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 06:21:31,269 - mmaction - INFO - Epoch [47][140/792] lr: 3.750e-04, eta: 11:39:32, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9354, loss_cls: 0.8089, loss: 0.8089, grad_norm: 4.3030, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-18 06:21:31,699 - mmaction - INFO - Epoch [47][140/792] lr: 3.750e-04, eta: 11:39:43, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9354, loss_cls: 0.8089, loss: 0.8089, grad_norm: 4.2541, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6297, loss/aux0: 0.6297 2020-10-18 06:21:51,160 - mmaction - INFO - Epoch [47][160/792] lr: 3.750e-04, eta: 11:39:12, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9349, loss_cls: 0.7262, loss: 0.7262, grad_norm: 4.1858, top1_acc/aux0: 0.8239, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6741, loss/aux0: 0.6741 2020-10-18 06:21:51,585 - mmaction - INFO - Epoch [47][160/792] lr: 3.750e-04, eta: 11:39:24, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9349, loss_cls: 0.7262, loss: 0.7262, grad_norm: 4.2099, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6829, loss/aux0: 0.6829 2020-10-18 06:22:11,142 - mmaction - INFO - Epoch [47][180/792] lr: 3.750e-04, eta: 11:38:53, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9344, loss_cls: 0.7734, loss: 0.7734, grad_norm: 4.1573, top1_acc/aux0: 0.8256, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6487, loss/aux0: 0.6487 2020-10-18 06:22:11,568 - mmaction - INFO - Epoch [47][180/792] lr: 3.750e-04, eta: 11:39:04, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9344, loss_cls: 0.7734, loss: 0.7734, grad_norm: 4.1190, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-18 06:22:30,908 - mmaction - INFO - Epoch [47][200/792] lr: 3.750e-04, eta: 11:38:33, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9339, loss_cls: 0.7905, loss: 0.7905, grad_norm: 4.3183, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6705, loss/aux0: 0.6705 2020-10-18 06:22:31,326 - mmaction - INFO - Epoch [47][200/792] lr: 3.750e-04, eta: 11:38:45, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9339, loss_cls: 0.7905, loss: 0.7905, grad_norm: 4.2887, top1_acc/aux0: 0.8244, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6683, loss/aux0: 0.6683 2020-10-18 06:22:50,983 - mmaction - INFO - Epoch [47][220/792] lr: 3.750e-04, eta: 11:38:14, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9344, loss_cls: 0.7552, loss: 0.7552, grad_norm: 4.2895, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6432, loss/aux0: 0.6432 2020-10-18 06:22:51,388 - mmaction - INFO - Epoch [47][220/792] lr: 3.750e-04, eta: 11:38:26, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9344, loss_cls: 0.7552, loss: 0.7552, grad_norm: 4.2245, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6429, loss/aux0: 0.6429 2020-10-18 06:23:10,695 - mmaction - INFO - Epoch [47][240/792] lr: 3.750e-04, eta: 11:37:54, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9266, loss_cls: 0.7918, loss: 0.7918, grad_norm: 4.3390, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6480, loss/aux0: 0.6480 2020-10-18 06:23:11,120 - mmaction - INFO - Epoch [47][240/792] lr: 3.750e-04, eta: 11:38:06, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9266, loss_cls: 0.7918, loss: 0.7918, grad_norm: 4.3528, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6570, loss/aux0: 0.6570 2020-10-18 06:23:30,459 - mmaction - INFO - Epoch [47][260/792] lr: 3.750e-04, eta: 11:37:35, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9385, loss_cls: 0.7595, loss: 0.7595, grad_norm: 4.3049, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6492, loss/aux0: 0.6492 2020-10-18 06:23:30,872 - mmaction - INFO - Epoch [47][260/792] lr: 3.750e-04, eta: 11:37:46, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9385, loss_cls: 0.7595, loss: 0.7595, grad_norm: 4.2635, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-18 06:23:50,393 - mmaction - INFO - Epoch [47][280/792] lr: 3.750e-04, eta: 11:37:15, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9375, loss_cls: 0.7416, loss: 0.7416, grad_norm: 4.1677, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6384, loss/aux0: 0.6384 2020-10-18 06:23:50,801 - mmaction - INFO - Epoch [47][280/792] lr: 3.750e-04, eta: 11:37:26, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9375, loss_cls: 0.7416, loss: 0.7416, grad_norm: 4.1749, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6433, loss/aux0: 0.6433 2020-10-18 06:24:10,262 - mmaction - INFO - Epoch [47][300/792] lr: 3.750e-04, eta: 11:36:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9344, loss_cls: 0.7723, loss: 0.7723, grad_norm: 4.1708, top1_acc/aux0: 0.8241, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6587, loss/aux0: 0.6587 2020-10-18 06:24:10,691 - mmaction - INFO - Epoch [47][300/792] lr: 3.750e-04, eta: 11:37:07, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9344, loss_cls: 0.7723, loss: 0.7723, grad_norm: 4.1427, top1_acc/aux0: 0.8249, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6547, loss/aux0: 0.6547 2020-10-18 06:24:30,184 - mmaction - INFO - Epoch [47][320/792] lr: 3.750e-04, eta: 11:36:36, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9370, loss_cls: 0.7718, loss: 0.7718, grad_norm: 4.2220, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6447, loss/aux0: 0.6447 2020-10-18 06:24:30,603 - mmaction - INFO - Epoch [47][320/792] lr: 3.750e-04, eta: 11:36:48, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9370, loss_cls: 0.7718, loss: 0.7718, grad_norm: 4.2279, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6448, loss/aux0: 0.6448 2020-10-18 06:24:49,976 - mmaction - INFO - Epoch [47][340/792] lr: 3.750e-04, eta: 11:36:17, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9344, loss_cls: 0.7504, loss: 0.7504, grad_norm: 4.2872, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6449, loss/aux0: 0.6449 2020-10-18 06:24:50,401 - mmaction - INFO - Epoch [47][340/792] lr: 3.750e-04, eta: 11:36:28, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9344, loss_cls: 0.7504, loss: 0.7504, grad_norm: 4.3019, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6498, loss/aux0: 0.6498 2020-10-18 06:25:09,794 - mmaction - INFO - Epoch [47][360/792] lr: 3.750e-04, eta: 11:35:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9365, loss_cls: 0.7817, loss: 0.7817, grad_norm: 4.2782, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-18 06:25:10,210 - mmaction - INFO - Epoch [47][360/792] lr: 3.750e-04, eta: 11:36:08, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9365, loss_cls: 0.7817, loss: 0.7817, grad_norm: 4.2367, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6322, loss/aux0: 0.6322 2020-10-18 06:25:29,732 - mmaction - INFO - Epoch [47][380/792] lr: 3.750e-04, eta: 11:35:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9318, loss_cls: 0.7846, loss: 0.7846, grad_norm: 4.3294, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6642, loss/aux0: 0.6642 2020-10-18 06:25:30,146 - mmaction - INFO - Epoch [47][380/792] lr: 3.750e-04, eta: 11:35:49, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9318, loss_cls: 0.7846, loss: 0.7846, grad_norm: 4.3318, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6626, loss/aux0: 0.6626 2020-10-18 06:25:49,647 - mmaction - INFO - Epoch [47][400/792] lr: 3.750e-04, eta: 11:35:18, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9318, loss_cls: 0.7827, loss: 0.7827, grad_norm: 4.2465, top1_acc/aux0: 0.8225, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6657, loss/aux0: 0.6657 2020-10-18 06:25:50,053 - mmaction - INFO - Epoch [47][400/792] lr: 3.750e-04, eta: 11:35:30, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9318, loss_cls: 0.7827, loss: 0.7827, grad_norm: 4.2143, top1_acc/aux0: 0.8233, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6634, loss/aux0: 0.6634 2020-10-18 06:26:09,528 - mmaction - INFO - Epoch [47][420/792] lr: 3.750e-04, eta: 11:34:59, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9396, loss_cls: 0.7379, loss: 0.7379, grad_norm: 4.3382, top1_acc/aux0: 0.8231, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6552, loss/aux0: 0.6552 2020-10-18 06:26:09,932 - mmaction - INFO - Epoch [47][420/792] lr: 3.750e-04, eta: 11:35:10, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9396, loss_cls: 0.7379, loss: 0.7379, grad_norm: 4.3250, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6558, loss/aux0: 0.6558 2020-10-18 06:26:29,264 - mmaction - INFO - Epoch [47][440/792] lr: 3.750e-04, eta: 11:34:39, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9375, loss_cls: 0.7728, loss: 0.7728, grad_norm: 4.3482, top1_acc/aux0: 0.8199, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6699, loss/aux0: 0.6699 2020-10-18 06:26:29,692 - mmaction - INFO - Epoch [47][440/792] lr: 3.750e-04, eta: 11:34:50, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9375, loss_cls: 0.7728, loss: 0.7728, grad_norm: 4.3201, top1_acc/aux0: 0.8202, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6749, loss/aux0: 0.6749 2020-10-18 06:26:49,320 - mmaction - INFO - Epoch [47][460/792] lr: 3.750e-04, eta: 11:34:20, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9359, loss_cls: 0.7562, loss: 0.7562, grad_norm: 4.1225, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6354, loss/aux0: 0.6354 2020-10-18 06:26:49,757 - mmaction - INFO - Epoch [47][460/792] lr: 3.750e-04, eta: 11:34:31, time: 0.507, data_time: 0.004, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9359, loss_cls: 0.7562, loss: 0.7562, grad_norm: 4.1471, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-18 06:27:09,158 - mmaction - INFO - Epoch [47][480/792] lr: 3.750e-04, eta: 11:34:01, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9318, loss_cls: 0.7784, loss: 0.7784, grad_norm: 4.2447, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6404, loss/aux0: 0.6404 2020-10-18 06:27:09,565 - mmaction - INFO - Epoch [47][480/792] lr: 3.750e-04, eta: 11:34:12, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9318, loss_cls: 0.7784, loss: 0.7784, grad_norm: 4.2329, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-18 06:27:29,103 - mmaction - INFO - Epoch [47][500/792] lr: 3.750e-04, eta: 11:33:41, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9344, loss_cls: 0.7899, loss: 0.7899, grad_norm: 4.3118, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6390, loss/aux0: 0.6390 2020-10-18 06:27:29,521 - mmaction - INFO - Epoch [47][500/792] lr: 3.750e-04, eta: 11:33:52, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9344, loss_cls: 0.7899, loss: 0.7899, grad_norm: 4.2491, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-18 06:27:49,044 - mmaction - INFO - Epoch [47][520/792] lr: 3.750e-04, eta: 11:33:22, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9318, loss_cls: 0.7809, loss: 0.7809, grad_norm: 4.2226, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 06:27:49,493 - mmaction - INFO - Epoch [47][520/792] lr: 3.750e-04, eta: 11:33:33, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9318, loss_cls: 0.7809, loss: 0.7809, grad_norm: 4.1866, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-18 06:28:08,929 - mmaction - INFO - Epoch [47][540/792] lr: 3.750e-04, eta: 11:33:02, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9464, loss_cls: 0.7346, loss: 0.7346, grad_norm: 4.2657, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6319, loss/aux0: 0.6319 2020-10-18 06:28:09,338 - mmaction - INFO - Epoch [47][540/792] lr: 3.750e-04, eta: 11:33:14, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9464, loss_cls: 0.7346, loss: 0.7346, grad_norm: 4.2495, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 06:28:28,780 - mmaction - INFO - Epoch [47][560/792] lr: 3.750e-04, eta: 11:32:43, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9312, loss_cls: 0.7799, loss: 0.7799, grad_norm: 4.3285, top1_acc/aux0: 0.8257, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6483, loss/aux0: 0.6483 2020-10-18 06:28:29,201 - mmaction - INFO - Epoch [47][560/792] lr: 3.750e-04, eta: 11:32:54, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9312, loss_cls: 0.7799, loss: 0.7799, grad_norm: 4.3217, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6496, loss/aux0: 0.6496 2020-10-18 06:28:48,534 - mmaction - INFO - Epoch [47][580/792] lr: 3.750e-04, eta: 11:32:23, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9318, loss_cls: 0.7829, loss: 0.7829, grad_norm: 4.3732, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6406, loss/aux0: 0.6406 2020-10-18 06:28:48,958 - mmaction - INFO - Epoch [47][580/792] lr: 3.750e-04, eta: 11:32:34, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9318, loss_cls: 0.7829, loss: 0.7829, grad_norm: 4.3946, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6473, loss/aux0: 0.6473 2020-10-18 06:29:08,482 - mmaction - INFO - Epoch [47][600/792] lr: 3.750e-04, eta: 11:32:04, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9437, loss_cls: 0.7680, loss: 0.7680, grad_norm: 4.2171, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-18 06:29:08,916 - mmaction - INFO - Epoch [47][600/792] lr: 3.750e-04, eta: 11:32:15, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9437, loss_cls: 0.7680, loss: 0.7680, grad_norm: 4.2154, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-18 06:29:28,274 - mmaction - INFO - Epoch [47][620/792] lr: 3.750e-04, eta: 11:31:44, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9307, loss_cls: 0.7660, loss: 0.7660, grad_norm: 4.1000, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 06:29:28,709 - mmaction - INFO - Epoch [47][620/792] lr: 3.750e-04, eta: 11:31:55, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9307, loss_cls: 0.7660, loss: 0.7660, grad_norm: 4.0619, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6222, loss/aux0: 0.6222 2020-10-18 06:29:48,038 - mmaction - INFO - Epoch [47][640/792] lr: 3.750e-04, eta: 11:31:24, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7190, loss: 0.7190, grad_norm: 4.1820, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6333, loss/aux0: 0.6333 2020-10-18 06:29:48,466 - mmaction - INFO - Epoch [47][640/792] lr: 3.750e-04, eta: 11:31:36, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7190, loss: 0.7190, grad_norm: 4.1776, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6364, loss/aux0: 0.6364 2020-10-18 06:30:07,818 - mmaction - INFO - Epoch [47][660/792] lr: 3.750e-04, eta: 11:31:05, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9354, loss_cls: 0.7911, loss: 0.7911, grad_norm: 4.2763, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6340, loss/aux0: 0.6340 2020-10-18 06:30:08,234 - mmaction - INFO - Epoch [47][660/792] lr: 3.750e-04, eta: 11:31:16, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9354, loss_cls: 0.7911, loss: 0.7911, grad_norm: 4.2720, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6360, loss/aux0: 0.6360 2020-10-18 06:30:27,800 - mmaction - INFO - Epoch [47][680/792] lr: 3.750e-04, eta: 11:30:45, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9323, loss_cls: 0.7697, loss: 0.7697, grad_norm: 4.2237, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6301, loss/aux0: 0.6301 2020-10-18 06:30:28,220 - mmaction - INFO - Epoch [47][680/792] lr: 3.750e-04, eta: 11:30:57, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9323, loss_cls: 0.7697, loss: 0.7697, grad_norm: 4.2479, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6311, loss/aux0: 0.6311 2020-10-18 06:30:47,627 - mmaction - INFO - Epoch [47][700/792] lr: 3.750e-04, eta: 11:30:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9307, loss_cls: 0.7784, loss: 0.7784, grad_norm: 4.2791, top1_acc/aux0: 0.8239, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6583, loss/aux0: 0.6583 2020-10-18 06:30:48,054 - mmaction - INFO - Epoch [47][700/792] lr: 3.750e-04, eta: 11:30:37, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9307, loss_cls: 0.7784, loss: 0.7784, grad_norm: 4.2659, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-18 06:31:07,504 - mmaction - INFO - Epoch [47][720/792] lr: 3.750e-04, eta: 11:30:06, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9318, loss_cls: 0.7914, loss: 0.7914, grad_norm: 4.2943, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-18 06:31:07,914 - mmaction - INFO - Epoch [47][720/792] lr: 3.750e-04, eta: 11:30:18, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9318, loss_cls: 0.7914, loss: 0.7914, grad_norm: 4.2839, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6333, loss/aux0: 0.6333 2020-10-18 06:31:27,425 - mmaction - INFO - Epoch [47][740/792] lr: 3.750e-04, eta: 11:29:47, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9375, loss_cls: 0.7326, loss: 0.7326, grad_norm: 4.1883, top1_acc/aux0: 0.8270, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6480, loss/aux0: 0.6480 2020-10-18 06:31:27,862 - mmaction - INFO - Epoch [47][740/792] lr: 3.750e-04, eta: 11:29:58, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9375, loss_cls: 0.7326, loss: 0.7326, grad_norm: 4.2121, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6495, loss/aux0: 0.6495 2020-10-18 06:31:47,326 - mmaction - INFO - Epoch [47][760/792] lr: 3.750e-04, eta: 11:29:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9453, loss_cls: 0.7501, loss: 0.7501, grad_norm: 4.2865, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6611, loss/aux0: 0.6611 2020-10-18 06:31:47,743 - mmaction - INFO - Epoch [47][760/792] lr: 3.750e-04, eta: 11:29:39, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9453, loss_cls: 0.7501, loss: 0.7501, grad_norm: 4.2910, top1_acc/aux0: 0.8239, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6581, loss/aux0: 0.6581 2020-10-18 06:32:07,132 - mmaction - INFO - Epoch [47][780/792] lr: 3.750e-04, eta: 11:29:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9349, loss_cls: 0.7423, loss: 0.7423, grad_norm: 4.2948, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6460, loss/aux0: 0.6460 2020-10-18 06:32:07,544 - mmaction - INFO - Epoch [47][780/792] lr: 3.750e-04, eta: 11:29:19, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9349, loss_cls: 0.7423, loss: 0.7423, grad_norm: 4.2833, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6482, loss/aux0: 0.6482 2020-10-18 06:32:21,352 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-10-18 06:35:10,063 - mmaction - INFO - Epoch [48][20/792] lr: 3.750e-04, eta: 11:28:23, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9380, loss_cls: 0.7454, loss: 0.7454, grad_norm: 4.3215, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.6610, loss/aux0: 0.6610 2020-10-18 06:35:10,484 - mmaction - INFO - Epoch [48][20/792] lr: 3.750e-04, eta: 11:28:34, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9380, loss_cls: 0.7454, loss: 0.7454, grad_norm: 4.3180, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-18 06:35:29,951 - mmaction - INFO - Epoch [48][40/792] lr: 3.750e-04, eta: 11:28:03, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.7949, loss: 0.7949, grad_norm: 4.2593, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6625, loss/aux0: 0.6625 2020-10-18 06:35:30,378 - mmaction - INFO - Epoch [48][40/792] lr: 3.750e-04, eta: 11:28:15, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.7949, loss: 0.7949, grad_norm: 4.2746, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-18 06:35:49,641 - mmaction - INFO - Epoch [48][60/792] lr: 3.750e-04, eta: 11:27:44, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.7180, loss: 0.7180, grad_norm: 4.1731, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 06:35:50,060 - mmaction - INFO - Epoch [48][60/792] lr: 3.750e-04, eta: 11:27:55, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.7180, loss: 0.7180, grad_norm: 4.1712, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 06:36:09,401 - mmaction - INFO - Epoch [48][80/792] lr: 3.750e-04, eta: 11:27:24, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9323, loss_cls: 0.7539, loss: 0.7539, grad_norm: 4.2145, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6448, loss/aux0: 0.6448 2020-10-18 06:36:09,829 - mmaction - INFO - Epoch [48][80/792] lr: 3.750e-04, eta: 11:27:35, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9323, loss_cls: 0.7539, loss: 0.7539, grad_norm: 4.2397, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6526, loss/aux0: 0.6526 2020-10-18 06:36:29,288 - mmaction - INFO - Epoch [48][100/792] lr: 3.750e-04, eta: 11:27:05, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9490, loss_cls: 0.6905, loss: 0.6905, grad_norm: 4.2966, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6527, loss/aux0: 0.6527 2020-10-18 06:36:29,694 - mmaction - INFO - Epoch [48][100/792] lr: 3.750e-04, eta: 11:27:16, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9490, loss_cls: 0.6905, loss: 0.6905, grad_norm: 4.3263, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6539, loss/aux0: 0.6539 2020-10-18 06:36:49,154 - mmaction - INFO - Epoch [48][120/792] lr: 3.750e-04, eta: 11:26:45, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9339, loss_cls: 0.7502, loss: 0.7502, grad_norm: 4.2973, top1_acc/aux0: 0.8183, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6690, loss/aux0: 0.6690 2020-10-18 06:36:49,593 - mmaction - INFO - Epoch [48][120/792] lr: 3.750e-04, eta: 11:26:56, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9339, loss_cls: 0.7502, loss: 0.7502, grad_norm: 4.2843, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6630, loss/aux0: 0.6630 2020-10-18 06:37:08,940 - mmaction - INFO - Epoch [48][140/792] lr: 3.750e-04, eta: 11:26:26, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9448, loss_cls: 0.7220, loss: 0.7220, grad_norm: 4.2235, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-18 06:37:09,349 - mmaction - INFO - Epoch [48][140/792] lr: 3.750e-04, eta: 11:26:37, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9448, loss_cls: 0.7220, loss: 0.7220, grad_norm: 4.2396, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6449, loss/aux0: 0.6449 2020-10-18 06:37:28,787 - mmaction - INFO - Epoch [48][160/792] lr: 3.750e-04, eta: 11:26:06, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9250, loss_cls: 0.8032, loss: 0.8032, grad_norm: 4.2937, top1_acc/aux0: 0.8267, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6460, loss/aux0: 0.6460 2020-10-18 06:37:29,234 - mmaction - INFO - Epoch [48][160/792] lr: 3.750e-04, eta: 11:26:17, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9250, loss_cls: 0.8032, loss: 0.8032, grad_norm: 4.2507, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-18 06:37:48,536 - mmaction - INFO - Epoch [48][180/792] lr: 3.750e-04, eta: 11:25:46, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9339, loss_cls: 0.7571, loss: 0.7571, grad_norm: 4.2510, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6468, loss/aux0: 0.6468 2020-10-18 06:37:48,967 - mmaction - INFO - Epoch [48][180/792] lr: 3.750e-04, eta: 11:25:57, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9339, loss_cls: 0.7571, loss: 0.7571, grad_norm: 4.2031, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6518, loss/aux0: 0.6518 2020-10-18 06:38:08,496 - mmaction - INFO - Epoch [48][200/792] lr: 3.750e-04, eta: 11:25:27, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9422, loss_cls: 0.7354, loss: 0.7354, grad_norm: 4.3044, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6530, loss/aux0: 0.6530 2020-10-18 06:38:08,913 - mmaction - INFO - Epoch [48][200/792] lr: 3.750e-04, eta: 11:25:38, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9422, loss_cls: 0.7354, loss: 0.7354, grad_norm: 4.3213, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-18 06:38:28,342 - mmaction - INFO - Epoch [48][220/792] lr: 3.750e-04, eta: 11:25:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9370, loss_cls: 0.7656, loss: 0.7656, grad_norm: 4.2769, top1_acc/aux0: 0.8231, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-18 06:38:28,763 - mmaction - INFO - Epoch [48][220/792] lr: 3.750e-04, eta: 11:25:19, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9370, loss_cls: 0.7656, loss: 0.7656, grad_norm: 4.2934, top1_acc/aux0: 0.8235, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6630, loss/aux0: 0.6630 2020-10-18 06:38:48,181 - mmaction - INFO - Epoch [48][240/792] lr: 3.750e-04, eta: 11:24:48, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9349, loss_cls: 0.7505, loss: 0.7505, grad_norm: 4.1943, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6545, loss/aux0: 0.6545 2020-10-18 06:38:48,604 - mmaction - INFO - Epoch [48][240/792] lr: 3.750e-04, eta: 11:24:59, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9349, loss_cls: 0.7505, loss: 0.7505, grad_norm: 4.2272, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6500, loss/aux0: 0.6500 2020-10-18 06:39:08,000 - mmaction - INFO - Epoch [48][260/792] lr: 3.750e-04, eta: 11:24:29, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9359, loss_cls: 0.7701, loss: 0.7701, grad_norm: 4.3117, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6451, loss/aux0: 0.6451 2020-10-18 06:39:08,429 - mmaction - INFO - Epoch [48][260/792] lr: 3.750e-04, eta: 11:24:40, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9359, loss_cls: 0.7701, loss: 0.7701, grad_norm: 4.2837, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-18 06:39:27,770 - mmaction - INFO - Epoch [48][280/792] lr: 3.750e-04, eta: 11:24:09, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9260, loss_cls: 0.8013, loss: 0.8013, grad_norm: 4.3229, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-18 06:39:28,184 - mmaction - INFO - Epoch [48][280/792] lr: 3.750e-04, eta: 11:24:20, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9260, loss_cls: 0.8013, loss: 0.8013, grad_norm: 4.3491, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6317, loss/aux0: 0.6317 2020-10-18 06:39:47,601 - mmaction - INFO - Epoch [48][300/792] lr: 3.750e-04, eta: 11:23:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9406, loss_cls: 0.6971, loss: 0.6971, grad_norm: 4.1074, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6458, loss/aux0: 0.6458 2020-10-18 06:39:48,020 - mmaction - INFO - Epoch [48][300/792] lr: 3.750e-04, eta: 11:24:01, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9406, loss_cls: 0.6971, loss: 0.6971, grad_norm: 4.1061, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-18 06:40:07,380 - mmaction - INFO - Epoch [48][320/792] lr: 3.750e-04, eta: 11:23:30, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9380, loss_cls: 0.7575, loss: 0.7575, grad_norm: 4.1455, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6276, loss/aux0: 0.6276 2020-10-18 06:40:07,807 - mmaction - INFO - Epoch [48][320/792] lr: 3.750e-04, eta: 11:23:41, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9380, loss_cls: 0.7575, loss: 0.7575, grad_norm: 4.1562, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6292, loss/aux0: 0.6292 2020-10-18 06:40:27,268 - mmaction - INFO - Epoch [48][340/792] lr: 3.750e-04, eta: 11:23:11, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9318, loss_cls: 0.7442, loss: 0.7442, grad_norm: 4.2110, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6437, loss/aux0: 0.6437 2020-10-18 06:40:27,712 - mmaction - INFO - Epoch [48][340/792] lr: 3.750e-04, eta: 11:23:22, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9318, loss_cls: 0.7442, loss: 0.7442, grad_norm: 4.2325, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6382, loss/aux0: 0.6382 2020-10-18 06:40:47,151 - mmaction - INFO - Epoch [48][360/792] lr: 3.750e-04, eta: 11:22:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9318, loss_cls: 0.7342, loss: 0.7342, grad_norm: 4.2360, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6408, loss/aux0: 0.6408 2020-10-18 06:40:47,558 - mmaction - INFO - Epoch [48][360/792] lr: 3.750e-04, eta: 11:23:02, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9318, loss_cls: 0.7342, loss: 0.7342, grad_norm: 4.2376, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6492, loss/aux0: 0.6492 2020-10-18 06:41:06,954 - mmaction - INFO - Epoch [48][380/792] lr: 3.750e-04, eta: 11:22:32, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9443, loss_cls: 0.7377, loss: 0.7377, grad_norm: 4.2401, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6498, loss/aux0: 0.6498 2020-10-18 06:41:07,387 - mmaction - INFO - Epoch [48][380/792] lr: 3.750e-04, eta: 11:22:43, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9443, loss_cls: 0.7377, loss: 0.7377, grad_norm: 4.2343, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6454, loss/aux0: 0.6454 2020-10-18 06:41:26,795 - mmaction - INFO - Epoch [48][400/792] lr: 3.750e-04, eta: 11:22:12, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9359, loss_cls: 0.7515, loss: 0.7515, grad_norm: 4.3099, top1_acc/aux0: 0.8241, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6696, loss/aux0: 0.6696 2020-10-18 06:41:27,225 - mmaction - INFO - Epoch [48][400/792] lr: 3.750e-04, eta: 11:22:23, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9359, loss_cls: 0.7515, loss: 0.7515, grad_norm: 4.3203, top1_acc/aux0: 0.8235, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6722, loss/aux0: 0.6722 2020-10-18 06:41:46,673 - mmaction - INFO - Epoch [48][420/792] lr: 3.750e-04, eta: 11:21:53, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9432, loss_cls: 0.7203, loss: 0.7203, grad_norm: 4.3759, top1_acc/aux0: 0.8205, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6727, loss/aux0: 0.6727 2020-10-18 06:41:47,169 - mmaction - INFO - Epoch [48][420/792] lr: 3.750e-04, eta: 11:22:04, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9432, loss_cls: 0.7203, loss: 0.7203, grad_norm: 4.3635, top1_acc/aux0: 0.8222, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6692, loss/aux0: 0.6692 2020-10-18 06:42:06,640 - mmaction - INFO - Epoch [48][440/792] lr: 3.750e-04, eta: 11:21:33, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9333, loss_cls: 0.7842, loss: 0.7842, grad_norm: 4.4077, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6358, loss/aux0: 0.6358 2020-10-18 06:42:07,064 - mmaction - INFO - Epoch [48][440/792] lr: 3.750e-04, eta: 11:21:44, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9333, loss_cls: 0.7842, loss: 0.7842, grad_norm: 4.4474, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-18 06:42:26,498 - mmaction - INFO - Epoch [48][460/792] lr: 3.750e-04, eta: 11:21:14, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9193, loss_cls: 0.8301, loss: 0.8301, grad_norm: 4.2201, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6221, loss/aux0: 0.6221 2020-10-18 06:42:26,928 - mmaction - INFO - Epoch [48][460/792] lr: 3.750e-04, eta: 11:21:25, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9193, loss_cls: 0.8301, loss: 0.8301, grad_norm: 4.2119, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6222, loss/aux0: 0.6222 2020-10-18 06:42:46,460 - mmaction - INFO - Epoch [48][480/792] lr: 3.750e-04, eta: 11:20:54, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9271, loss_cls: 0.8195, loss: 0.8195, grad_norm: 4.2817, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6392, loss/aux0: 0.6392 2020-10-18 06:42:46,877 - mmaction - INFO - Epoch [48][480/792] lr: 3.750e-04, eta: 11:21:05, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9271, loss_cls: 0.8195, loss: 0.8195, grad_norm: 4.2737, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6356, loss/aux0: 0.6356 2020-10-18 06:43:06,448 - mmaction - INFO - Epoch [48][500/792] lr: 3.750e-04, eta: 11:20:35, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9354, loss_cls: 0.7605, loss: 0.7605, grad_norm: 4.2737, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6394, loss/aux0: 0.6394 2020-10-18 06:43:06,884 - mmaction - INFO - Epoch [48][500/792] lr: 3.750e-04, eta: 11:20:46, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9354, loss_cls: 0.7605, loss: 0.7605, grad_norm: 4.2682, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6419, loss/aux0: 0.6419 2020-10-18 06:43:26,420 - mmaction - INFO - Epoch [48][520/792] lr: 3.750e-04, eta: 11:20:15, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9396, loss_cls: 0.7128, loss: 0.7128, grad_norm: 4.2531, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6562, loss/aux0: 0.6562 2020-10-18 06:43:26,840 - mmaction - INFO - Epoch [48][520/792] lr: 3.750e-04, eta: 11:20:26, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9396, loss_cls: 0.7128, loss: 0.7128, grad_norm: 4.2240, top1_acc/aux0: 0.8256, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6546, loss/aux0: 0.6546 2020-10-18 06:43:46,329 - mmaction - INFO - Epoch [48][540/792] lr: 3.750e-04, eta: 11:19:56, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9349, loss_cls: 0.7873, loss: 0.7873, grad_norm: 4.2830, top1_acc/aux0: 0.8204, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6701, loss/aux0: 0.6701 2020-10-18 06:43:46,742 - mmaction - INFO - Epoch [48][540/792] lr: 3.750e-04, eta: 11:20:07, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9349, loss_cls: 0.7873, loss: 0.7873, grad_norm: 4.2781, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6742, loss/aux0: 0.6742 2020-10-18 06:44:06,055 - mmaction - INFO - Epoch [48][560/792] lr: 3.750e-04, eta: 11:19:36, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9375, loss_cls: 0.7589, loss: 0.7589, grad_norm: 4.3061, top1_acc/aux0: 0.8220, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6786, loss/aux0: 0.6786 2020-10-18 06:44:06,468 - mmaction - INFO - Epoch [48][560/792] lr: 3.750e-04, eta: 11:19:47, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9375, loss_cls: 0.7589, loss: 0.7589, grad_norm: 4.3175, top1_acc/aux0: 0.8222, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.6775, loss/aux0: 0.6775 2020-10-18 06:44:25,919 - mmaction - INFO - Epoch [48][580/792] lr: 3.750e-04, eta: 11:19:17, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9328, loss_cls: 0.7350, loss: 0.7350, grad_norm: 4.2289, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6349, loss/aux0: 0.6349 2020-10-18 06:44:26,346 - mmaction - INFO - Epoch [48][580/792] lr: 3.750e-04, eta: 11:19:28, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9328, loss_cls: 0.7350, loss: 0.7350, grad_norm: 4.2402, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-18 06:44:45,973 - mmaction - INFO - Epoch [48][600/792] lr: 3.750e-04, eta: 11:18:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9370, loss_cls: 0.7865, loss: 0.7865, grad_norm: 4.2528, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-18 06:44:46,389 - mmaction - INFO - Epoch [48][600/792] lr: 3.750e-04, eta: 11:19:08, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9370, loss_cls: 0.7865, loss: 0.7865, grad_norm: 4.3011, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-18 06:45:05,834 - mmaction - INFO - Epoch [48][620/792] lr: 3.750e-04, eta: 11:18:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9365, loss_cls: 0.7661, loss: 0.7661, grad_norm: 4.3034, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6489, loss/aux0: 0.6489 2020-10-18 06:45:06,250 - mmaction - INFO - Epoch [48][620/792] lr: 3.750e-04, eta: 11:18:49, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9365, loss_cls: 0.7661, loss: 0.7661, grad_norm: 4.3315, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-18 06:45:25,815 - mmaction - INFO - Epoch [48][640/792] lr: 3.750e-04, eta: 11:18:18, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9349, loss_cls: 0.8047, loss: 0.8047, grad_norm: 4.4161, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6446, loss/aux0: 0.6446 2020-10-18 06:45:26,223 - mmaction - INFO - Epoch [48][640/792] lr: 3.750e-04, eta: 11:18:29, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9349, loss_cls: 0.8047, loss: 0.8047, grad_norm: 4.4221, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6446, loss/aux0: 0.6446 2020-10-18 06:45:45,581 - mmaction - INFO - Epoch [48][660/792] lr: 3.750e-04, eta: 11:17:59, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9234, loss_cls: 0.8304, loss: 0.8304, grad_norm: 4.3404, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6566, loss/aux0: 0.6566 2020-10-18 06:45:46,003 - mmaction - INFO - Epoch [48][660/792] lr: 3.750e-04, eta: 11:18:10, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9234, loss_cls: 0.8304, loss: 0.8304, grad_norm: 4.3735, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6594, loss/aux0: 0.6594 2020-10-18 06:46:05,449 - mmaction - INFO - Epoch [48][680/792] lr: 3.750e-04, eta: 11:17:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9245, loss_cls: 0.7888, loss: 0.7888, grad_norm: 4.2468, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6557, loss/aux0: 0.6557 2020-10-18 06:46:05,882 - mmaction - INFO - Epoch [48][680/792] lr: 3.750e-04, eta: 11:17:50, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9245, loss_cls: 0.7888, loss: 0.7888, grad_norm: 4.2337, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6541, loss/aux0: 0.6541 2020-10-18 06:46:25,511 - mmaction - INFO - Epoch [48][700/792] lr: 3.750e-04, eta: 11:17:20, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.7537, loss: 0.7537, grad_norm: 4.1577, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6392, loss/aux0: 0.6392 2020-10-18 06:46:25,920 - mmaction - INFO - Epoch [48][700/792] lr: 3.750e-04, eta: 11:17:31, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.7537, loss: 0.7537, grad_norm: 4.1391, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 06:46:45,495 - mmaction - INFO - Epoch [48][720/792] lr: 3.750e-04, eta: 11:17:01, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9349, loss_cls: 0.7608, loss: 0.7608, grad_norm: 4.2758, top1_acc/aux0: 0.8231, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6645, loss/aux0: 0.6645 2020-10-18 06:46:45,924 - mmaction - INFO - Epoch [48][720/792] lr: 3.750e-04, eta: 11:17:12, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9349, loss_cls: 0.7608, loss: 0.7608, grad_norm: 4.3153, top1_acc/aux0: 0.8205, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.6753, loss/aux0: 0.6753 2020-10-18 06:47:05,388 - mmaction - INFO - Epoch [48][740/792] lr: 3.750e-04, eta: 11:16:41, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9370, loss_cls: 0.7833, loss: 0.7833, grad_norm: 4.0831, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6259, loss/aux0: 0.6259 2020-10-18 06:47:05,796 - mmaction - INFO - Epoch [48][740/792] lr: 3.750e-04, eta: 11:16:52, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9370, loss_cls: 0.7833, loss: 0.7833, grad_norm: 4.0819, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6237, loss/aux0: 0.6237 2020-10-18 06:47:25,358 - mmaction - INFO - Epoch [48][760/792] lr: 3.750e-04, eta: 11:16:22, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9328, loss_cls: 0.7597, loss: 0.7597, grad_norm: 4.0210, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 06:47:25,763 - mmaction - INFO - Epoch [48][760/792] lr: 3.750e-04, eta: 11:16:32, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9328, loss_cls: 0.7597, loss: 0.7597, grad_norm: 4.0274, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 06:47:45,249 - mmaction - INFO - Epoch [48][780/792] lr: 3.750e-04, eta: 11:16:02, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9406, loss_cls: 0.7390, loss: 0.7390, grad_norm: 4.1849, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-18 06:47:45,666 - mmaction - INFO - Epoch [48][780/792] lr: 3.750e-04, eta: 11:16:13, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9406, loss_cls: 0.7390, loss: 0.7390, grad_norm: 4.1694, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 06:47:58,859 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-18 06:51:03,987 - mmaction - INFO - Epoch [49][20/792] lr: 3.750e-04, eta: 11:15:18, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9432, loss_cls: 0.7215, loss: 0.7215, grad_norm: 4.1208, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6447, loss/aux0: 0.6447 2020-10-18 06:51:04,410 - mmaction - INFO - Epoch [49][20/792] lr: 3.750e-04, eta: 11:15:29, time: 0.493, data_time: 0.004, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9432, loss_cls: 0.7215, loss: 0.7215, grad_norm: 4.1197, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6431, loss/aux0: 0.6431 2020-10-18 06:51:23,637 - mmaction - INFO - Epoch [49][40/792] lr: 3.750e-04, eta: 11:14:58, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9333, loss_cls: 0.8067, loss: 0.8067, grad_norm: 4.3860, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6594, loss/aux0: 0.6594 2020-10-18 06:51:24,145 - mmaction - INFO - Epoch [49][40/792] lr: 3.750e-04, eta: 11:15:09, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9333, loss_cls: 0.8067, loss: 0.8067, grad_norm: 4.3726, top1_acc/aux0: 0.8230, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6634, loss/aux0: 0.6634 2020-10-18 06:51:43,419 - mmaction - INFO - Epoch [49][60/792] lr: 3.750e-04, eta: 11:14:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9391, loss_cls: 0.7444, loss: 0.7444, grad_norm: 4.3595, top1_acc/aux0: 0.8239, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6670, loss/aux0: 0.6670 2020-10-18 06:51:43,847 - mmaction - INFO - Epoch [49][60/792] lr: 3.750e-04, eta: 11:14:50, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9391, loss_cls: 0.7444, loss: 0.7444, grad_norm: 4.3204, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6604, loss/aux0: 0.6604 2020-10-18 06:52:03,391 - mmaction - INFO - Epoch [49][80/792] lr: 3.750e-04, eta: 11:14:19, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9349, loss_cls: 0.7240, loss: 0.7240, grad_norm: 4.1808, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6158, loss/aux0: 0.6158 2020-10-18 06:52:03,853 - mmaction - INFO - Epoch [49][80/792] lr: 3.750e-04, eta: 11:14:30, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9349, loss_cls: 0.7240, loss: 0.7240, grad_norm: 4.2152, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-18 06:52:23,173 - mmaction - INFO - Epoch [49][100/792] lr: 3.750e-04, eta: 11:14:00, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9333, loss_cls: 0.7772, loss: 0.7772, grad_norm: 4.2312, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6451, loss/aux0: 0.6451 2020-10-18 06:52:23,601 - mmaction - INFO - Epoch [49][100/792] lr: 3.750e-04, eta: 11:14:11, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9333, loss_cls: 0.7772, loss: 0.7772, grad_norm: 4.2708, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6454, loss/aux0: 0.6454 2020-10-18 06:52:42,966 - mmaction - INFO - Epoch [49][120/792] lr: 3.750e-04, eta: 11:13:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9406, loss_cls: 0.7480, loss: 0.7480, grad_norm: 4.2744, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6339, loss/aux0: 0.6339 2020-10-18 06:52:43,389 - mmaction - INFO - Epoch [49][120/792] lr: 3.750e-04, eta: 11:13:51, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9406, loss_cls: 0.7480, loss: 0.7480, grad_norm: 4.2472, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-18 06:53:02,800 - mmaction - INFO - Epoch [49][140/792] lr: 3.750e-04, eta: 11:13:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9344, loss_cls: 0.7726, loss: 0.7726, grad_norm: 4.3444, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6564, loss/aux0: 0.6564 2020-10-18 06:53:03,222 - mmaction - INFO - Epoch [49][140/792] lr: 3.750e-04, eta: 11:13:31, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9344, loss_cls: 0.7726, loss: 0.7726, grad_norm: 4.3417, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-18 06:53:22,749 - mmaction - INFO - Epoch [49][160/792] lr: 3.750e-04, eta: 11:13:01, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9391, loss_cls: 0.7691, loss: 0.7691, grad_norm: 4.2958, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-18 06:53:23,155 - mmaction - INFO - Epoch [49][160/792] lr: 3.750e-04, eta: 11:13:12, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9391, loss_cls: 0.7691, loss: 0.7691, grad_norm: 4.2962, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-18 06:53:42,455 - mmaction - INFO - Epoch [49][180/792] lr: 3.750e-04, eta: 11:12:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9333, loss_cls: 0.7743, loss: 0.7743, grad_norm: 4.2802, top1_acc/aux0: 0.8270, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6505, loss/aux0: 0.6505 2020-10-18 06:53:42,883 - mmaction - INFO - Epoch [49][180/792] lr: 3.750e-04, eta: 11:12:53, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9333, loss_cls: 0.7743, loss: 0.7743, grad_norm: 4.2771, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-18 06:54:02,273 - mmaction - INFO - Epoch [49][200/792] lr: 3.750e-04, eta: 11:12:22, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9328, loss_cls: 0.7427, loss: 0.7427, grad_norm: 4.2087, top1_acc/aux0: 0.8256, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6578, loss/aux0: 0.6578 2020-10-18 06:54:02,697 - mmaction - INFO - Epoch [49][200/792] lr: 3.750e-04, eta: 11:12:33, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9328, loss_cls: 0.7427, loss: 0.7427, grad_norm: 4.2117, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6479, loss/aux0: 0.6479 2020-10-18 06:54:22,146 - mmaction - INFO - Epoch [49][220/792] lr: 3.750e-04, eta: 11:12:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9417, loss_cls: 0.7388, loss: 0.7388, grad_norm: 4.2082, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 06:54:22,571 - mmaction - INFO - Epoch [49][220/792] lr: 3.750e-04, eta: 11:12:14, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9417, loss_cls: 0.7388, loss: 0.7388, grad_norm: 4.1973, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-18 06:54:42,043 - mmaction - INFO - Epoch [49][240/792] lr: 3.750e-04, eta: 11:11:44, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9307, loss_cls: 0.7860, loss: 0.7860, grad_norm: 4.2529, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-18 06:54:42,487 - mmaction - INFO - Epoch [49][240/792] lr: 3.750e-04, eta: 11:11:54, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9307, loss_cls: 0.7860, loss: 0.7860, grad_norm: 4.2928, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6422, loss/aux0: 0.6422 2020-10-18 06:55:02,037 - mmaction - INFO - Epoch [49][260/792] lr: 3.750e-04, eta: 11:11:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9401, loss_cls: 0.7356, loss: 0.7356, grad_norm: 4.1670, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6183, loss/aux0: 0.6183 2020-10-18 06:55:02,456 - mmaction - INFO - Epoch [49][260/792] lr: 3.750e-04, eta: 11:11:35, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9401, loss_cls: 0.7356, loss: 0.7356, grad_norm: 4.1591, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 06:55:22,010 - mmaction - INFO - Epoch [49][280/792] lr: 3.750e-04, eta: 11:11:05, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9307, loss_cls: 0.7937, loss: 0.7937, grad_norm: 4.3042, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6467, loss/aux0: 0.6467 2020-10-18 06:55:22,443 - mmaction - INFO - Epoch [49][280/792] lr: 3.750e-04, eta: 11:11:16, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9307, loss_cls: 0.7937, loss: 0.7937, grad_norm: 4.2879, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6498, loss/aux0: 0.6498 2020-10-18 06:55:41,877 - mmaction - INFO - Epoch [49][300/792] lr: 3.750e-04, eta: 11:10:45, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9495, loss_cls: 0.6767, loss: 0.6767, grad_norm: 4.1799, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6482, loss/aux0: 0.6482 2020-10-18 06:55:42,316 - mmaction - INFO - Epoch [49][300/792] lr: 3.750e-04, eta: 11:10:56, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9495, loss_cls: 0.6767, loss: 0.6767, grad_norm: 4.1925, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6452, loss/aux0: 0.6452 2020-10-18 06:56:01,740 - mmaction - INFO - Epoch [49][320/792] lr: 3.750e-04, eta: 11:10:26, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9318, loss_cls: 0.7720, loss: 0.7720, grad_norm: 4.2391, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6100, loss/aux0: 0.6100 2020-10-18 06:56:02,146 - mmaction - INFO - Epoch [49][320/792] lr: 3.750e-04, eta: 11:10:37, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9318, loss_cls: 0.7720, loss: 0.7720, grad_norm: 4.2877, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-18 06:56:21,616 - mmaction - INFO - Epoch [49][340/792] lr: 3.750e-04, eta: 11:10:07, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9255, loss_cls: 0.7688, loss: 0.7688, grad_norm: 4.2731, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6479, loss/aux0: 0.6479 2020-10-18 06:56:22,061 - mmaction - INFO - Epoch [49][340/792] lr: 3.750e-04, eta: 11:10:17, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9255, loss_cls: 0.7688, loss: 0.7688, grad_norm: 4.2818, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6478, loss/aux0: 0.6478 2020-10-18 06:56:41,380 - mmaction - INFO - Epoch [49][360/792] lr: 3.750e-04, eta: 11:09:47, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9417, loss_cls: 0.6991, loss: 0.6991, grad_norm: 4.2496, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6358, loss/aux0: 0.6358 2020-10-18 06:56:41,793 - mmaction - INFO - Epoch [49][360/792] lr: 3.750e-04, eta: 11:09:57, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9417, loss_cls: 0.6991, loss: 0.6991, grad_norm: 4.3127, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6344, loss/aux0: 0.6344 2020-10-18 06:57:01,283 - mmaction - INFO - Epoch [49][380/792] lr: 3.750e-04, eta: 11:09:28, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9281, loss_cls: 0.8084, loss: 0.8084, grad_norm: 4.2163, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-18 06:57:01,718 - mmaction - INFO - Epoch [49][380/792] lr: 3.750e-04, eta: 11:09:38, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9281, loss_cls: 0.8084, loss: 0.8084, grad_norm: 4.2240, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-18 06:57:21,167 - mmaction - INFO - Epoch [49][400/792] lr: 3.750e-04, eta: 11:09:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9297, loss_cls: 0.7952, loss: 0.7952, grad_norm: 4.2820, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6503, loss/aux0: 0.6503 2020-10-18 06:57:21,587 - mmaction - INFO - Epoch [49][400/792] lr: 3.750e-04, eta: 11:09:19, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9297, loss_cls: 0.7952, loss: 0.7952, grad_norm: 4.2654, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6452, loss/aux0: 0.6452 2020-10-18 06:57:40,997 - mmaction - INFO - Epoch [49][420/792] lr: 3.750e-04, eta: 11:08:49, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9396, loss_cls: 0.7841, loss: 0.7841, grad_norm: 4.1404, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6317, loss/aux0: 0.6317 2020-10-18 06:57:41,416 - mmaction - INFO - Epoch [49][420/792] lr: 3.750e-04, eta: 11:08:59, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9396, loss_cls: 0.7841, loss: 0.7841, grad_norm: 4.1370, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6374, loss/aux0: 0.6374 2020-10-18 06:58:00,835 - mmaction - INFO - Epoch [49][440/792] lr: 3.750e-04, eta: 11:08:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9396, loss_cls: 0.7624, loss: 0.7624, grad_norm: 4.3424, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-18 06:58:01,246 - mmaction - INFO - Epoch [49][440/792] lr: 3.750e-04, eta: 11:08:40, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9396, loss_cls: 0.7624, loss: 0.7624, grad_norm: 4.3572, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6384, loss/aux0: 0.6384 2020-10-18 06:58:20,723 - mmaction - INFO - Epoch [49][460/792] lr: 3.750e-04, eta: 11:08:10, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9380, loss_cls: 0.7333, loss: 0.7333, grad_norm: 4.2464, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-18 06:58:21,149 - mmaction - INFO - Epoch [49][460/792] lr: 3.750e-04, eta: 11:08:20, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9380, loss_cls: 0.7333, loss: 0.7333, grad_norm: 4.2345, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6394, loss/aux0: 0.6394 2020-10-18 06:58:40,597 - mmaction - INFO - Epoch [49][480/792] lr: 3.750e-04, eta: 11:07:50, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9318, loss_cls: 0.7895, loss: 0.7895, grad_norm: 4.1820, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6397, loss/aux0: 0.6397 2020-10-18 06:58:41,016 - mmaction - INFO - Epoch [49][480/792] lr: 3.750e-04, eta: 11:08:00, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9318, loss_cls: 0.7895, loss: 0.7895, grad_norm: 4.1899, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-18 06:59:00,482 - mmaction - INFO - Epoch [49][500/792] lr: 3.750e-04, eta: 11:07:30, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9391, loss_cls: 0.7665, loss: 0.7665, grad_norm: 4.2508, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6323, loss/aux0: 0.6323 2020-10-18 06:59:00,894 - mmaction - INFO - Epoch [49][500/792] lr: 3.750e-04, eta: 11:07:41, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9391, loss_cls: 0.7665, loss: 0.7665, grad_norm: 4.2441, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6323, loss/aux0: 0.6323 2020-10-18 06:59:20,319 - mmaction - INFO - Epoch [49][520/792] lr: 3.750e-04, eta: 11:07:11, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7535, loss: 0.7535, grad_norm: 4.1127, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-18 06:59:20,757 - mmaction - INFO - Epoch [49][520/792] lr: 3.750e-04, eta: 11:07:21, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7535, loss: 0.7535, grad_norm: 4.1456, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 06:59:40,144 - mmaction - INFO - Epoch [49][540/792] lr: 3.750e-04, eta: 11:06:52, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9349, loss_cls: 0.7353, loss: 0.7353, grad_norm: 4.2392, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6408, loss/aux0: 0.6408 2020-10-18 06:59:40,573 - mmaction - INFO - Epoch [49][540/792] lr: 3.750e-04, eta: 11:07:02, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9349, loss_cls: 0.7353, loss: 0.7353, grad_norm: 4.2819, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6428, loss/aux0: 0.6428 2020-10-18 06:59:59,936 - mmaction - INFO - Epoch [49][560/792] lr: 3.750e-04, eta: 11:06:32, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9396, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.2896, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6438, loss/aux0: 0.6438 2020-10-18 07:00:00,355 - mmaction - INFO - Epoch [49][560/792] lr: 3.750e-04, eta: 11:06:42, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9396, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.2456, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6368, loss/aux0: 0.6368 2020-10-18 07:00:19,778 - mmaction - INFO - Epoch [49][580/792] lr: 3.750e-04, eta: 11:06:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9333, loss_cls: 0.7657, loss: 0.7657, grad_norm: 4.1988, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-18 07:00:20,210 - mmaction - INFO - Epoch [49][580/792] lr: 3.750e-04, eta: 11:06:23, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9333, loss_cls: 0.7657, loss: 0.7657, grad_norm: 4.2521, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-18 07:00:39,727 - mmaction - INFO - Epoch [49][600/792] lr: 3.750e-04, eta: 11:05:53, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9406, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.2608, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6532, loss/aux0: 0.6532 2020-10-18 07:00:40,160 - mmaction - INFO - Epoch [49][600/792] lr: 3.750e-04, eta: 11:06:03, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9406, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.2791, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6539, loss/aux0: 0.6539 2020-10-18 07:00:59,678 - mmaction - INFO - Epoch [49][620/792] lr: 3.750e-04, eta: 11:05:34, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9359, loss_cls: 0.7651, loss: 0.7651, grad_norm: 4.2672, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 07:01:00,095 - mmaction - INFO - Epoch [49][620/792] lr: 3.750e-04, eta: 11:05:44, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9359, loss_cls: 0.7651, loss: 0.7651, grad_norm: 4.2834, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6256, loss/aux0: 0.6256 2020-10-18 07:01:19,554 - mmaction - INFO - Epoch [49][640/792] lr: 3.750e-04, eta: 11:05:14, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9391, loss_cls: 0.7509, loss: 0.7509, grad_norm: 4.2909, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6230, loss/aux0: 0.6230 2020-10-18 07:01:19,984 - mmaction - INFO - Epoch [49][640/792] lr: 3.750e-04, eta: 11:05:24, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9391, loss_cls: 0.7509, loss: 0.7509, grad_norm: 4.3167, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-18 07:01:39,436 - mmaction - INFO - Epoch [49][660/792] lr: 3.750e-04, eta: 11:04:55, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9375, loss_cls: 0.7619, loss: 0.7619, grad_norm: 4.2220, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6414, loss/aux0: 0.6414 2020-10-18 07:01:39,844 - mmaction - INFO - Epoch [49][660/792] lr: 3.750e-04, eta: 11:05:05, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9375, loss_cls: 0.7619, loss: 0.7619, grad_norm: 4.2414, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6450, loss/aux0: 0.6450 2020-10-18 07:01:59,301 - mmaction - INFO - Epoch [49][680/792] lr: 3.750e-04, eta: 11:04:35, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9297, loss_cls: 0.7818, loss: 0.7818, grad_norm: 4.1870, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-18 07:01:59,756 - mmaction - INFO - Epoch [49][680/792] lr: 3.750e-04, eta: 11:04:46, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9297, loss_cls: 0.7818, loss: 0.7818, grad_norm: 4.2158, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-18 07:02:19,119 - mmaction - INFO - Epoch [49][700/792] lr: 3.750e-04, eta: 11:04:16, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9401, loss_cls: 0.7319, loss: 0.7319, grad_norm: 4.3038, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6250, loss/aux0: 0.6250 2020-10-18 07:02:19,548 - mmaction - INFO - Epoch [49][700/792] lr: 3.750e-04, eta: 11:04:26, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9401, loss_cls: 0.7319, loss: 0.7319, grad_norm: 4.3298, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6246, loss/aux0: 0.6246 2020-10-18 07:02:39,022 - mmaction - INFO - Epoch [49][720/792] lr: 3.750e-04, eta: 11:03:56, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9354, loss_cls: 0.7433, loss: 0.7433, grad_norm: 4.2733, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6546, loss/aux0: 0.6546 2020-10-18 07:02:39,446 - mmaction - INFO - Epoch [49][720/792] lr: 3.750e-04, eta: 11:04:06, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9354, loss_cls: 0.7433, loss: 0.7433, grad_norm: 4.2348, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6585, loss/aux0: 0.6585 2020-10-18 07:02:59,090 - mmaction - INFO - Epoch [49][740/792] lr: 3.750e-04, eta: 11:03:37, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9391, loss_cls: 0.7258, loss: 0.7258, grad_norm: 4.2383, top1_acc/aux0: 0.8241, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-18 07:02:59,509 - mmaction - INFO - Epoch [49][740/792] lr: 3.750e-04, eta: 11:03:47, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9391, loss_cls: 0.7258, loss: 0.7258, grad_norm: 4.2467, top1_acc/aux0: 0.8239, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6549, loss/aux0: 0.6549 2020-10-18 07:03:18,828 - mmaction - INFO - Epoch [49][760/792] lr: 3.750e-04, eta: 11:03:17, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9380, loss_cls: 0.7496, loss: 0.7496, grad_norm: 4.3161, top1_acc/aux0: 0.8171, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6693, loss/aux0: 0.6693 2020-10-18 07:03:19,239 - mmaction - INFO - Epoch [49][760/792] lr: 3.750e-04, eta: 11:03:27, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9380, loss_cls: 0.7496, loss: 0.7496, grad_norm: 4.3084, top1_acc/aux0: 0.8175, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6668, loss/aux0: 0.6668 2020-10-18 07:03:38,622 - mmaction - INFO - Epoch [49][780/792] lr: 3.750e-04, eta: 11:02:57, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9437, loss_cls: 0.7453, loss: 0.7453, grad_norm: 4.2871, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6284, loss/aux0: 0.6284 2020-10-18 07:03:39,035 - mmaction - INFO - Epoch [49][780/792] lr: 3.750e-04, eta: 11:03:08, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9437, loss_cls: 0.7453, loss: 0.7453, grad_norm: 4.2783, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 07:03:56,676 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-10-18 07:06:44,963 - mmaction - INFO - Epoch [50][20/792] lr: 3.750e-04, eta: 11:02:14, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9401, loss_cls: 0.7322, loss: 0.7322, grad_norm: 4.1920, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-18 07:06:45,415 - mmaction - INFO - Epoch [50][20/792] lr: 3.750e-04, eta: 11:02:24, time: 0.495, data_time: 0.004, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9401, loss_cls: 0.7322, loss: 0.7322, grad_norm: 4.1937, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-18 07:07:04,734 - mmaction - INFO - Epoch [50][40/792] lr: 3.750e-04, eta: 11:01:54, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7147, loss: 0.7147, grad_norm: 4.2648, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6435, loss/aux0: 0.6435 2020-10-18 07:07:05,166 - mmaction - INFO - Epoch [50][40/792] lr: 3.750e-04, eta: 11:02:04, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7147, loss: 0.7147, grad_norm: 4.2296, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6438, loss/aux0: 0.6438 2020-10-18 07:07:24,607 - mmaction - INFO - Epoch [50][60/792] lr: 3.750e-04, eta: 11:01:35, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9323, loss_cls: 0.7532, loss: 0.7532, grad_norm: 4.3098, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6704, loss/aux0: 0.6704 2020-10-18 07:07:25,033 - mmaction - INFO - Epoch [50][60/792] lr: 3.750e-04, eta: 11:01:45, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9323, loss_cls: 0.7532, loss: 0.7532, grad_norm: 4.3427, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6772, loss/aux0: 0.6772 2020-10-18 07:07:44,406 - mmaction - INFO - Epoch [50][80/792] lr: 3.750e-04, eta: 11:01:15, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9474, loss_cls: 0.6939, loss: 0.6939, grad_norm: 4.3176, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6573, loss/aux0: 0.6573 2020-10-18 07:07:44,814 - mmaction - INFO - Epoch [50][80/792] lr: 3.750e-04, eta: 11:01:25, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9474, loss_cls: 0.6939, loss: 0.6939, grad_norm: 4.3804, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6553, loss/aux0: 0.6553 2020-10-18 07:08:04,226 - mmaction - INFO - Epoch [50][100/792] lr: 3.750e-04, eta: 11:00:55, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9354, loss_cls: 0.7189, loss: 0.7189, grad_norm: 4.1875, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-18 07:08:04,672 - mmaction - INFO - Epoch [50][100/792] lr: 3.750e-04, eta: 11:01:06, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9354, loss_cls: 0.7189, loss: 0.7189, grad_norm: 4.2072, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6481, loss/aux0: 0.6481 2020-10-18 07:08:24,166 - mmaction - INFO - Epoch [50][120/792] lr: 3.750e-04, eta: 11:00:36, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9365, loss_cls: 0.7550, loss: 0.7550, grad_norm: 4.4045, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-18 07:08:24,605 - mmaction - INFO - Epoch [50][120/792] lr: 3.750e-04, eta: 11:00:46, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9365, loss_cls: 0.7550, loss: 0.7550, grad_norm: 4.3927, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-18 07:08:43,942 - mmaction - INFO - Epoch [50][140/792] lr: 3.750e-04, eta: 11:00:17, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9333, loss_cls: 0.7606, loss: 0.7606, grad_norm: 4.2079, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-18 07:08:44,358 - mmaction - INFO - Epoch [50][140/792] lr: 3.750e-04, eta: 11:00:27, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9333, loss_cls: 0.7606, loss: 0.7606, grad_norm: 4.1924, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6487, loss/aux0: 0.6487 2020-10-18 07:09:03,602 - mmaction - INFO - Epoch [50][160/792] lr: 3.750e-04, eta: 10:59:57, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9354, loss_cls: 0.7677, loss: 0.7677, grad_norm: 4.3297, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6395, loss/aux0: 0.6395 2020-10-18 07:09:04,039 - mmaction - INFO - Epoch [50][160/792] lr: 3.750e-04, eta: 11:00:07, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9354, loss_cls: 0.7677, loss: 0.7677, grad_norm: 4.3485, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-18 07:09:23,607 - mmaction - INFO - Epoch [50][180/792] lr: 3.750e-04, eta: 10:59:38, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9375, loss_cls: 0.7294, loss: 0.7294, grad_norm: 4.2311, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6537, loss/aux0: 0.6537 2020-10-18 07:09:24,031 - mmaction - INFO - Epoch [50][180/792] lr: 3.750e-04, eta: 10:59:48, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9375, loss_cls: 0.7294, loss: 0.7294, grad_norm: 4.2812, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6509, loss/aux0: 0.6509 2020-10-18 07:09:43,286 - mmaction - INFO - Epoch [50][200/792] lr: 3.750e-04, eta: 10:59:18, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9437, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.1471, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-18 07:09:43,714 - mmaction - INFO - Epoch [50][200/792] lr: 3.750e-04, eta: 10:59:28, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9437, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.1212, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6221, loss/aux0: 0.6221 2020-10-18 07:10:03,099 - mmaction - INFO - Epoch [50][220/792] lr: 3.750e-04, eta: 10:58:59, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9339, loss_cls: 0.7125, loss: 0.7125, grad_norm: 4.1115, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 07:10:03,507 - mmaction - INFO - Epoch [50][220/792] lr: 3.750e-04, eta: 10:59:09, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9339, loss_cls: 0.7125, loss: 0.7125, grad_norm: 4.0966, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-18 07:10:22,776 - mmaction - INFO - Epoch [50][240/792] lr: 3.750e-04, eta: 10:58:39, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9307, loss_cls: 0.7794, loss: 0.7794, grad_norm: 4.3203, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-18 07:10:23,196 - mmaction - INFO - Epoch [50][240/792] lr: 3.750e-04, eta: 10:58:49, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9307, loss_cls: 0.7794, loss: 0.7794, grad_norm: 4.3112, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6352, loss/aux0: 0.6352 2020-10-18 07:10:42,606 - mmaction - INFO - Epoch [50][260/792] lr: 3.750e-04, eta: 10:58:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9302, loss_cls: 0.7719, loss: 0.7719, grad_norm: 4.2994, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 07:10:43,031 - mmaction - INFO - Epoch [50][260/792] lr: 3.750e-04, eta: 10:58:30, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9302, loss_cls: 0.7719, loss: 0.7719, grad_norm: 4.2914, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6237, loss/aux0: 0.6237 2020-10-18 07:11:02,510 - mmaction - INFO - Epoch [50][280/792] lr: 3.750e-04, eta: 10:58:00, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9323, loss_cls: 0.7677, loss: 0.7677, grad_norm: 4.3425, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6556, loss/aux0: 0.6556 2020-10-18 07:11:02,961 - mmaction - INFO - Epoch [50][280/792] lr: 3.750e-04, eta: 10:58:10, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9323, loss_cls: 0.7677, loss: 0.7677, grad_norm: 4.3163, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6503, loss/aux0: 0.6503 2020-10-18 07:11:22,483 - mmaction - INFO - Epoch [50][300/792] lr: 3.750e-04, eta: 10:57:40, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9339, loss_cls: 0.8088, loss: 0.8088, grad_norm: 4.2974, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-18 07:11:22,911 - mmaction - INFO - Epoch [50][300/792] lr: 3.750e-04, eta: 10:57:51, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9339, loss_cls: 0.8088, loss: 0.8088, grad_norm: 4.3073, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6500, loss/aux0: 0.6500 2020-10-18 07:11:42,376 - mmaction - INFO - Epoch [50][320/792] lr: 3.750e-04, eta: 10:57:21, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9354, loss_cls: 0.7610, loss: 0.7610, grad_norm: 4.1711, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 07:11:42,807 - mmaction - INFO - Epoch [50][320/792] lr: 3.750e-04, eta: 10:57:31, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9354, loss_cls: 0.7610, loss: 0.7610, grad_norm: 4.1865, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 07:12:02,390 - mmaction - INFO - Epoch [50][340/792] lr: 3.750e-04, eta: 10:57:02, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9422, loss_cls: 0.7132, loss: 0.7132, grad_norm: 4.2564, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6296, loss/aux0: 0.6296 2020-10-18 07:12:02,799 - mmaction - INFO - Epoch [50][340/792] lr: 3.750e-04, eta: 10:57:12, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9422, loss_cls: 0.7132, loss: 0.7132, grad_norm: 4.2739, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6323, loss/aux0: 0.6323 2020-10-18 07:12:22,236 - mmaction - INFO - Epoch [50][360/792] lr: 3.750e-04, eta: 10:56:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9385, loss_cls: 0.7587, loss: 0.7587, grad_norm: 4.1402, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 07:12:22,670 - mmaction - INFO - Epoch [50][360/792] lr: 3.750e-04, eta: 10:56:52, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9385, loss_cls: 0.7587, loss: 0.7587, grad_norm: 4.1388, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-18 07:12:42,076 - mmaction - INFO - Epoch [50][380/792] lr: 3.750e-04, eta: 10:56:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9354, loss_cls: 0.7506, loss: 0.7506, grad_norm: 4.2642, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6299, loss/aux0: 0.6299 2020-10-18 07:12:42,489 - mmaction - INFO - Epoch [50][380/792] lr: 3.750e-04, eta: 10:56:33, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9354, loss_cls: 0.7506, loss: 0.7506, grad_norm: 4.2150, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6297, loss/aux0: 0.6297 2020-10-18 07:13:01,884 - mmaction - INFO - Epoch [50][400/792] lr: 3.750e-04, eta: 10:56:03, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7478, loss: 0.7478, grad_norm: 4.3396, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-18 07:13:02,307 - mmaction - INFO - Epoch [50][400/792] lr: 3.750e-04, eta: 10:56:13, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7478, loss: 0.7478, grad_norm: 4.3514, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6404, loss/aux0: 0.6404 2020-10-18 07:13:21,700 - mmaction - INFO - Epoch [50][420/792] lr: 3.750e-04, eta: 10:55:44, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9307, loss_cls: 0.8207, loss: 0.8207, grad_norm: 4.3243, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6570, loss/aux0: 0.6570 2020-10-18 07:13:22,122 - mmaction - INFO - Epoch [50][420/792] lr: 3.750e-04, eta: 10:55:54, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9307, loss_cls: 0.8207, loss: 0.8207, grad_norm: 4.3145, top1_acc/aux0: 0.8267, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6587, loss/aux0: 0.6587 2020-10-18 07:13:41,524 - mmaction - INFO - Epoch [50][440/792] lr: 3.750e-04, eta: 10:55:24, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9318, loss_cls: 0.7604, loss: 0.7604, grad_norm: 4.4182, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6450, loss/aux0: 0.6450 2020-10-18 07:13:41,940 - mmaction - INFO - Epoch [50][440/792] lr: 3.750e-04, eta: 10:55:34, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9318, loss_cls: 0.7604, loss: 0.7604, grad_norm: 4.4388, top1_acc/aux0: 0.8256, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6492, loss/aux0: 0.6492 2020-10-18 07:14:01,501 - mmaction - INFO - Epoch [50][460/792] lr: 3.750e-04, eta: 10:55:05, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9370, loss_cls: 0.7784, loss: 0.7784, grad_norm: 4.3930, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6253, loss/aux0: 0.6253 2020-10-18 07:14:01,911 - mmaction - INFO - Epoch [50][460/792] lr: 3.750e-04, eta: 10:55:15, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9370, loss_cls: 0.7784, loss: 0.7784, grad_norm: 4.3995, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6210, loss/aux0: 0.6210 2020-10-18 07:14:21,483 - mmaction - INFO - Epoch [50][480/792] lr: 3.750e-04, eta: 10:54:45, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9469, loss_cls: 0.7121, loss: 0.7121, grad_norm: 4.1975, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6321, loss/aux0: 0.6321 2020-10-18 07:14:21,917 - mmaction - INFO - Epoch [50][480/792] lr: 3.750e-04, eta: 10:54:56, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9469, loss_cls: 0.7121, loss: 0.7121, grad_norm: 4.1860, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 07:14:41,269 - mmaction - INFO - Epoch [50][500/792] lr: 3.750e-04, eta: 10:54:26, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9417, loss_cls: 0.7217, loss: 0.7217, grad_norm: 4.2053, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6390, loss/aux0: 0.6390 2020-10-18 07:14:41,726 - mmaction - INFO - Epoch [50][500/792] lr: 3.750e-04, eta: 10:54:36, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9417, loss_cls: 0.7217, loss: 0.7217, grad_norm: 4.1807, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6358, loss/aux0: 0.6358 2020-10-18 07:15:01,227 - mmaction - INFO - Epoch [50][520/792] lr: 3.750e-04, eta: 10:54:06, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9323, loss_cls: 0.7512, loss: 0.7512, grad_norm: 4.1899, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6391, loss/aux0: 0.6391 2020-10-18 07:15:01,716 - mmaction - INFO - Epoch [50][520/792] lr: 3.750e-04, eta: 10:54:17, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9323, loss_cls: 0.7512, loss: 0.7512, grad_norm: 4.1864, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6446, loss/aux0: 0.6446 2020-10-18 07:15:21,043 - mmaction - INFO - Epoch [50][540/792] lr: 3.750e-04, eta: 10:53:47, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9354, loss_cls: 0.7458, loss: 0.7458, grad_norm: 4.2018, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-18 07:15:21,441 - mmaction - INFO - Epoch [50][540/792] lr: 3.750e-04, eta: 10:53:57, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9354, loss_cls: 0.7458, loss: 0.7458, grad_norm: 4.1985, top1_acc/aux0: 0.8267, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6407, loss/aux0: 0.6407 2020-10-18 07:15:41,024 - mmaction - INFO - Epoch [50][560/792] lr: 3.750e-04, eta: 10:53:27, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9281, loss_cls: 0.7990, loss: 0.7990, grad_norm: 4.3115, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6383, loss/aux0: 0.6383 2020-10-18 07:15:41,435 - mmaction - INFO - Epoch [50][560/792] lr: 3.750e-04, eta: 10:53:37, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9281, loss_cls: 0.7990, loss: 0.7990, grad_norm: 4.3549, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6411, loss/aux0: 0.6411 2020-10-18 07:16:00,810 - mmaction - INFO - Epoch [50][580/792] lr: 3.750e-04, eta: 10:53:08, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9458, loss_cls: 0.7135, loss: 0.7135, grad_norm: 4.2891, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6566, loss/aux0: 0.6566 2020-10-18 07:16:01,260 - mmaction - INFO - Epoch [50][580/792] lr: 3.750e-04, eta: 10:53:18, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9458, loss_cls: 0.7135, loss: 0.7135, grad_norm: 4.2796, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6553, loss/aux0: 0.6553 2020-10-18 07:16:20,665 - mmaction - INFO - Epoch [50][600/792] lr: 3.750e-04, eta: 10:52:48, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9453, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.3391, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6470, loss/aux0: 0.6470 2020-10-18 07:16:21,087 - mmaction - INFO - Epoch [50][600/792] lr: 3.750e-04, eta: 10:52:58, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9453, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.3117, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6466, loss/aux0: 0.6466 2020-10-18 07:16:40,547 - mmaction - INFO - Epoch [50][620/792] lr: 3.750e-04, eta: 10:52:29, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9271, loss_cls: 0.7917, loss: 0.7917, grad_norm: 4.1975, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6376, loss/aux0: 0.6376 2020-10-18 07:16:40,971 - mmaction - INFO - Epoch [50][620/792] lr: 3.750e-04, eta: 10:52:39, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9271, loss_cls: 0.7917, loss: 0.7917, grad_norm: 4.1650, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6345, loss/aux0: 0.6345 2020-10-18 07:17:00,452 - mmaction - INFO - Epoch [50][640/792] lr: 3.750e-04, eta: 10:52:09, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9339, loss_cls: 0.7470, loss: 0.7470, grad_norm: 4.3217, top1_acc/aux0: 0.8241, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6599, loss/aux0: 0.6599 2020-10-18 07:17:00,891 - mmaction - INFO - Epoch [50][640/792] lr: 3.750e-04, eta: 10:52:19, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9339, loss_cls: 0.7470, loss: 0.7470, grad_norm: 4.2889, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6584, loss/aux0: 0.6584 2020-10-18 07:17:20,316 - mmaction - INFO - Epoch [50][660/792] lr: 3.750e-04, eta: 10:51:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9271, loss_cls: 0.8028, loss: 0.8028, grad_norm: 4.3151, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6464, loss/aux0: 0.6464 2020-10-18 07:17:20,747 - mmaction - INFO - Epoch [50][660/792] lr: 3.750e-04, eta: 10:52:00, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9271, loss_cls: 0.8028, loss: 0.8028, grad_norm: 4.3086, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-18 07:17:40,158 - mmaction - INFO - Epoch [50][680/792] lr: 3.750e-04, eta: 10:51:30, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9292, loss_cls: 0.7797, loss: 0.7797, grad_norm: 4.3360, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6621, loss/aux0: 0.6621 2020-10-18 07:17:40,570 - mmaction - INFO - Epoch [50][680/792] lr: 3.750e-04, eta: 10:51:40, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9292, loss_cls: 0.7797, loss: 0.7797, grad_norm: 4.3040, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6617, loss/aux0: 0.6617 2020-10-18 07:17:59,962 - mmaction - INFO - Epoch [50][700/792] lr: 3.750e-04, eta: 10:51:11, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9385, loss_cls: 0.7529, loss: 0.7529, grad_norm: 4.2322, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6219, loss/aux0: 0.6219 2020-10-18 07:18:00,370 - mmaction - INFO - Epoch [50][700/792] lr: 3.750e-04, eta: 10:51:21, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9385, loss_cls: 0.7529, loss: 0.7529, grad_norm: 4.2538, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-18 07:18:19,822 - mmaction - INFO - Epoch [50][720/792] lr: 3.750e-04, eta: 10:50:51, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9281, loss_cls: 0.7759, loss: 0.7759, grad_norm: 4.2812, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-18 07:18:20,258 - mmaction - INFO - Epoch [50][720/792] lr: 3.750e-04, eta: 10:51:01, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9281, loss_cls: 0.7759, loss: 0.7759, grad_norm: 4.3025, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6211, loss/aux0: 0.6211 2020-10-18 07:18:39,796 - mmaction - INFO - Epoch [50][740/792] lr: 3.750e-04, eta: 10:50:32, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9391, loss_cls: 0.7461, loss: 0.7461, grad_norm: 4.3329, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 07:18:40,209 - mmaction - INFO - Epoch [50][740/792] lr: 3.750e-04, eta: 10:50:42, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9391, loss_cls: 0.7461, loss: 0.7461, grad_norm: 4.3348, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-18 07:18:59,776 - mmaction - INFO - Epoch [50][760/792] lr: 3.750e-04, eta: 10:50:12, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9318, loss_cls: 0.7722, loss: 0.7722, grad_norm: 4.2636, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6369, loss/aux0: 0.6369 2020-10-18 07:19:00,220 - mmaction - INFO - Epoch [50][760/792] lr: 3.750e-04, eta: 10:50:23, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9318, loss_cls: 0.7722, loss: 0.7722, grad_norm: 4.2566, top1_acc/aux0: 0.8270, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6405, loss/aux0: 0.6405 2020-10-18 07:19:19,522 - mmaction - INFO - Epoch [50][780/792] lr: 3.750e-04, eta: 10:49:53, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9443, loss_cls: 0.7141, loss: 0.7141, grad_norm: 4.2184, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6458, loss/aux0: 0.6458 2020-10-18 07:19:19,927 - mmaction - INFO - Epoch [50][780/792] lr: 3.750e-04, eta: 10:50:03, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9443, loss_cls: 0.7141, loss: 0.7141, grad_norm: 4.2414, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6497, loss/aux0: 0.6497 2020-10-18 07:19:33,887 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-10-18 07:20:58,693 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 07:20:58,831 - mmaction - INFO - top1_acc 0.7799 top5_acc 0.9365 2020-10-18 07:20:58,831 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 07:20:58,885 - mmaction - INFO - mean_acc 0.7802 2020-10-18 07:20:58,887 - mmaction - INFO - Epoch(val) [50][792] top1_acc: 0.7799, top5_acc: 0.9365, mean_class_accuracy: 0.7802 2020-10-18 07:23:33,773 - mmaction - INFO - Epoch [51][20/792] lr: 3.750e-04, eta: 10:49:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9370, loss_cls: 0.7117, loss: 0.7117, grad_norm: 4.2504, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6481, loss/aux0: 0.6481 2020-10-18 07:23:34,179 - mmaction - INFO - Epoch [51][20/792] lr: 3.750e-04, eta: 10:49:20, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9370, loss_cls: 0.7117, loss: 0.7117, grad_norm: 4.2572, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6470, loss/aux0: 0.6470 2020-10-18 07:23:53,527 - mmaction - INFO - Epoch [51][40/792] lr: 3.750e-04, eta: 10:48:50, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9375, loss_cls: 0.7276, loss: 0.7276, grad_norm: 4.3294, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6590, loss/aux0: 0.6590 2020-10-18 07:23:53,928 - mmaction - INFO - Epoch [51][40/792] lr: 3.750e-04, eta: 10:49:00, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9375, loss_cls: 0.7276, loss: 0.7276, grad_norm: 4.3266, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6631, loss/aux0: 0.6631 2020-10-18 07:24:13,414 - mmaction - INFO - Epoch [51][60/792] lr: 3.750e-04, eta: 10:48:31, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.7262, loss: 0.7262, grad_norm: 4.2444, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6460, loss/aux0: 0.6460 2020-10-18 07:24:13,838 - mmaction - INFO - Epoch [51][60/792] lr: 3.750e-04, eta: 10:48:41, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.7262, loss: 0.7262, grad_norm: 4.2758, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6444, loss/aux0: 0.6444 2020-10-18 07:24:33,174 - mmaction - INFO - Epoch [51][80/792] lr: 3.750e-04, eta: 10:48:11, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9318, loss_cls: 0.7307, loss: 0.7307, grad_norm: 4.3380, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6552, loss/aux0: 0.6552 2020-10-18 07:24:33,621 - mmaction - INFO - Epoch [51][80/792] lr: 3.750e-04, eta: 10:48:21, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9318, loss_cls: 0.7307, loss: 0.7307, grad_norm: 4.3413, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6533, loss/aux0: 0.6533 2020-10-18 07:24:53,091 - mmaction - INFO - Epoch [51][100/792] lr: 3.750e-04, eta: 10:47:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9385, loss_cls: 0.6981, loss: 0.6981, grad_norm: 4.1819, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6568, loss/aux0: 0.6568 2020-10-18 07:24:53,495 - mmaction - INFO - Epoch [51][100/792] lr: 3.750e-04, eta: 10:48:02, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9385, loss_cls: 0.6981, loss: 0.6981, grad_norm: 4.1767, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6588, loss/aux0: 0.6588 2020-10-18 07:25:12,917 - mmaction - INFO - Epoch [51][120/792] lr: 3.750e-04, eta: 10:47:32, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9375, loss_cls: 0.7744, loss: 0.7744, grad_norm: 4.1782, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-18 07:25:13,324 - mmaction - INFO - Epoch [51][120/792] lr: 3.750e-04, eta: 10:47:42, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9375, loss_cls: 0.7744, loss: 0.7744, grad_norm: 4.1610, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6210, loss/aux0: 0.6210 2020-10-18 07:25:32,825 - mmaction - INFO - Epoch [51][140/792] lr: 3.750e-04, eta: 10:47:13, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9333, loss_cls: 0.7439, loss: 0.7439, grad_norm: 4.1227, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-18 07:25:33,229 - mmaction - INFO - Epoch [51][140/792] lr: 3.750e-04, eta: 10:47:23, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9333, loss_cls: 0.7439, loss: 0.7439, grad_norm: 4.1228, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-18 07:25:52,781 - mmaction - INFO - Epoch [51][160/792] lr: 3.750e-04, eta: 10:46:53, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9349, loss_cls: 0.7545, loss: 0.7545, grad_norm: 4.2324, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6390, loss/aux0: 0.6390 2020-10-18 07:25:53,206 - mmaction - INFO - Epoch [51][160/792] lr: 3.750e-04, eta: 10:47:03, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9349, loss_cls: 0.7545, loss: 0.7545, grad_norm: 4.2373, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6384, loss/aux0: 0.6384 2020-10-18 07:26:12,592 - mmaction - INFO - Epoch [51][180/792] lr: 3.750e-04, eta: 10:46:34, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.7147, loss: 0.7147, grad_norm: 4.3347, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 07:26:12,996 - mmaction - INFO - Epoch [51][180/792] lr: 3.750e-04, eta: 10:46:44, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.7147, loss: 0.7147, grad_norm: 4.3143, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 07:26:32,523 - mmaction - INFO - Epoch [51][200/792] lr: 3.750e-04, eta: 10:46:14, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9365, loss_cls: 0.7318, loss: 0.7318, grad_norm: 4.2091, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 07:26:32,985 - mmaction - INFO - Epoch [51][200/792] lr: 3.750e-04, eta: 10:46:24, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9365, loss_cls: 0.7318, loss: 0.7318, grad_norm: 4.2039, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-18 07:26:52,616 - mmaction - INFO - Epoch [51][220/792] lr: 3.750e-04, eta: 10:45:55, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9385, loss_cls: 0.7397, loss: 0.7397, grad_norm: 4.3275, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6544, loss/aux0: 0.6544 2020-10-18 07:26:53,033 - mmaction - INFO - Epoch [51][220/792] lr: 3.750e-04, eta: 10:46:05, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9385, loss_cls: 0.7397, loss: 0.7397, grad_norm: 4.2686, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6528, loss/aux0: 0.6528 2020-10-18 07:27:12,432 - mmaction - INFO - Epoch [51][240/792] lr: 3.750e-04, eta: 10:45:36, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9375, loss_cls: 0.7501, loss: 0.7501, grad_norm: 4.2921, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6394, loss/aux0: 0.6394 2020-10-18 07:27:12,853 - mmaction - INFO - Epoch [51][240/792] lr: 3.750e-04, eta: 10:45:46, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9375, loss_cls: 0.7501, loss: 0.7501, grad_norm: 4.2465, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6450, loss/aux0: 0.6450 2020-10-18 07:27:32,372 - mmaction - INFO - Epoch [51][260/792] lr: 3.750e-04, eta: 10:45:16, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9375, loss_cls: 0.7490, loss: 0.7490, grad_norm: 4.2991, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-18 07:27:32,798 - mmaction - INFO - Epoch [51][260/792] lr: 3.750e-04, eta: 10:45:26, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9375, loss_cls: 0.7490, loss: 0.7490, grad_norm: 4.2943, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6201, loss/aux0: 0.6201 2020-10-18 07:27:52,456 - mmaction - INFO - Epoch [51][280/792] lr: 3.750e-04, eta: 10:44:57, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9349, loss_cls: 0.7593, loss: 0.7593, grad_norm: 4.3430, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6390, loss/aux0: 0.6390 2020-10-18 07:27:52,867 - mmaction - INFO - Epoch [51][280/792] lr: 3.750e-04, eta: 10:45:07, time: 0.506, data_time: 0.003, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9349, loss_cls: 0.7593, loss: 0.7593, grad_norm: 4.3345, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-18 07:28:12,342 - mmaction - INFO - Epoch [51][300/792] lr: 3.750e-04, eta: 10:44:38, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9302, loss_cls: 0.7629, loss: 0.7629, grad_norm: 4.3585, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 07:28:12,759 - mmaction - INFO - Epoch [51][300/792] lr: 3.750e-04, eta: 10:44:47, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9302, loss_cls: 0.7629, loss: 0.7629, grad_norm: 4.3531, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-18 07:28:32,282 - mmaction - INFO - Epoch [51][320/792] lr: 3.750e-04, eta: 10:44:18, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9359, loss_cls: 0.7502, loss: 0.7502, grad_norm: 4.3301, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6407, loss/aux0: 0.6407 2020-10-18 07:28:32,714 - mmaction - INFO - Epoch [51][320/792] lr: 3.750e-04, eta: 10:44:28, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9359, loss_cls: 0.7502, loss: 0.7502, grad_norm: 4.2992, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-18 07:28:52,199 - mmaction - INFO - Epoch [51][340/792] lr: 3.750e-04, eta: 10:43:59, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9391, loss_cls: 0.7450, loss: 0.7450, grad_norm: 4.2762, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6366, loss/aux0: 0.6366 2020-10-18 07:28:52,599 - mmaction - INFO - Epoch [51][340/792] lr: 3.750e-04, eta: 10:44:09, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9391, loss_cls: 0.7450, loss: 0.7450, grad_norm: 4.2600, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-18 07:29:12,234 - mmaction - INFO - Epoch [51][360/792] lr: 3.750e-04, eta: 10:43:40, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9417, loss_cls: 0.7166, loss: 0.7166, grad_norm: 4.2636, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6145, loss/aux0: 0.6145 2020-10-18 07:29:12,646 - mmaction - INFO - Epoch [51][360/792] lr: 3.750e-04, eta: 10:43:50, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9417, loss_cls: 0.7166, loss: 0.7166, grad_norm: 4.2707, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 07:29:32,034 - mmaction - INFO - Epoch [51][380/792] lr: 3.750e-04, eta: 10:43:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9385, loss_cls: 0.7310, loss: 0.7310, grad_norm: 4.3597, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6519, loss/aux0: 0.6519 2020-10-18 07:29:32,460 - mmaction - INFO - Epoch [51][380/792] lr: 3.750e-04, eta: 10:43:30, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9385, loss_cls: 0.7310, loss: 0.7310, grad_norm: 4.3607, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6481, loss/aux0: 0.6481 2020-10-18 07:29:51,834 - mmaction - INFO - Epoch [51][400/792] lr: 3.750e-04, eta: 10:43:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9385, loss_cls: 0.7553, loss: 0.7553, grad_norm: 4.4984, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6543, loss/aux0: 0.6543 2020-10-18 07:29:52,291 - mmaction - INFO - Epoch [51][400/792] lr: 3.750e-04, eta: 10:43:11, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9385, loss_cls: 0.7553, loss: 0.7553, grad_norm: 4.4925, top1_acc/aux0: 0.8236, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6574, loss/aux0: 0.6574 2020-10-18 07:30:11,791 - mmaction - INFO - Epoch [51][420/792] lr: 3.750e-04, eta: 10:42:42, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9406, loss_cls: 0.7204, loss: 0.7204, grad_norm: 4.2646, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-18 07:30:12,225 - mmaction - INFO - Epoch [51][420/792] lr: 3.750e-04, eta: 10:42:51, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9406, loss_cls: 0.7204, loss: 0.7204, grad_norm: 4.2605, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 07:30:31,793 - mmaction - INFO - Epoch [51][440/792] lr: 3.750e-04, eta: 10:42:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9359, loss_cls: 0.7170, loss: 0.7170, grad_norm: 4.2398, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6283, loss/aux0: 0.6283 2020-10-18 07:30:32,209 - mmaction - INFO - Epoch [51][440/792] lr: 3.750e-04, eta: 10:42:32, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9359, loss_cls: 0.7170, loss: 0.7170, grad_norm: 4.2260, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6284, loss/aux0: 0.6284 2020-10-18 07:30:51,783 - mmaction - INFO - Epoch [51][460/792] lr: 3.750e-04, eta: 10:42:03, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9365, loss_cls: 0.7428, loss: 0.7428, grad_norm: 4.3040, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6373, loss/aux0: 0.6373 2020-10-18 07:30:52,199 - mmaction - INFO - Epoch [51][460/792] lr: 3.750e-04, eta: 10:42:13, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9365, loss_cls: 0.7428, loss: 0.7428, grad_norm: 4.3085, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-18 07:31:11,777 - mmaction - INFO - Epoch [51][480/792] lr: 3.750e-04, eta: 10:41:43, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9396, loss_cls: 0.7499, loss: 0.7499, grad_norm: 4.2613, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-18 07:31:12,207 - mmaction - INFO - Epoch [51][480/792] lr: 3.750e-04, eta: 10:41:53, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9396, loss_cls: 0.7499, loss: 0.7499, grad_norm: 4.2538, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6332, loss/aux0: 0.6332 2020-10-18 07:31:31,677 - mmaction - INFO - Epoch [51][500/792] lr: 3.750e-04, eta: 10:41:24, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9464, loss_cls: 0.6987, loss: 0.6987, grad_norm: 4.3303, top1_acc/aux0: 0.8200, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6615, loss/aux0: 0.6615 2020-10-18 07:31:32,131 - mmaction - INFO - Epoch [51][500/792] lr: 3.750e-04, eta: 10:41:34, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9464, loss_cls: 0.6987, loss: 0.6987, grad_norm: 4.3185, top1_acc/aux0: 0.8209, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6564, loss/aux0: 0.6564 2020-10-18 07:31:51,554 - mmaction - INFO - Epoch [51][520/792] lr: 3.750e-04, eta: 10:41:05, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.7164, loss: 0.7164, grad_norm: 4.3536, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6352, loss/aux0: 0.6352 2020-10-18 07:31:51,981 - mmaction - INFO - Epoch [51][520/792] lr: 3.750e-04, eta: 10:41:14, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.7164, loss: 0.7164, grad_norm: 4.3657, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-18 07:32:11,599 - mmaction - INFO - Epoch [51][540/792] lr: 3.750e-04, eta: 10:40:45, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9286, loss_cls: 0.7714, loss: 0.7714, grad_norm: 4.3831, top1_acc/aux0: 0.8238, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6528, loss/aux0: 0.6528 2020-10-18 07:32:12,012 - mmaction - INFO - Epoch [51][540/792] lr: 3.750e-04, eta: 10:40:55, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9286, loss_cls: 0.7714, loss: 0.7714, grad_norm: 4.3925, top1_acc/aux0: 0.8231, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6555, loss/aux0: 0.6555 2020-10-18 07:32:31,725 - mmaction - INFO - Epoch [51][560/792] lr: 3.750e-04, eta: 10:40:26, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9328, loss_cls: 0.7657, loss: 0.7657, grad_norm: 4.3012, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 07:32:32,167 - mmaction - INFO - Epoch [51][560/792] lr: 3.750e-04, eta: 10:40:36, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9328, loss_cls: 0.7657, loss: 0.7657, grad_norm: 4.2512, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-18 07:32:51,709 - mmaction - INFO - Epoch [51][580/792] lr: 3.750e-04, eta: 10:40:07, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9354, loss_cls: 0.7634, loss: 0.7634, grad_norm: 4.2534, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-18 07:32:52,119 - mmaction - INFO - Epoch [51][580/792] lr: 3.750e-04, eta: 10:40:16, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9354, loss_cls: 0.7634, loss: 0.7634, grad_norm: 4.2338, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-18 07:33:11,545 - mmaction - INFO - Epoch [51][600/792] lr: 3.750e-04, eta: 10:39:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9391, loss_cls: 0.7312, loss: 0.7312, grad_norm: 4.2161, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6317, loss/aux0: 0.6317 2020-10-18 07:33:11,990 - mmaction - INFO - Epoch [51][600/792] lr: 3.750e-04, eta: 10:39:57, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9391, loss_cls: 0.7312, loss: 0.7312, grad_norm: 4.2430, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-18 07:33:31,457 - mmaction - INFO - Epoch [51][620/792] lr: 3.750e-04, eta: 10:39:28, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9443, loss_cls: 0.7124, loss: 0.7124, grad_norm: 4.2236, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-18 07:33:31,900 - mmaction - INFO - Epoch [51][620/792] lr: 3.750e-04, eta: 10:39:38, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9443, loss_cls: 0.7124, loss: 0.7124, grad_norm: 4.2330, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-18 07:33:51,347 - mmaction - INFO - Epoch [51][640/792] lr: 3.750e-04, eta: 10:39:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9318, loss_cls: 0.7754, loss: 0.7754, grad_norm: 4.3693, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6432, loss/aux0: 0.6432 2020-10-18 07:33:51,767 - mmaction - INFO - Epoch [51][640/792] lr: 3.750e-04, eta: 10:39:18, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9318, loss_cls: 0.7754, loss: 0.7754, grad_norm: 4.3802, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6417, loss/aux0: 0.6417 2020-10-18 07:34:11,261 - mmaction - INFO - Epoch [51][660/792] lr: 3.750e-04, eta: 10:38:49, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9432, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.2127, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-18 07:34:11,680 - mmaction - INFO - Epoch [51][660/792] lr: 3.750e-04, eta: 10:38:59, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9432, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.2244, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-18 07:34:31,125 - mmaction - INFO - Epoch [51][680/792] lr: 3.750e-04, eta: 10:38:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9276, loss_cls: 0.7755, loss: 0.7755, grad_norm: 4.3232, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6376, loss/aux0: 0.6376 2020-10-18 07:34:31,559 - mmaction - INFO - Epoch [51][680/792] lr: 3.750e-04, eta: 10:38:39, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9276, loss_cls: 0.7755, loss: 0.7755, grad_norm: 4.3410, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6369, loss/aux0: 0.6369 2020-10-18 07:34:51,095 - mmaction - INFO - Epoch [51][700/792] lr: 3.750e-04, eta: 10:38:10, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9250, loss_cls: 0.8160, loss: 0.8160, grad_norm: 4.3865, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6500, loss/aux0: 0.6500 2020-10-18 07:34:51,502 - mmaction - INFO - Epoch [51][700/792] lr: 3.750e-04, eta: 10:38:20, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9250, loss_cls: 0.8160, loss: 0.8160, grad_norm: 4.3425, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6407, loss/aux0: 0.6407 2020-10-18 07:35:10,955 - mmaction - INFO - Epoch [51][720/792] lr: 3.750e-04, eta: 10:37:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9292, loss_cls: 0.7513, loss: 0.7513, grad_norm: 4.3488, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-18 07:35:11,362 - mmaction - INFO - Epoch [51][720/792] lr: 3.750e-04, eta: 10:38:00, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9292, loss_cls: 0.7513, loss: 0.7513, grad_norm: 4.3324, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-18 07:35:30,747 - mmaction - INFO - Epoch [51][740/792] lr: 3.750e-04, eta: 10:37:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9396, loss_cls: 0.7344, loss: 0.7344, grad_norm: 4.4965, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6661, loss/aux0: 0.6661 2020-10-18 07:35:31,157 - mmaction - INFO - Epoch [51][740/792] lr: 3.750e-04, eta: 10:37:40, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9396, loss_cls: 0.7344, loss: 0.7344, grad_norm: 4.5341, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.6700, loss/aux0: 0.6700 2020-10-18 07:35:50,544 - mmaction - INFO - Epoch [51][760/792] lr: 3.750e-04, eta: 10:37:11, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9396, loss_cls: 0.7272, loss: 0.7272, grad_norm: 4.2103, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6318, loss/aux0: 0.6318 2020-10-18 07:35:50,998 - mmaction - INFO - Epoch [51][760/792] lr: 3.750e-04, eta: 10:37:21, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9396, loss_cls: 0.7272, loss: 0.7272, grad_norm: 4.2734, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 07:36:10,551 - mmaction - INFO - Epoch [51][780/792] lr: 3.750e-04, eta: 10:36:52, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9245, loss_cls: 0.8104, loss: 0.8104, grad_norm: 4.2766, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6484, loss/aux0: 0.6484 2020-10-18 07:36:10,981 - mmaction - INFO - Epoch [51][780/792] lr: 3.750e-04, eta: 10:37:02, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9245, loss_cls: 0.8104, loss: 0.8104, grad_norm: 4.2654, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6599, loss/aux0: 0.6599 2020-10-18 07:36:24,141 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-10-18 07:39:03,069 - mmaction - INFO - Epoch [52][20/792] lr: 3.750e-04, eta: 10:36:09, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7196, loss: 0.7196, grad_norm: 4.4052, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6405, loss/aux0: 0.6405 2020-10-18 07:39:03,478 - mmaction - INFO - Epoch [52][20/792] lr: 3.750e-04, eta: 10:36:19, time: 0.502, data_time: 0.010, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7196, loss: 0.7196, grad_norm: 4.3510, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-18 07:39:22,980 - mmaction - INFO - Epoch [52][40/792] lr: 3.750e-04, eta: 10:35:50, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9333, loss_cls: 0.7692, loss: 0.7692, grad_norm: 4.3348, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 07:39:23,390 - mmaction - INFO - Epoch [52][40/792] lr: 3.750e-04, eta: 10:36:00, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9333, loss_cls: 0.7692, loss: 0.7692, grad_norm: 4.3417, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 07:39:42,837 - mmaction - INFO - Epoch [52][60/792] lr: 3.750e-04, eta: 10:35:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9391, loss_cls: 0.7500, loss: 0.7500, grad_norm: 4.2392, top1_acc/aux0: 0.8217, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.6729, loss/aux0: 0.6729 2020-10-18 07:39:43,285 - mmaction - INFO - Epoch [52][60/792] lr: 3.750e-04, eta: 10:35:40, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9391, loss_cls: 0.7500, loss: 0.7500, grad_norm: 4.2150, top1_acc/aux0: 0.8233, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.6662, loss/aux0: 0.6662 2020-10-18 07:40:02,746 - mmaction - INFO - Epoch [52][80/792] lr: 3.750e-04, eta: 10:35:11, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9432, loss_cls: 0.7156, loss: 0.7156, grad_norm: 4.4250, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6287, loss/aux0: 0.6287 2020-10-18 07:40:03,174 - mmaction - INFO - Epoch [52][80/792] lr: 3.750e-04, eta: 10:35:21, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9432, loss_cls: 0.7156, loss: 0.7156, grad_norm: 4.3811, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-18 07:40:22,575 - mmaction - INFO - Epoch [52][100/792] lr: 3.750e-04, eta: 10:34:52, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9495, loss_cls: 0.6618, loss: 0.6618, grad_norm: 4.2710, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 07:40:22,997 - mmaction - INFO - Epoch [52][100/792] lr: 3.750e-04, eta: 10:35:01, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9495, loss_cls: 0.6618, loss: 0.6618, grad_norm: 4.2710, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 07:40:42,460 - mmaction - INFO - Epoch [52][120/792] lr: 3.750e-04, eta: 10:34:32, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9359, loss_cls: 0.7257, loss: 0.7257, grad_norm: 4.3295, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6627, loss/aux0: 0.6627 2020-10-18 07:40:42,865 - mmaction - INFO - Epoch [52][120/792] lr: 3.750e-04, eta: 10:34:42, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9359, loss_cls: 0.7257, loss: 0.7257, grad_norm: 4.3410, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6613, loss/aux0: 0.6613 2020-10-18 07:41:02,226 - mmaction - INFO - Epoch [52][140/792] lr: 3.750e-04, eta: 10:34:13, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9328, loss_cls: 0.7536, loss: 0.7536, grad_norm: 4.1256, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6299, loss/aux0: 0.6299 2020-10-18 07:41:02,641 - mmaction - INFO - Epoch [52][140/792] lr: 3.750e-04, eta: 10:34:22, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9328, loss_cls: 0.7536, loss: 0.7536, grad_norm: 4.1725, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6331, loss/aux0: 0.6331 2020-10-18 07:41:22,104 - mmaction - INFO - Epoch [52][160/792] lr: 3.750e-04, eta: 10:33:53, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9318, loss_cls: 0.7336, loss: 0.7336, grad_norm: 4.4326, top1_acc/aux0: 0.8256, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6633, loss/aux0: 0.6633 2020-10-18 07:41:22,539 - mmaction - INFO - Epoch [52][160/792] lr: 3.750e-04, eta: 10:34:03, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9318, loss_cls: 0.7336, loss: 0.7336, grad_norm: 4.4038, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6593, loss/aux0: 0.6593 2020-10-18 07:41:42,180 - mmaction - INFO - Epoch [52][180/792] lr: 3.750e-04, eta: 10:33:34, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9406, loss_cls: 0.7061, loss: 0.7061, grad_norm: 4.2683, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-18 07:41:42,594 - mmaction - INFO - Epoch [52][180/792] lr: 3.750e-04, eta: 10:33:43, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9406, loss_cls: 0.7061, loss: 0.7061, grad_norm: 4.2461, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-18 07:42:02,088 - mmaction - INFO - Epoch [52][200/792] lr: 3.750e-04, eta: 10:33:14, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9401, loss_cls: 0.7261, loss: 0.7261, grad_norm: 4.2541, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 07:42:02,504 - mmaction - INFO - Epoch [52][200/792] lr: 3.750e-04, eta: 10:33:24, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9401, loss_cls: 0.7261, loss: 0.7261, grad_norm: 4.2231, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 07:42:21,931 - mmaction - INFO - Epoch [52][220/792] lr: 3.750e-04, eta: 10:32:55, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9453, loss_cls: 0.6948, loss: 0.6948, grad_norm: 4.3451, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-18 07:42:22,353 - mmaction - INFO - Epoch [52][220/792] lr: 3.750e-04, eta: 10:33:04, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9453, loss_cls: 0.6948, loss: 0.6948, grad_norm: 4.3422, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6423, loss/aux0: 0.6423 2020-10-18 07:42:41,746 - mmaction - INFO - Epoch [52][240/792] lr: 3.750e-04, eta: 10:32:35, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9370, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.3277, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-18 07:42:42,154 - mmaction - INFO - Epoch [52][240/792] lr: 3.750e-04, eta: 10:32:45, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9370, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.3485, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 07:43:01,907 - mmaction - INFO - Epoch [52][260/792] lr: 3.750e-04, eta: 10:32:16, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9333, loss_cls: 0.7767, loss: 0.7767, grad_norm: 4.3812, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6438, loss/aux0: 0.6438 2020-10-18 07:43:02,324 - mmaction - INFO - Epoch [52][260/792] lr: 3.750e-04, eta: 10:32:25, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9333, loss_cls: 0.7767, loss: 0.7767, grad_norm: 4.4229, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6461, loss/aux0: 0.6461 2020-10-18 07:43:21,807 - mmaction - INFO - Epoch [52][280/792] lr: 3.750e-04, eta: 10:31:56, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9349, loss_cls: 0.7499, loss: 0.7499, grad_norm: 4.2488, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-18 07:43:22,219 - mmaction - INFO - Epoch [52][280/792] lr: 3.750e-04, eta: 10:32:06, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9349, loss_cls: 0.7499, loss: 0.7499, grad_norm: 4.2374, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6317, loss/aux0: 0.6317 2020-10-18 07:43:41,709 - mmaction - INFO - Epoch [52][300/792] lr: 3.750e-04, eta: 10:31:37, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9276, loss_cls: 0.7810, loss: 0.7810, grad_norm: 4.3864, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6520, loss/aux0: 0.6520 2020-10-18 07:43:42,130 - mmaction - INFO - Epoch [52][300/792] lr: 3.750e-04, eta: 10:31:46, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9276, loss_cls: 0.7810, loss: 0.7810, grad_norm: 4.3615, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6497, loss/aux0: 0.6497 2020-10-18 07:44:01,658 - mmaction - INFO - Epoch [52][320/792] lr: 3.750e-04, eta: 10:31:18, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9484, loss_cls: 0.7038, loss: 0.7038, grad_norm: 4.2704, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6572, loss/aux0: 0.6572 2020-10-18 07:44:02,070 - mmaction - INFO - Epoch [52][320/792] lr: 3.750e-04, eta: 10:31:27, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9484, loss_cls: 0.7038, loss: 0.7038, grad_norm: 4.2749, top1_acc/aux0: 0.8270, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-18 07:44:21,532 - mmaction - INFO - Epoch [52][340/792] lr: 3.750e-04, eta: 10:30:58, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9318, loss_cls: 0.7752, loss: 0.7752, grad_norm: 4.3015, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6438, loss/aux0: 0.6438 2020-10-18 07:44:21,938 - mmaction - INFO - Epoch [52][340/792] lr: 3.750e-04, eta: 10:31:07, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9318, loss_cls: 0.7752, loss: 0.7752, grad_norm: 4.3342, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6447, loss/aux0: 0.6447 2020-10-18 07:44:41,405 - mmaction - INFO - Epoch [52][360/792] lr: 3.750e-04, eta: 10:30:39, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9417, loss_cls: 0.7149, loss: 0.7149, grad_norm: 4.2321, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6437, loss/aux0: 0.6437 2020-10-18 07:44:41,824 - mmaction - INFO - Epoch [52][360/792] lr: 3.750e-04, eta: 10:30:48, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9417, loss_cls: 0.7149, loss: 0.7149, grad_norm: 4.2570, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6492, loss/aux0: 0.6492 2020-10-18 07:45:01,435 - mmaction - INFO - Epoch [52][380/792] lr: 3.750e-04, eta: 10:30:19, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9427, loss_cls: 0.6995, loss: 0.6995, grad_norm: 4.2442, top1_acc/aux0: 0.8239, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-18 07:45:01,858 - mmaction - INFO - Epoch [52][380/792] lr: 3.750e-04, eta: 10:30:29, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9427, loss_cls: 0.6995, loss: 0.6995, grad_norm: 4.2465, top1_acc/aux0: 0.8244, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6481, loss/aux0: 0.6481 2020-10-18 07:45:21,369 - mmaction - INFO - Epoch [52][400/792] lr: 3.750e-04, eta: 10:30:00, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9411, loss_cls: 0.7114, loss: 0.7114, grad_norm: 4.2880, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-18 07:45:21,788 - mmaction - INFO - Epoch [52][400/792] lr: 3.750e-04, eta: 10:30:09, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9411, loss_cls: 0.7114, loss: 0.7114, grad_norm: 4.2849, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 07:45:41,349 - mmaction - INFO - Epoch [52][420/792] lr: 3.750e-04, eta: 10:29:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.7156, loss: 0.7156, grad_norm: 4.3400, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6619, loss/aux0: 0.6619 2020-10-18 07:45:41,759 - mmaction - INFO - Epoch [52][420/792] lr: 3.750e-04, eta: 10:29:50, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.7156, loss: 0.7156, grad_norm: 4.3019, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6545, loss/aux0: 0.6545 2020-10-18 07:46:01,289 - mmaction - INFO - Epoch [52][440/792] lr: 3.750e-04, eta: 10:29:21, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9292, loss_cls: 0.7400, loss: 0.7400, grad_norm: 4.2710, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 07:46:01,709 - mmaction - INFO - Epoch [52][440/792] lr: 3.750e-04, eta: 10:29:30, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9292, loss_cls: 0.7400, loss: 0.7400, grad_norm: 4.2951, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6183, loss/aux0: 0.6183 2020-10-18 07:46:21,123 - mmaction - INFO - Epoch [52][460/792] lr: 3.750e-04, eta: 10:29:01, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9385, loss_cls: 0.7656, loss: 0.7656, grad_norm: 4.2924, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-18 07:46:21,541 - mmaction - INFO - Epoch [52][460/792] lr: 3.750e-04, eta: 10:29:11, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9385, loss_cls: 0.7656, loss: 0.7656, grad_norm: 4.2763, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-18 07:46:41,032 - mmaction - INFO - Epoch [52][480/792] lr: 3.750e-04, eta: 10:28:42, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9323, loss_cls: 0.7286, loss: 0.7286, grad_norm: 4.3795, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-18 07:46:41,452 - mmaction - INFO - Epoch [52][480/792] lr: 3.750e-04, eta: 10:28:51, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9323, loss_cls: 0.7286, loss: 0.7286, grad_norm: 4.3985, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6228, loss/aux0: 0.6228 2020-10-18 07:47:00,860 - mmaction - INFO - Epoch [52][500/792] lr: 3.750e-04, eta: 10:28:22, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.7435, loss: 0.7435, grad_norm: 4.2727, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-18 07:47:01,275 - mmaction - INFO - Epoch [52][500/792] lr: 3.750e-04, eta: 10:28:32, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.7435, loss: 0.7435, grad_norm: 4.2695, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-18 07:47:20,853 - mmaction - INFO - Epoch [52][520/792] lr: 3.750e-04, eta: 10:28:03, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9401, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.2239, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-18 07:47:21,281 - mmaction - INFO - Epoch [52][520/792] lr: 3.750e-04, eta: 10:28:13, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9401, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.1835, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-18 07:47:40,695 - mmaction - INFO - Epoch [52][540/792] lr: 3.750e-04, eta: 10:27:44, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9385, loss_cls: 0.7146, loss: 0.7146, grad_norm: 4.3547, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6485, loss/aux0: 0.6485 2020-10-18 07:47:41,111 - mmaction - INFO - Epoch [52][540/792] lr: 3.750e-04, eta: 10:27:53, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9385, loss_cls: 0.7146, loss: 0.7146, grad_norm: 4.3780, top1_acc/aux0: 0.8262, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6517, loss/aux0: 0.6517 2020-10-18 07:48:00,819 - mmaction - INFO - Epoch [52][560/792] lr: 3.750e-04, eta: 10:27:24, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9349, loss_cls: 0.7651, loss: 0.7651, grad_norm: 4.2627, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-18 07:48:01,240 - mmaction - INFO - Epoch [52][560/792] lr: 3.750e-04, eta: 10:27:34, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9349, loss_cls: 0.7651, loss: 0.7651, grad_norm: 4.2903, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6276, loss/aux0: 0.6276 2020-10-18 07:48:20,611 - mmaction - INFO - Epoch [52][580/792] lr: 3.750e-04, eta: 10:27:05, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9427, loss_cls: 0.7065, loss: 0.7065, grad_norm: 4.3798, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6737, loss/aux0: 0.6737 2020-10-18 07:48:21,037 - mmaction - INFO - Epoch [52][580/792] lr: 3.750e-04, eta: 10:27:14, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9427, loss_cls: 0.7065, loss: 0.7065, grad_norm: 4.3196, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6690, loss/aux0: 0.6690 2020-10-18 07:48:40,487 - mmaction - INFO - Epoch [52][600/792] lr: 3.750e-04, eta: 10:26:45, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9380, loss_cls: 0.7043, loss: 0.7043, grad_norm: 4.2587, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6390, loss/aux0: 0.6390 2020-10-18 07:48:40,898 - mmaction - INFO - Epoch [52][600/792] lr: 3.750e-04, eta: 10:26:54, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9380, loss_cls: 0.7043, loss: 0.7043, grad_norm: 4.2846, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6425, loss/aux0: 0.6425 2020-10-18 07:49:00,358 - mmaction - INFO - Epoch [52][620/792] lr: 3.750e-04, eta: 10:26:26, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9385, loss_cls: 0.7635, loss: 0.7635, grad_norm: 4.3657, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6313, loss/aux0: 0.6313 2020-10-18 07:49:00,800 - mmaction - INFO - Epoch [52][620/792] lr: 3.750e-04, eta: 10:26:35, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9385, loss_cls: 0.7635, loss: 0.7635, grad_norm: 4.4085, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6356, loss/aux0: 0.6356 2020-10-18 07:49:20,348 - mmaction - INFO - Epoch [52][640/792] lr: 3.750e-04, eta: 10:26:06, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9333, loss_cls: 0.7747, loss: 0.7747, grad_norm: 4.2925, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6318, loss/aux0: 0.6318 2020-10-18 07:49:20,759 - mmaction - INFO - Epoch [52][640/792] lr: 3.750e-04, eta: 10:26:16, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9333, loss_cls: 0.7747, loss: 0.7747, grad_norm: 4.3160, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 07:49:40,191 - mmaction - INFO - Epoch [52][660/792] lr: 3.750e-04, eta: 10:25:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9370, loss_cls: 0.7289, loss: 0.7289, grad_norm: 4.3340, top1_acc/aux0: 0.8257, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6374, loss/aux0: 0.6374 2020-10-18 07:49:40,601 - mmaction - INFO - Epoch [52][660/792] lr: 3.750e-04, eta: 10:25:56, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9370, loss_cls: 0.7289, loss: 0.7289, grad_norm: 4.2846, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6358, loss/aux0: 0.6358 2020-10-18 07:49:59,948 - mmaction - INFO - Epoch [52][680/792] lr: 3.750e-04, eta: 10:25:27, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9354, loss_cls: 0.7345, loss: 0.7345, grad_norm: 4.3082, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6397, loss/aux0: 0.6397 2020-10-18 07:50:00,354 - mmaction - INFO - Epoch [52][680/792] lr: 3.750e-04, eta: 10:25:37, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9354, loss_cls: 0.7345, loss: 0.7345, grad_norm: 4.2618, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6354, loss/aux0: 0.6354 2020-10-18 07:50:19,795 - mmaction - INFO - Epoch [52][700/792] lr: 3.750e-04, eta: 10:25:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9297, loss_cls: 0.8102, loss: 0.8102, grad_norm: 4.2595, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6202, loss/aux0: 0.6202 2020-10-18 07:50:20,204 - mmaction - INFO - Epoch [52][700/792] lr: 3.750e-04, eta: 10:25:17, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9297, loss_cls: 0.8102, loss: 0.8102, grad_norm: 4.2562, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-18 07:50:39,681 - mmaction - INFO - Epoch [52][720/792] lr: 3.750e-04, eta: 10:24:48, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9354, loss_cls: 0.7420, loss: 0.7420, grad_norm: 4.3026, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6458, loss/aux0: 0.6458 2020-10-18 07:50:40,090 - mmaction - INFO - Epoch [52][720/792] lr: 3.750e-04, eta: 10:24:57, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9354, loss_cls: 0.7420, loss: 0.7420, grad_norm: 4.3109, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6455, loss/aux0: 0.6455 2020-10-18 07:50:59,458 - mmaction - INFO - Epoch [52][740/792] lr: 3.750e-04, eta: 10:24:29, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9401, loss_cls: 0.7362, loss: 0.7362, grad_norm: 4.4219, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6550, loss/aux0: 0.6550 2020-10-18 07:50:59,873 - mmaction - INFO - Epoch [52][740/792] lr: 3.750e-04, eta: 10:24:38, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9401, loss_cls: 0.7362, loss: 0.7362, grad_norm: 4.4492, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6525, loss/aux0: 0.6525 2020-10-18 07:51:19,425 - mmaction - INFO - Epoch [52][760/792] lr: 3.750e-04, eta: 10:24:09, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9458, loss_cls: 0.7209, loss: 0.7209, grad_norm: 4.2000, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 07:51:19,849 - mmaction - INFO - Epoch [52][760/792] lr: 3.750e-04, eta: 10:24:18, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9458, loss_cls: 0.7209, loss: 0.7209, grad_norm: 4.2473, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 07:51:39,208 - mmaction - INFO - Epoch [52][780/792] lr: 3.750e-04, eta: 10:23:50, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9349, loss_cls: 0.7605, loss: 0.7605, grad_norm: 4.4032, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6468, loss/aux0: 0.6468 2020-10-18 07:51:39,634 - mmaction - INFO - Epoch [52][780/792] lr: 3.750e-04, eta: 10:23:59, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9349, loss_cls: 0.7605, loss: 0.7605, grad_norm: 4.3524, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6391, loss/aux0: 0.6391 2020-10-18 07:51:52,889 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-10-18 07:54:56,808 - mmaction - INFO - Epoch [53][20/792] lr: 3.750e-04, eta: 10:23:07, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9417, loss_cls: 0.7137, loss: 0.7137, grad_norm: 4.3026, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6394, loss/aux0: 0.6394 2020-10-18 07:54:57,238 - mmaction - INFO - Epoch [53][20/792] lr: 3.750e-04, eta: 10:23:16, time: 0.493, data_time: 0.005, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9417, loss_cls: 0.7137, loss: 0.7137, grad_norm: 4.3106, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6391, loss/aux0: 0.6391 2020-10-18 07:55:16,572 - mmaction - INFO - Epoch [53][40/792] lr: 3.750e-04, eta: 10:22:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9474, loss_cls: 0.6909, loss: 0.6909, grad_norm: 4.3162, top1_acc/aux0: 0.8244, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-18 07:55:17,006 - mmaction - INFO - Epoch [53][40/792] lr: 3.750e-04, eta: 10:22:57, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9474, loss_cls: 0.6909, loss: 0.6909, grad_norm: 4.3243, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-18 07:55:36,424 - mmaction - INFO - Epoch [53][60/792] lr: 3.750e-04, eta: 10:22:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9328, loss_cls: 0.7532, loss: 0.7532, grad_norm: 4.2648, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6283, loss/aux0: 0.6283 2020-10-18 07:55:36,853 - mmaction - INFO - Epoch [53][60/792] lr: 3.750e-04, eta: 10:22:37, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9328, loss_cls: 0.7532, loss: 0.7532, grad_norm: 4.2643, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-18 07:55:56,393 - mmaction - INFO - Epoch [53][80/792] lr: 3.750e-04, eta: 10:22:09, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9250, loss_cls: 0.7856, loss: 0.7856, grad_norm: 4.0853, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6369, loss/aux0: 0.6369 2020-10-18 07:55:56,799 - mmaction - INFO - Epoch [53][80/792] lr: 3.750e-04, eta: 10:22:18, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9250, loss_cls: 0.7856, loss: 0.7856, grad_norm: 4.1196, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-18 07:56:16,115 - mmaction - INFO - Epoch [53][100/792] lr: 3.750e-04, eta: 10:21:49, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9318, loss_cls: 0.7719, loss: 0.7719, grad_norm: 4.3286, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6444, loss/aux0: 0.6444 2020-10-18 07:56:16,532 - mmaction - INFO - Epoch [53][100/792] lr: 3.750e-04, eta: 10:21:58, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9318, loss_cls: 0.7719, loss: 0.7719, grad_norm: 4.3673, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6450, loss/aux0: 0.6450 2020-10-18 07:56:36,088 - mmaction - INFO - Epoch [53][120/792] lr: 3.750e-04, eta: 10:21:30, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9437, loss_cls: 0.7271, loss: 0.7271, grad_norm: 4.3346, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6504, loss/aux0: 0.6504 2020-10-18 07:56:36,510 - mmaction - INFO - Epoch [53][120/792] lr: 3.750e-04, eta: 10:21:39, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9437, loss_cls: 0.7271, loss: 0.7271, grad_norm: 4.3665, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6547, loss/aux0: 0.6547 2020-10-18 07:56:56,080 - mmaction - INFO - Epoch [53][140/792] lr: 3.750e-04, eta: 10:21:10, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7491, loss: 0.7491, grad_norm: 4.5190, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6538, loss/aux0: 0.6538 2020-10-18 07:56:56,484 - mmaction - INFO - Epoch [53][140/792] lr: 3.750e-04, eta: 10:21:19, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7491, loss: 0.7491, grad_norm: 4.5474, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6476, loss/aux0: 0.6476 2020-10-18 07:57:16,103 - mmaction - INFO - Epoch [53][160/792] lr: 3.750e-04, eta: 10:20:51, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9354, loss_cls: 0.7530, loss: 0.7530, grad_norm: 4.3118, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6260, loss/aux0: 0.6260 2020-10-18 07:57:16,511 - mmaction - INFO - Epoch [53][160/792] lr: 3.750e-04, eta: 10:21:00, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9354, loss_cls: 0.7530, loss: 0.7530, grad_norm: 4.3154, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-18 07:57:35,987 - mmaction - INFO - Epoch [53][180/792] lr: 3.750e-04, eta: 10:20:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9312, loss_cls: 0.7402, loss: 0.7402, grad_norm: 4.3919, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6596, loss/aux0: 0.6596 2020-10-18 07:57:36,408 - mmaction - INFO - Epoch [53][180/792] lr: 3.750e-04, eta: 10:20:40, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9312, loss_cls: 0.7402, loss: 0.7402, grad_norm: 4.3656, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6559, loss/aux0: 0.6559 2020-10-18 07:57:56,012 - mmaction - INFO - Epoch [53][200/792] lr: 3.750e-04, eta: 10:20:12, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.7231, loss: 0.7231, grad_norm: 4.3345, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6379, loss/aux0: 0.6379 2020-10-18 07:57:56,433 - mmaction - INFO - Epoch [53][200/792] lr: 3.750e-04, eta: 10:20:21, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.7231, loss: 0.7231, grad_norm: 4.3702, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-18 07:58:16,021 - mmaction - INFO - Epoch [53][220/792] lr: 3.750e-04, eta: 10:19:53, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9417, loss_cls: 0.7502, loss: 0.7502, grad_norm: 4.4833, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-18 07:58:16,502 - mmaction - INFO - Epoch [53][220/792] lr: 3.750e-04, eta: 10:20:02, time: 0.502, data_time: 0.005, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9417, loss_cls: 0.7502, loss: 0.7502, grad_norm: 4.4933, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6494, loss/aux0: 0.6494 2020-10-18 07:58:35,980 - mmaction - INFO - Epoch [53][240/792] lr: 3.750e-04, eta: 10:19:33, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9417, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.3056, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6560, loss/aux0: 0.6560 2020-10-18 07:58:36,439 - mmaction - INFO - Epoch [53][240/792] lr: 3.750e-04, eta: 10:19:42, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9417, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.3066, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6517, loss/aux0: 0.6517 2020-10-18 07:58:55,836 - mmaction - INFO - Epoch [53][260/792] lr: 3.750e-04, eta: 10:19:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9448, loss_cls: 0.7089, loss: 0.7089, grad_norm: 4.4338, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6664, loss/aux0: 0.6664 2020-10-18 07:58:56,249 - mmaction - INFO - Epoch [53][260/792] lr: 3.750e-04, eta: 10:19:23, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9448, loss_cls: 0.7089, loss: 0.7089, grad_norm: 4.4161, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6673, loss/aux0: 0.6673 2020-10-18 07:59:15,798 - mmaction - INFO - Epoch [53][280/792] lr: 3.750e-04, eta: 10:18:54, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9391, loss_cls: 0.7279, loss: 0.7279, grad_norm: 4.2522, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-18 07:59:16,221 - mmaction - INFO - Epoch [53][280/792] lr: 3.750e-04, eta: 10:19:03, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9391, loss_cls: 0.7279, loss: 0.7279, grad_norm: 4.2452, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-18 07:59:35,763 - mmaction - INFO - Epoch [53][300/792] lr: 3.750e-04, eta: 10:18:35, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9469, loss_cls: 0.7073, loss: 0.7073, grad_norm: 4.2575, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 07:59:36,173 - mmaction - INFO - Epoch [53][300/792] lr: 3.750e-04, eta: 10:18:44, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9469, loss_cls: 0.7073, loss: 0.7073, grad_norm: 4.2480, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-18 07:59:55,693 - mmaction - INFO - Epoch [53][320/792] lr: 3.750e-04, eta: 10:18:15, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9370, loss_cls: 0.7706, loss: 0.7706, grad_norm: 4.3443, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6357, loss/aux0: 0.6357 2020-10-18 07:59:56,114 - mmaction - INFO - Epoch [53][320/792] lr: 3.750e-04, eta: 10:18:24, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9370, loss_cls: 0.7706, loss: 0.7706, grad_norm: 4.3463, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-18 08:00:15,560 - mmaction - INFO - Epoch [53][340/792] lr: 3.750e-04, eta: 10:17:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9396, loss_cls: 0.7095, loss: 0.7095, grad_norm: 4.2645, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-18 08:00:15,999 - mmaction - INFO - Epoch [53][340/792] lr: 3.750e-04, eta: 10:18:05, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9396, loss_cls: 0.7095, loss: 0.7095, grad_norm: 4.2657, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-18 08:00:35,485 - mmaction - INFO - Epoch [53][360/792] lr: 3.750e-04, eta: 10:17:36, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9411, loss_cls: 0.7214, loss: 0.7214, grad_norm: 4.3397, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 08:00:35,905 - mmaction - INFO - Epoch [53][360/792] lr: 3.750e-04, eta: 10:17:45, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9411, loss_cls: 0.7214, loss: 0.7214, grad_norm: 4.3444, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 08:00:55,240 - mmaction - INFO - Epoch [53][380/792] lr: 3.750e-04, eta: 10:17:17, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9474, loss_cls: 0.6966, loss: 0.6966, grad_norm: 4.2058, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6461, loss/aux0: 0.6461 2020-10-18 08:00:55,659 - mmaction - INFO - Epoch [53][380/792] lr: 3.750e-04, eta: 10:17:26, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9474, loss_cls: 0.6966, loss: 0.6966, grad_norm: 4.2537, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6465, loss/aux0: 0.6465 2020-10-18 08:01:15,054 - mmaction - INFO - Epoch [53][400/792] lr: 3.750e-04, eta: 10:16:57, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9339, loss_cls: 0.7405, loss: 0.7405, grad_norm: 4.3556, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-18 08:01:15,491 - mmaction - INFO - Epoch [53][400/792] lr: 3.750e-04, eta: 10:17:06, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9339, loss_cls: 0.7405, loss: 0.7405, grad_norm: 4.3106, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6323, loss/aux0: 0.6323 2020-10-18 08:01:35,013 - mmaction - INFO - Epoch [53][420/792] lr: 3.750e-04, eta: 10:16:38, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9479, loss_cls: 0.6991, loss: 0.6991, grad_norm: 4.3645, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6407, loss/aux0: 0.6407 2020-10-18 08:01:35,453 - mmaction - INFO - Epoch [53][420/792] lr: 3.750e-04, eta: 10:16:47, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9479, loss_cls: 0.6991, loss: 0.6991, grad_norm: 4.4040, top1_acc/aux0: 0.8246, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6456, loss/aux0: 0.6456 2020-10-18 08:01:54,785 - mmaction - INFO - Epoch [53][440/792] lr: 3.750e-04, eta: 10:16:18, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9500, loss_cls: 0.6875, loss: 0.6875, grad_norm: 4.2007, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-18 08:01:55,200 - mmaction - INFO - Epoch [53][440/792] lr: 3.750e-04, eta: 10:16:27, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9500, loss_cls: 0.6875, loss: 0.6875, grad_norm: 4.2304, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-18 08:02:14,485 - mmaction - INFO - Epoch [53][460/792] lr: 3.750e-04, eta: 10:15:59, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9401, loss_cls: 0.7527, loss: 0.7527, grad_norm: 4.3935, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 08:02:14,930 - mmaction - INFO - Epoch [53][460/792] lr: 3.750e-04, eta: 10:16:07, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9401, loss_cls: 0.7527, loss: 0.7527, grad_norm: 4.3451, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-18 08:02:34,323 - mmaction - INFO - Epoch [53][480/792] lr: 3.750e-04, eta: 10:15:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9255, loss_cls: 0.8112, loss: 0.8112, grad_norm: 4.2945, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6379, loss/aux0: 0.6379 2020-10-18 08:02:34,758 - mmaction - INFO - Epoch [53][480/792] lr: 3.750e-04, eta: 10:15:48, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9255, loss_cls: 0.8112, loss: 0.8112, grad_norm: 4.3302, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6446, loss/aux0: 0.6446 2020-10-18 08:02:54,207 - mmaction - INFO - Epoch [53][500/792] lr: 3.750e-04, eta: 10:15:19, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9297, loss_cls: 0.7680, loss: 0.7680, grad_norm: 4.3264, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6381, loss/aux0: 0.6381 2020-10-18 08:02:54,643 - mmaction - INFO - Epoch [53][500/792] lr: 3.750e-04, eta: 10:15:28, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9297, loss_cls: 0.7680, loss: 0.7680, grad_norm: 4.3331, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6367, loss/aux0: 0.6367 2020-10-18 08:03:14,049 - mmaction - INFO - Epoch [53][520/792] lr: 3.750e-04, eta: 10:15:00, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9323, loss_cls: 0.7883, loss: 0.7883, grad_norm: 4.3082, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6222, loss/aux0: 0.6222 2020-10-18 08:03:14,452 - mmaction - INFO - Epoch [53][520/792] lr: 3.750e-04, eta: 10:15:09, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9323, loss_cls: 0.7883, loss: 0.7883, grad_norm: 4.3365, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 08:03:33,929 - mmaction - INFO - Epoch [53][540/792] lr: 3.750e-04, eta: 10:14:40, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9297, loss_cls: 0.7872, loss: 0.7872, grad_norm: 4.3735, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-18 08:03:34,340 - mmaction - INFO - Epoch [53][540/792] lr: 3.750e-04, eta: 10:14:49, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9297, loss_cls: 0.7872, loss: 0.7872, grad_norm: 4.3838, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6331, loss/aux0: 0.6331 2020-10-18 08:03:53,761 - mmaction - INFO - Epoch [53][560/792] lr: 3.750e-04, eta: 10:14:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9333, loss_cls: 0.7555, loss: 0.7555, grad_norm: 4.2975, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6210, loss/aux0: 0.6210 2020-10-18 08:03:54,185 - mmaction - INFO - Epoch [53][560/792] lr: 3.750e-04, eta: 10:14:30, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9333, loss_cls: 0.7555, loss: 0.7555, grad_norm: 4.3295, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-18 08:04:13,725 - mmaction - INFO - Epoch [53][580/792] lr: 3.750e-04, eta: 10:14:02, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9339, loss_cls: 0.7385, loss: 0.7385, grad_norm: 4.2535, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 08:04:14,143 - mmaction - INFO - Epoch [53][580/792] lr: 3.750e-04, eta: 10:14:11, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9339, loss_cls: 0.7385, loss: 0.7385, grad_norm: 4.2098, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6148, loss/aux0: 0.6148 2020-10-18 08:04:33,670 - mmaction - INFO - Epoch [53][600/792] lr: 3.750e-04, eta: 10:13:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9385, loss_cls: 0.7185, loss: 0.7185, grad_norm: 4.2215, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6357, loss/aux0: 0.6357 2020-10-18 08:04:34,076 - mmaction - INFO - Epoch [53][600/792] lr: 3.750e-04, eta: 10:13:51, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9385, loss_cls: 0.7185, loss: 0.7185, grad_norm: 4.2467, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6368, loss/aux0: 0.6368 2020-10-18 08:04:53,557 - mmaction - INFO - Epoch [53][620/792] lr: 3.750e-04, eta: 10:13:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9286, loss_cls: 0.7574, loss: 0.7574, grad_norm: 4.3541, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6297, loss/aux0: 0.6297 2020-10-18 08:04:53,992 - mmaction - INFO - Epoch [53][620/792] lr: 3.750e-04, eta: 10:13:31, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9286, loss_cls: 0.7574, loss: 0.7574, grad_norm: 4.3613, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-18 08:05:13,456 - mmaction - INFO - Epoch [53][640/792] lr: 3.750e-04, eta: 10:13:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9443, loss_cls: 0.7294, loss: 0.7294, grad_norm: 4.3198, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6439, loss/aux0: 0.6439 2020-10-18 08:05:13,886 - mmaction - INFO - Epoch [53][640/792] lr: 3.750e-04, eta: 10:13:12, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9443, loss_cls: 0.7294, loss: 0.7294, grad_norm: 4.3249, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6502, loss/aux0: 0.6502 2020-10-18 08:05:33,325 - mmaction - INFO - Epoch [53][660/792] lr: 3.750e-04, eta: 10:12:44, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9328, loss_cls: 0.7563, loss: 0.7563, grad_norm: 4.2748, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6294, loss/aux0: 0.6294 2020-10-18 08:05:33,735 - mmaction - INFO - Epoch [53][660/792] lr: 3.750e-04, eta: 10:12:53, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9328, loss_cls: 0.7563, loss: 0.7563, grad_norm: 4.2754, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6211, loss/aux0: 0.6211 2020-10-18 08:05:53,243 - mmaction - INFO - Epoch [53][680/792] lr: 3.750e-04, eta: 10:12:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9448, loss_cls: 0.7079, loss: 0.7079, grad_norm: 4.2635, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 08:05:53,682 - mmaction - INFO - Epoch [53][680/792] lr: 3.750e-04, eta: 10:12:33, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9448, loss_cls: 0.7079, loss: 0.7079, grad_norm: 4.2531, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6292, loss/aux0: 0.6292 2020-10-18 08:06:13,142 - mmaction - INFO - Epoch [53][700/792] lr: 3.750e-04, eta: 10:12:05, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9432, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.2585, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6362, loss/aux0: 0.6362 2020-10-18 08:06:13,552 - mmaction - INFO - Epoch [53][700/792] lr: 3.750e-04, eta: 10:12:14, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9432, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.2767, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6339, loss/aux0: 0.6339 2020-10-18 08:06:33,031 - mmaction - INFO - Epoch [53][720/792] lr: 3.750e-04, eta: 10:11:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9229, loss_cls: 0.7986, loss: 0.7986, grad_norm: 4.2513, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6256, loss/aux0: 0.6256 2020-10-18 08:06:33,441 - mmaction - INFO - Epoch [53][720/792] lr: 3.750e-04, eta: 10:11:54, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9229, loss_cls: 0.7986, loss: 0.7986, grad_norm: 4.2401, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6229, loss/aux0: 0.6229 2020-10-18 08:06:52,938 - mmaction - INFO - Epoch [53][740/792] lr: 3.750e-04, eta: 10:11:26, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9339, loss_cls: 0.7749, loss: 0.7749, grad_norm: 4.3632, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-18 08:06:53,354 - mmaction - INFO - Epoch [53][740/792] lr: 3.750e-04, eta: 10:11:35, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9339, loss_cls: 0.7749, loss: 0.7749, grad_norm: 4.3264, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-18 08:07:12,783 - mmaction - INFO - Epoch [53][760/792] lr: 3.750e-04, eta: 10:11:06, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9385, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.3296, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 08:07:13,207 - mmaction - INFO - Epoch [53][760/792] lr: 3.750e-04, eta: 10:11:15, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9385, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.3145, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-18 08:07:32,668 - mmaction - INFO - Epoch [53][780/792] lr: 3.750e-04, eta: 10:10:47, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9328, loss_cls: 0.7398, loss: 0.7398, grad_norm: 4.2180, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6435, loss/aux0: 0.6435 2020-10-18 08:07:33,077 - mmaction - INFO - Epoch [53][780/792] lr: 3.750e-04, eta: 10:10:55, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9328, loss_cls: 0.7398, loss: 0.7398, grad_norm: 4.2119, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6367, loss/aux0: 0.6367 2020-10-18 08:07:48,049 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-10-18 08:10:20,894 - mmaction - INFO - Epoch [54][20/792] lr: 3.750e-04, eta: 10:10:05, time: 0.486, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9401, loss_cls: 0.7376, loss: 0.7376, grad_norm: 4.3077, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 08:10:21,318 - mmaction - INFO - Epoch [54][20/792] lr: 3.750e-04, eta: 10:10:13, time: 0.488, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9401, loss_cls: 0.7376, loss: 0.7376, grad_norm: 4.2778, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 08:10:40,626 - mmaction - INFO - Epoch [54][40/792] lr: 3.750e-04, eta: 10:09:45, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9344, loss_cls: 0.7643, loss: 0.7643, grad_norm: 4.4585, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-18 08:10:41,044 - mmaction - INFO - Epoch [54][40/792] lr: 3.750e-04, eta: 10:09:54, time: 0.489, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9344, loss_cls: 0.7643, loss: 0.7643, grad_norm: 4.4631, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6405, loss/aux0: 0.6405 2020-10-18 08:11:00,578 - mmaction - INFO - Epoch [54][60/792] lr: 3.750e-04, eta: 10:09:25, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9464, loss_cls: 0.6832, loss: 0.6832, grad_norm: 4.3289, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 08:11:01,000 - mmaction - INFO - Epoch [54][60/792] lr: 3.750e-04, eta: 10:09:34, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9464, loss_cls: 0.6832, loss: 0.6832, grad_norm: 4.2984, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-18 08:11:20,365 - mmaction - INFO - Epoch [54][80/792] lr: 3.750e-04, eta: 10:09:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9406, loss_cls: 0.7173, loss: 0.7173, grad_norm: 4.2113, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6302, loss/aux0: 0.6302 2020-10-18 08:11:20,781 - mmaction - INFO - Epoch [54][80/792] lr: 3.750e-04, eta: 10:09:15, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9406, loss_cls: 0.7173, loss: 0.7173, grad_norm: 4.2168, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-18 08:11:40,261 - mmaction - INFO - Epoch [54][100/792] lr: 3.750e-04, eta: 10:08:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9406, loss_cls: 0.7280, loss: 0.7280, grad_norm: 4.3800, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6454, loss/aux0: 0.6454 2020-10-18 08:11:40,690 - mmaction - INFO - Epoch [54][100/792] lr: 3.750e-04, eta: 10:08:55, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9406, loss_cls: 0.7280, loss: 0.7280, grad_norm: 4.3424, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6459, loss/aux0: 0.6459 2020-10-18 08:12:00,118 - mmaction - INFO - Epoch [54][120/792] lr: 3.750e-04, eta: 10:08:27, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9349, loss_cls: 0.7737, loss: 0.7737, grad_norm: 4.3843, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6572, loss/aux0: 0.6572 2020-10-18 08:12:00,537 - mmaction - INFO - Epoch [54][120/792] lr: 3.750e-04, eta: 10:08:35, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9349, loss_cls: 0.7737, loss: 0.7737, grad_norm: 4.3579, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6587, loss/aux0: 0.6587 2020-10-18 08:12:19,953 - mmaction - INFO - Epoch [54][140/792] lr: 3.750e-04, eta: 10:08:07, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9339, loss_cls: 0.7523, loss: 0.7523, grad_norm: 4.3581, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6369, loss/aux0: 0.6369 2020-10-18 08:12:20,376 - mmaction - INFO - Epoch [54][140/792] lr: 3.750e-04, eta: 10:08:16, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9339, loss_cls: 0.7523, loss: 0.7523, grad_norm: 4.3706, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-18 08:12:39,841 - mmaction - INFO - Epoch [54][160/792] lr: 3.750e-04, eta: 10:07:48, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9375, loss_cls: 0.7268, loss: 0.7268, grad_norm: 4.2674, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-18 08:12:40,260 - mmaction - INFO - Epoch [54][160/792] lr: 3.750e-04, eta: 10:07:56, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9375, loss_cls: 0.7268, loss: 0.7268, grad_norm: 4.2884, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6136, loss/aux0: 0.6136 2020-10-18 08:12:59,757 - mmaction - INFO - Epoch [54][180/792] lr: 3.750e-04, eta: 10:07:28, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9422, loss_cls: 0.7178, loss: 0.7178, grad_norm: 4.2994, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-18 08:13:00,176 - mmaction - INFO - Epoch [54][180/792] lr: 3.750e-04, eta: 10:07:37, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9422, loss_cls: 0.7178, loss: 0.7178, grad_norm: 4.3869, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6367, loss/aux0: 0.6367 2020-10-18 08:13:19,597 - mmaction - INFO - Epoch [54][200/792] lr: 3.750e-04, eta: 10:07:08, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9328, loss_cls: 0.7941, loss: 0.7941, grad_norm: 4.3138, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 08:13:20,040 - mmaction - INFO - Epoch [54][200/792] lr: 3.750e-04, eta: 10:07:17, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9328, loss_cls: 0.7941, loss: 0.7941, grad_norm: 4.3518, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 08:13:39,345 - mmaction - INFO - Epoch [54][220/792] lr: 3.750e-04, eta: 10:06:49, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9422, loss_cls: 0.7303, loss: 0.7303, grad_norm: 4.4110, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6323, loss/aux0: 0.6323 2020-10-18 08:13:39,796 - mmaction - INFO - Epoch [54][220/792] lr: 3.750e-04, eta: 10:06:58, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9422, loss_cls: 0.7303, loss: 0.7303, grad_norm: 4.3987, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6316, loss/aux0: 0.6316 2020-10-18 08:13:59,212 - mmaction - INFO - Epoch [54][240/792] lr: 3.750e-04, eta: 10:06:29, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9370, loss_cls: 0.7268, loss: 0.7268, grad_norm: 4.3829, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6368, loss/aux0: 0.6368 2020-10-18 08:13:59,627 - mmaction - INFO - Epoch [54][240/792] lr: 3.750e-04, eta: 10:06:38, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9370, loss_cls: 0.7268, loss: 0.7268, grad_norm: 4.4055, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6447, loss/aux0: 0.6447 2020-10-18 08:14:19,022 - mmaction - INFO - Epoch [54][260/792] lr: 3.750e-04, eta: 10:06:10, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9255, loss_cls: 0.7827, loss: 0.7827, grad_norm: 4.3474, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 08:14:19,451 - mmaction - INFO - Epoch [54][260/792] lr: 3.750e-04, eta: 10:06:19, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9255, loss_cls: 0.7827, loss: 0.7827, grad_norm: 4.3401, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 08:14:39,090 - mmaction - INFO - Epoch [54][280/792] lr: 3.750e-04, eta: 10:05:51, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9328, loss_cls: 0.7682, loss: 0.7682, grad_norm: 4.5497, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-18 08:14:39,518 - mmaction - INFO - Epoch [54][280/792] lr: 3.750e-04, eta: 10:05:59, time: 0.506, data_time: 0.004, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9328, loss_cls: 0.7682, loss: 0.7682, grad_norm: 4.5883, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-18 08:14:58,995 - mmaction - INFO - Epoch [54][300/792] lr: 3.750e-04, eta: 10:05:31, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9396, loss_cls: 0.7429, loss: 0.7429, grad_norm: 4.4407, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6712, loss/aux0: 0.6712 2020-10-18 08:14:59,406 - mmaction - INFO - Epoch [54][300/792] lr: 3.750e-04, eta: 10:05:40, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9396, loss_cls: 0.7429, loss: 0.7429, grad_norm: 4.4350, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6615, loss/aux0: 0.6615 2020-10-18 08:15:18,774 - mmaction - INFO - Epoch [54][320/792] lr: 3.750e-04, eta: 10:05:12, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9443, loss_cls: 0.6738, loss: 0.6738, grad_norm: 4.1293, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.5956, loss/aux0: 0.5956 2020-10-18 08:15:19,215 - mmaction - INFO - Epoch [54][320/792] lr: 3.750e-04, eta: 10:05:20, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9443, loss_cls: 0.6738, loss: 0.6738, grad_norm: 4.1519, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 08:15:38,694 - mmaction - INFO - Epoch [54][340/792] lr: 3.750e-04, eta: 10:04:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9370, loss_cls: 0.7237, loss: 0.7237, grad_norm: 4.2736, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6637, loss/aux0: 0.6637 2020-10-18 08:15:39,116 - mmaction - INFO - Epoch [54][340/792] lr: 3.750e-04, eta: 10:05:01, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9370, loss_cls: 0.7237, loss: 0.7237, grad_norm: 4.2752, top1_acc/aux0: 0.8257, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6599, loss/aux0: 0.6599 2020-10-18 08:15:58,522 - mmaction - INFO - Epoch [54][360/792] lr: 3.750e-04, eta: 10:04:32, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9469, loss_cls: 0.7080, loss: 0.7080, grad_norm: 4.3477, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6528, loss/aux0: 0.6528 2020-10-18 08:15:58,963 - mmaction - INFO - Epoch [54][360/792] lr: 3.750e-04, eta: 10:04:41, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9469, loss_cls: 0.7080, loss: 0.7080, grad_norm: 4.3145, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6558, loss/aux0: 0.6558 2020-10-18 08:16:18,522 - mmaction - INFO - Epoch [54][380/792] lr: 3.750e-04, eta: 10:04:13, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9453, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.2754, top1_acc/aux0: 0.8230, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6538, loss/aux0: 0.6538 2020-10-18 08:16:18,945 - mmaction - INFO - Epoch [54][380/792] lr: 3.750e-04, eta: 10:04:22, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9453, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.3080, top1_acc/aux0: 0.8244, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6508, loss/aux0: 0.6508 2020-10-18 08:16:38,446 - mmaction - INFO - Epoch [54][400/792] lr: 3.750e-04, eta: 10:03:54, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9484, loss_cls: 0.7030, loss: 0.7030, grad_norm: 4.4776, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6511, loss/aux0: 0.6511 2020-10-18 08:16:38,876 - mmaction - INFO - Epoch [54][400/792] lr: 3.750e-04, eta: 10:04:02, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9484, loss_cls: 0.7030, loss: 0.7030, grad_norm: 4.4184, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-18 08:16:58,411 - mmaction - INFO - Epoch [54][420/792] lr: 3.750e-04, eta: 10:03:34, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9370, loss_cls: 0.6964, loss: 0.6964, grad_norm: 4.2679, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-18 08:16:58,832 - mmaction - INFO - Epoch [54][420/792] lr: 3.750e-04, eta: 10:03:43, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9370, loss_cls: 0.6964, loss: 0.6964, grad_norm: 4.2830, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-18 08:17:18,237 - mmaction - INFO - Epoch [54][440/792] lr: 3.750e-04, eta: 10:03:15, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9375, loss_cls: 0.7536, loss: 0.7536, grad_norm: 4.4094, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6530, loss/aux0: 0.6530 2020-10-18 08:17:18,701 - mmaction - INFO - Epoch [54][440/792] lr: 3.750e-04, eta: 10:03:23, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9375, loss_cls: 0.7536, loss: 0.7536, grad_norm: 4.4140, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6519, loss/aux0: 0.6519 2020-10-18 08:17:38,097 - mmaction - INFO - Epoch [54][460/792] lr: 3.750e-04, eta: 10:02:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9307, loss_cls: 0.7515, loss: 0.7515, grad_norm: 4.3379, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6447, loss/aux0: 0.6447 2020-10-18 08:17:38,596 - mmaction - INFO - Epoch [54][460/792] lr: 3.750e-04, eta: 10:03:04, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9307, loss_cls: 0.7515, loss: 0.7515, grad_norm: 4.3297, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-18 08:17:57,932 - mmaction - INFO - Epoch [54][480/792] lr: 3.750e-04, eta: 10:02:35, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.2290, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 08:17:58,418 - mmaction - INFO - Epoch [54][480/792] lr: 3.750e-04, eta: 10:02:44, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.2351, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 08:18:17,831 - mmaction - INFO - Epoch [54][500/792] lr: 3.750e-04, eta: 10:02:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9401, loss_cls: 0.7218, loss: 0.7218, grad_norm: 4.3966, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6155, loss/aux0: 0.6155 2020-10-18 08:18:18,244 - mmaction - INFO - Epoch [54][500/792] lr: 3.750e-04, eta: 10:02:24, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9401, loss_cls: 0.7218, loss: 0.7218, grad_norm: 4.3629, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-18 08:18:37,846 - mmaction - INFO - Epoch [54][520/792] lr: 3.750e-04, eta: 10:01:56, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9323, loss_cls: 0.7740, loss: 0.7740, grad_norm: 4.3778, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6469, loss/aux0: 0.6469 2020-10-18 08:18:38,278 - mmaction - INFO - Epoch [54][520/792] lr: 3.750e-04, eta: 10:02:05, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9323, loss_cls: 0.7740, loss: 0.7740, grad_norm: 4.3779, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6437, loss/aux0: 0.6437 2020-10-18 08:18:57,649 - mmaction - INFO - Epoch [54][540/792] lr: 3.750e-04, eta: 10:01:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9318, loss_cls: 0.7412, loss: 0.7412, grad_norm: 4.3335, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-18 08:18:58,066 - mmaction - INFO - Epoch [54][540/792] lr: 3.750e-04, eta: 10:01:46, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9318, loss_cls: 0.7412, loss: 0.7412, grad_norm: 4.3260, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6352, loss/aux0: 0.6352 2020-10-18 08:19:17,480 - mmaction - INFO - Epoch [54][560/792] lr: 3.750e-04, eta: 10:01:17, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9417, loss_cls: 0.7312, loss: 0.7312, grad_norm: 4.3559, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6556, loss/aux0: 0.6556 2020-10-18 08:19:17,911 - mmaction - INFO - Epoch [54][560/792] lr: 3.750e-04, eta: 10:01:26, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9417, loss_cls: 0.7312, loss: 0.7312, grad_norm: 4.3354, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6567, loss/aux0: 0.6567 2020-10-18 08:19:37,366 - mmaction - INFO - Epoch [54][580/792] lr: 3.750e-04, eta: 10:00:58, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9323, loss_cls: 0.7559, loss: 0.7559, grad_norm: 4.3885, top1_acc/aux0: 0.8270, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6540, loss/aux0: 0.6540 2020-10-18 08:19:37,779 - mmaction - INFO - Epoch [54][580/792] lr: 3.750e-04, eta: 10:01:06, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9323, loss_cls: 0.7559, loss: 0.7559, grad_norm: 4.3806, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6537, loss/aux0: 0.6537 2020-10-18 08:19:57,240 - mmaction - INFO - Epoch [54][600/792] lr: 3.750e-04, eta: 10:00:38, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9380, loss_cls: 0.7563, loss: 0.7563, grad_norm: 4.4281, top1_acc/aux0: 0.8262, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6549, loss/aux0: 0.6549 2020-10-18 08:19:57,667 - mmaction - INFO - Epoch [54][600/792] lr: 3.750e-04, eta: 10:00:47, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9380, loss_cls: 0.7563, loss: 0.7563, grad_norm: 4.4436, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6538, loss/aux0: 0.6538 2020-10-18 08:20:17,104 - mmaction - INFO - Epoch [54][620/792] lr: 3.750e-04, eta: 10:00:19, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9380, loss_cls: 0.7223, loss: 0.7223, grad_norm: 4.2549, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 08:20:17,514 - mmaction - INFO - Epoch [54][620/792] lr: 3.750e-04, eta: 10:00:27, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9380, loss_cls: 0.7223, loss: 0.7223, grad_norm: 4.2309, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-18 08:20:36,956 - mmaction - INFO - Epoch [54][640/792] lr: 3.750e-04, eta: 9:59:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9396, loss_cls: 0.6920, loss: 0.6920, grad_norm: 4.1917, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6267, loss/aux0: 0.6267 2020-10-18 08:20:37,382 - mmaction - INFO - Epoch [54][640/792] lr: 3.750e-04, eta: 10:00:08, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9396, loss_cls: 0.6920, loss: 0.6920, grad_norm: 4.1783, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6284, loss/aux0: 0.6284 2020-10-18 08:20:56,850 - mmaction - INFO - Epoch [54][660/792] lr: 3.750e-04, eta: 9:59:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9344, loss_cls: 0.7369, loss: 0.7369, grad_norm: 4.2738, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6536, loss/aux0: 0.6536 2020-10-18 08:20:57,258 - mmaction - INFO - Epoch [54][660/792] lr: 3.750e-04, eta: 9:59:48, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9344, loss_cls: 0.7369, loss: 0.7369, grad_norm: 4.3013, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-18 08:21:16,871 - mmaction - INFO - Epoch [54][680/792] lr: 3.750e-04, eta: 9:59:20, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9312, loss_cls: 0.7371, loss: 0.7371, grad_norm: 4.4076, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 08:21:17,308 - mmaction - INFO - Epoch [54][680/792] lr: 3.750e-04, eta: 9:59:29, time: 0.510, data_time: 0.004, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9312, loss_cls: 0.7371, loss: 0.7371, grad_norm: 4.4057, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-18 08:21:36,711 - mmaction - INFO - Epoch [54][700/792] lr: 3.750e-04, eta: 9:59:01, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9260, loss_cls: 0.7822, loss: 0.7822, grad_norm: 4.2033, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6250, loss/aux0: 0.6250 2020-10-18 08:21:37,120 - mmaction - INFO - Epoch [54][700/792] lr: 3.750e-04, eta: 9:59:10, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9260, loss_cls: 0.7822, loss: 0.7822, grad_norm: 4.2261, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 08:21:56,490 - mmaction - INFO - Epoch [54][720/792] lr: 3.750e-04, eta: 9:58:41, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9391, loss_cls: 0.7130, loss: 0.7130, grad_norm: 4.3417, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-18 08:21:56,909 - mmaction - INFO - Epoch [54][720/792] lr: 3.750e-04, eta: 9:58:50, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9391, loss_cls: 0.7130, loss: 0.7130, grad_norm: 4.3519, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-18 08:22:16,398 - mmaction - INFO - Epoch [54][740/792] lr: 3.750e-04, eta: 9:58:22, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9432, loss_cls: 0.7266, loss: 0.7266, grad_norm: 4.3398, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-18 08:22:16,815 - mmaction - INFO - Epoch [54][740/792] lr: 3.750e-04, eta: 9:58:31, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9432, loss_cls: 0.7266, loss: 0.7266, grad_norm: 4.3671, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 08:22:36,239 - mmaction - INFO - Epoch [54][760/792] lr: 3.750e-04, eta: 9:58:02, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9365, loss_cls: 0.7991, loss: 0.7991, grad_norm: 4.4403, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6243, loss/aux0: 0.6243 2020-10-18 08:22:36,661 - mmaction - INFO - Epoch [54][760/792] lr: 3.750e-04, eta: 9:58:11, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9365, loss_cls: 0.7991, loss: 0.7991, grad_norm: 4.4695, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-18 08:22:56,185 - mmaction - INFO - Epoch [54][780/792] lr: 3.750e-04, eta: 9:57:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.7193, loss: 0.7193, grad_norm: 4.2808, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6252, loss/aux0: 0.6252 2020-10-18 08:22:56,609 - mmaction - INFO - Epoch [54][780/792] lr: 3.750e-04, eta: 9:57:51, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.7193, loss: 0.7193, grad_norm: 4.2773, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-18 08:23:09,445 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-10-18 08:25:45,591 - mmaction - INFO - Epoch [55][20/792] lr: 3.750e-04, eta: 9:57:02, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9385, loss_cls: 0.7425, loss: 0.7425, grad_norm: 4.3196, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6240, loss/aux0: 0.6240 2020-10-18 08:25:45,994 - mmaction - INFO - Epoch [55][20/792] lr: 3.750e-04, eta: 9:57:10, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9385, loss_cls: 0.7425, loss: 0.7425, grad_norm: 4.3253, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-18 08:26:05,336 - mmaction - INFO - Epoch [55][40/792] lr: 3.750e-04, eta: 9:56:42, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9391, loss_cls: 0.6968, loss: 0.6968, grad_norm: 4.2968, top1_acc/aux0: 0.8267, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-18 08:26:05,762 - mmaction - INFO - Epoch [55][40/792] lr: 3.750e-04, eta: 9:56:50, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9391, loss_cls: 0.6968, loss: 0.6968, grad_norm: 4.2898, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-18 08:26:25,148 - mmaction - INFO - Epoch [55][60/792] lr: 3.750e-04, eta: 9:56:22, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9349, loss_cls: 0.7405, loss: 0.7405, grad_norm: 4.2174, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-18 08:26:25,558 - mmaction - INFO - Epoch [55][60/792] lr: 3.750e-04, eta: 9:56:31, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9349, loss_cls: 0.7405, loss: 0.7405, grad_norm: 4.2276, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6210, loss/aux0: 0.6210 2020-10-18 08:26:45,015 - mmaction - INFO - Epoch [55][80/792] lr: 3.750e-04, eta: 9:56:03, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.2907, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-18 08:26:45,428 - mmaction - INFO - Epoch [55][80/792] lr: 3.750e-04, eta: 9:56:11, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.2958, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6340, loss/aux0: 0.6340 2020-10-18 08:27:04,721 - mmaction - INFO - Epoch [55][100/792] lr: 3.750e-04, eta: 9:55:43, time: 0.487, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9323, loss_cls: 0.7289, loss: 0.7289, grad_norm: 4.3022, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-18 08:27:05,162 - mmaction - INFO - Epoch [55][100/792] lr: 3.750e-04, eta: 9:55:51, time: 0.491, data_time: 0.004, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9323, loss_cls: 0.7289, loss: 0.7289, grad_norm: 4.3230, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-18 08:27:24,698 - mmaction - INFO - Epoch [55][120/792] lr: 3.750e-04, eta: 9:55:23, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9333, loss_cls: 0.6776, loss: 0.6776, grad_norm: 4.3912, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6516, loss/aux0: 0.6516 2020-10-18 08:27:25,121 - mmaction - INFO - Epoch [55][120/792] lr: 3.750e-04, eta: 9:55:32, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9333, loss_cls: 0.6776, loss: 0.6776, grad_norm: 4.4076, top1_acc/aux0: 0.8233, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-18 08:27:44,630 - mmaction - INFO - Epoch [55][140/792] lr: 3.750e-04, eta: 9:55:04, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9359, loss_cls: 0.6928, loss: 0.6928, grad_norm: 4.2525, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6493, loss/aux0: 0.6493 2020-10-18 08:27:45,042 - mmaction - INFO - Epoch [55][140/792] lr: 3.750e-04, eta: 9:55:13, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9359, loss_cls: 0.6928, loss: 0.6928, grad_norm: 4.2858, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6557, loss/aux0: 0.6557 2020-10-18 08:28:04,585 - mmaction - INFO - Epoch [55][160/792] lr: 3.750e-04, eta: 9:54:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9380, loss_cls: 0.7208, loss: 0.7208, grad_norm: 4.3052, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-18 08:28:04,999 - mmaction - INFO - Epoch [55][160/792] lr: 3.750e-04, eta: 9:54:53, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9380, loss_cls: 0.7208, loss: 0.7208, grad_norm: 4.3365, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6357, loss/aux0: 0.6357 2020-10-18 08:28:24,496 - mmaction - INFO - Epoch [55][180/792] lr: 3.750e-04, eta: 9:54:25, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9437, loss_cls: 0.7109, loss: 0.7109, grad_norm: 4.3064, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6472, loss/aux0: 0.6472 2020-10-18 08:28:24,933 - mmaction - INFO - Epoch [55][180/792] lr: 3.750e-04, eta: 9:54:34, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9437, loss_cls: 0.7109, loss: 0.7109, grad_norm: 4.2911, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6419, loss/aux0: 0.6419 2020-10-18 08:28:44,366 - mmaction - INFO - Epoch [55][200/792] lr: 3.750e-04, eta: 9:54:06, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9375, loss_cls: 0.7286, loss: 0.7286, grad_norm: 4.4220, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6471, loss/aux0: 0.6471 2020-10-18 08:28:44,787 - mmaction - INFO - Epoch [55][200/792] lr: 3.750e-04, eta: 9:54:14, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9375, loss_cls: 0.7286, loss: 0.7286, grad_norm: 4.4564, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-18 08:29:04,252 - mmaction - INFO - Epoch [55][220/792] lr: 3.750e-04, eta: 9:53:46, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9411, loss_cls: 0.7217, loss: 0.7217, grad_norm: 4.3109, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6355, loss/aux0: 0.6355 2020-10-18 08:29:04,663 - mmaction - INFO - Epoch [55][220/792] lr: 3.750e-04, eta: 9:53:54, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9411, loss_cls: 0.7217, loss: 0.7217, grad_norm: 4.2923, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-18 08:29:24,149 - mmaction - INFO - Epoch [55][240/792] lr: 3.750e-04, eta: 9:53:27, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9349, loss_cls: 0.7284, loss: 0.7284, grad_norm: 4.3130, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-18 08:29:24,588 - mmaction - INFO - Epoch [55][240/792] lr: 3.750e-04, eta: 9:53:35, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9349, loss_cls: 0.7284, loss: 0.7284, grad_norm: 4.3505, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6407, loss/aux0: 0.6407 2020-10-18 08:29:43,890 - mmaction - INFO - Epoch [55][260/792] lr: 3.750e-04, eta: 9:53:07, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9437, loss_cls: 0.7071, loss: 0.7071, grad_norm: 4.3185, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6327, loss/aux0: 0.6327 2020-10-18 08:29:44,309 - mmaction - INFO - Epoch [55][260/792] lr: 3.750e-04, eta: 9:53:15, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9437, loss_cls: 0.7071, loss: 0.7071, grad_norm: 4.3257, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 08:30:03,880 - mmaction - INFO - Epoch [55][280/792] lr: 3.750e-04, eta: 9:52:47, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9406, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.2572, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 08:30:04,287 - mmaction - INFO - Epoch [55][280/792] lr: 3.750e-04, eta: 9:52:56, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9406, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.2837, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-18 08:30:23,857 - mmaction - INFO - Epoch [55][300/792] lr: 3.750e-04, eta: 9:52:28, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9312, loss_cls: 0.7751, loss: 0.7751, grad_norm: 4.4148, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6508, loss/aux0: 0.6508 2020-10-18 08:30:24,261 - mmaction - INFO - Epoch [55][300/792] lr: 3.750e-04, eta: 9:52:37, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9312, loss_cls: 0.7751, loss: 0.7751, grad_norm: 4.3776, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6477, loss/aux0: 0.6477 2020-10-18 08:30:43,698 - mmaction - INFO - Epoch [55][320/792] lr: 3.750e-04, eta: 9:52:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.7895, loss: 0.7895, grad_norm: 4.3674, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6325, loss/aux0: 0.6325 2020-10-18 08:30:44,127 - mmaction - INFO - Epoch [55][320/792] lr: 3.750e-04, eta: 9:52:17, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.7895, loss: 0.7895, grad_norm: 4.3560, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6320, loss/aux0: 0.6320 2020-10-18 08:31:03,585 - mmaction - INFO - Epoch [55][340/792] lr: 3.750e-04, eta: 9:51:49, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9448, loss_cls: 0.7179, loss: 0.7179, grad_norm: 4.4349, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6246, loss/aux0: 0.6246 2020-10-18 08:31:03,998 - mmaction - INFO - Epoch [55][340/792] lr: 3.750e-04, eta: 9:51:57, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9448, loss_cls: 0.7179, loss: 0.7179, grad_norm: 4.4318, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-18 08:31:23,447 - mmaction - INFO - Epoch [55][360/792] lr: 3.750e-04, eta: 9:51:30, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9474, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.3179, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 08:31:23,865 - mmaction - INFO - Epoch [55][360/792] lr: 3.750e-04, eta: 9:51:38, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9474, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.3700, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-18 08:31:43,305 - mmaction - INFO - Epoch [55][380/792] lr: 3.750e-04, eta: 9:51:10, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9484, loss_cls: 0.6818, loss: 0.6818, grad_norm: 4.3124, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 08:31:43,727 - mmaction - INFO - Epoch [55][380/792] lr: 3.750e-04, eta: 9:51:18, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9484, loss_cls: 0.6818, loss: 0.6818, grad_norm: 4.2689, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-18 08:32:03,405 - mmaction - INFO - Epoch [55][400/792] lr: 3.750e-04, eta: 9:50:51, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9391, loss_cls: 0.7699, loss: 0.7699, grad_norm: 4.3428, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6345, loss/aux0: 0.6345 2020-10-18 08:32:03,828 - mmaction - INFO - Epoch [55][400/792] lr: 3.750e-04, eta: 9:50:59, time: 0.506, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9391, loss_cls: 0.7699, loss: 0.7699, grad_norm: 4.3385, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6357, loss/aux0: 0.6357 2020-10-18 08:32:23,256 - mmaction - INFO - Epoch [55][420/792] lr: 3.750e-04, eta: 9:50:31, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9401, loss_cls: 0.7202, loss: 0.7202, grad_norm: 4.3085, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-18 08:32:23,668 - mmaction - INFO - Epoch [55][420/792] lr: 3.750e-04, eta: 9:50:40, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9401, loss_cls: 0.7202, loss: 0.7202, grad_norm: 4.3105, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 08:32:43,165 - mmaction - INFO - Epoch [55][440/792] lr: 3.750e-04, eta: 9:50:12, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9422, loss_cls: 0.7065, loss: 0.7065, grad_norm: 4.3582, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6240, loss/aux0: 0.6240 2020-10-18 08:32:43,585 - mmaction - INFO - Epoch [55][440/792] lr: 3.750e-04, eta: 9:50:20, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9422, loss_cls: 0.7065, loss: 0.7065, grad_norm: 4.3776, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-18 08:33:03,081 - mmaction - INFO - Epoch [55][460/792] lr: 3.750e-04, eta: 9:49:52, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9385, loss_cls: 0.7407, loss: 0.7407, grad_norm: 4.4462, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6373, loss/aux0: 0.6373 2020-10-18 08:33:03,528 - mmaction - INFO - Epoch [55][460/792] lr: 3.750e-04, eta: 9:50:01, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9385, loss_cls: 0.7407, loss: 0.7407, grad_norm: 4.4596, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6386, loss/aux0: 0.6386 2020-10-18 08:33:22,819 - mmaction - INFO - Epoch [55][480/792] lr: 3.750e-04, eta: 9:49:33, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9224, loss_cls: 0.7968, loss: 0.7968, grad_norm: 4.3215, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6385, loss/aux0: 0.6385 2020-10-18 08:33:23,235 - mmaction - INFO - Epoch [55][480/792] lr: 3.750e-04, eta: 9:49:41, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9224, loss_cls: 0.7968, loss: 0.7968, grad_norm: 4.3443, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6424, loss/aux0: 0.6424 2020-10-18 08:33:42,809 - mmaction - INFO - Epoch [55][500/792] lr: 3.750e-04, eta: 9:49:13, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9333, loss_cls: 0.7216, loss: 0.7216, grad_norm: 4.3365, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6498, loss/aux0: 0.6498 2020-10-18 08:33:43,230 - mmaction - INFO - Epoch [55][500/792] lr: 3.750e-04, eta: 9:49:21, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9333, loss_cls: 0.7216, loss: 0.7216, grad_norm: 4.2822, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6437, loss/aux0: 0.6437 2020-10-18 08:34:02,549 - mmaction - INFO - Epoch [55][520/792] lr: 3.750e-04, eta: 9:48:54, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9427, loss_cls: 0.6968, loss: 0.6968, grad_norm: 4.3482, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6409, loss/aux0: 0.6409 2020-10-18 08:34:02,985 - mmaction - INFO - Epoch [55][520/792] lr: 3.750e-04, eta: 9:49:02, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9427, loss_cls: 0.6968, loss: 0.6968, grad_norm: 4.3644, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6452, loss/aux0: 0.6452 2020-10-18 08:34:22,302 - mmaction - INFO - Epoch [55][540/792] lr: 3.750e-04, eta: 9:48:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9307, loss_cls: 0.7602, loss: 0.7602, grad_norm: 4.4687, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6295, loss/aux0: 0.6295 2020-10-18 08:34:22,709 - mmaction - INFO - Epoch [55][540/792] lr: 3.750e-04, eta: 9:48:42, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9307, loss_cls: 0.7602, loss: 0.7602, grad_norm: 4.5020, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6317, loss/aux0: 0.6317 2020-10-18 08:34:42,126 - mmaction - INFO - Epoch [55][560/792] lr: 3.750e-04, eta: 9:48:15, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9328, loss_cls: 0.7448, loss: 0.7448, grad_norm: 4.3096, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6395, loss/aux0: 0.6395 2020-10-18 08:34:42,537 - mmaction - INFO - Epoch [55][560/792] lr: 3.750e-04, eta: 9:48:23, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9328, loss_cls: 0.7448, loss: 0.7448, grad_norm: 4.3320, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6355, loss/aux0: 0.6355 2020-10-18 08:35:02,088 - mmaction - INFO - Epoch [55][580/792] lr: 3.750e-04, eta: 9:47:55, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9536, loss_cls: 0.6491, loss: 0.6491, grad_norm: 4.3067, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6155, loss/aux0: 0.6155 2020-10-18 08:35:02,499 - mmaction - INFO - Epoch [55][580/792] lr: 3.750e-04, eta: 9:48:03, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9536, loss_cls: 0.6491, loss: 0.6491, grad_norm: 4.2838, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-18 08:35:22,005 - mmaction - INFO - Epoch [55][600/792] lr: 3.750e-04, eta: 9:47:36, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9391, loss_cls: 0.7689, loss: 0.7689, grad_norm: 4.4411, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6529, loss/aux0: 0.6529 2020-10-18 08:35:22,469 - mmaction - INFO - Epoch [55][600/792] lr: 3.750e-04, eta: 9:47:44, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9391, loss_cls: 0.7689, loss: 0.7689, grad_norm: 4.4377, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6552, loss/aux0: 0.6552 2020-10-18 08:35:42,196 - mmaction - INFO - Epoch [55][620/792] lr: 3.750e-04, eta: 9:47:16, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9396, loss_cls: 0.7505, loss: 0.7505, grad_norm: 4.4598, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6437, loss/aux0: 0.6437 2020-10-18 08:35:42,620 - mmaction - INFO - Epoch [55][620/792] lr: 3.750e-04, eta: 9:47:24, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9396, loss_cls: 0.7505, loss: 0.7505, grad_norm: 4.4453, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6457, loss/aux0: 0.6457 2020-10-18 08:36:02,163 - mmaction - INFO - Epoch [55][640/792] lr: 3.750e-04, eta: 9:46:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9323, loss_cls: 0.7309, loss: 0.7309, grad_norm: 4.3575, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6358, loss/aux0: 0.6358 2020-10-18 08:36:02,566 - mmaction - INFO - Epoch [55][640/792] lr: 3.750e-04, eta: 9:47:05, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9323, loss_cls: 0.7309, loss: 0.7309, grad_norm: 4.3583, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6344, loss/aux0: 0.6344 2020-10-18 08:36:21,958 - mmaction - INFO - Epoch [55][660/792] lr: 3.750e-04, eta: 9:46:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9432, loss_cls: 0.7304, loss: 0.7304, grad_norm: 4.4607, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-18 08:36:22,379 - mmaction - INFO - Epoch [55][660/792] lr: 3.750e-04, eta: 9:46:45, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9432, loss_cls: 0.7304, loss: 0.7304, grad_norm: 4.4410, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6378, loss/aux0: 0.6378 2020-10-18 08:36:41,789 - mmaction - INFO - Epoch [55][680/792] lr: 3.750e-04, eta: 9:46:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9370, loss_cls: 0.6874, loss: 0.6874, grad_norm: 4.3793, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6492, loss/aux0: 0.6492 2020-10-18 08:36:42,236 - mmaction - INFO - Epoch [55][680/792] lr: 3.750e-04, eta: 9:46:26, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9370, loss_cls: 0.6874, loss: 0.6874, grad_norm: 4.3125, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6528, loss/aux0: 0.6528 2020-10-18 08:37:01,760 - mmaction - INFO - Epoch [55][700/792] lr: 3.750e-04, eta: 9:45:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9297, loss_cls: 0.7764, loss: 0.7764, grad_norm: 4.3515, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6393, loss/aux0: 0.6393 2020-10-18 08:37:02,190 - mmaction - INFO - Epoch [55][700/792] lr: 3.750e-04, eta: 9:46:06, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9297, loss_cls: 0.7764, loss: 0.7764, grad_norm: 4.3352, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6398, loss/aux0: 0.6398 2020-10-18 08:37:21,568 - mmaction - INFO - Epoch [55][720/792] lr: 3.750e-04, eta: 9:45:39, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9344, loss_cls: 0.7485, loss: 0.7485, grad_norm: 4.3587, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-18 08:37:21,973 - mmaction - INFO - Epoch [55][720/792] lr: 3.750e-04, eta: 9:45:47, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9344, loss_cls: 0.7485, loss: 0.7485, grad_norm: 4.3629, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-18 08:37:41,395 - mmaction - INFO - Epoch [55][740/792] lr: 3.750e-04, eta: 9:45:19, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9469, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.3015, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-18 08:37:41,821 - mmaction - INFO - Epoch [55][740/792] lr: 3.750e-04, eta: 9:45:27, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9469, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.3349, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-18 08:38:01,247 - mmaction - INFO - Epoch [55][760/792] lr: 3.750e-04, eta: 9:45:00, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.7117, loss: 0.7117, grad_norm: 4.3450, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-18 08:38:01,656 - mmaction - INFO - Epoch [55][760/792] lr: 3.750e-04, eta: 9:45:08, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.7117, loss: 0.7117, grad_norm: 4.3488, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-18 08:38:21,070 - mmaction - INFO - Epoch [55][780/792] lr: 3.750e-04, eta: 9:44:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.4449, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-18 08:38:21,483 - mmaction - INFO - Epoch [55][780/792] lr: 3.750e-04, eta: 9:44:48, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.4271, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-18 08:38:34,344 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-10-18 08:39:52,135 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 08:39:52,251 - mmaction - INFO - top1_acc 0.7844 top5_acc 0.9370 2020-10-18 08:39:52,251 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 08:39:52,286 - mmaction - INFO - mean_acc 0.7846 2020-10-18 08:39:52,287 - mmaction - INFO - Now best checkpoint is epoch_55.pth 2020-10-18 08:39:52,314 - mmaction - INFO - Epoch(val) [55][792] top1_acc: 0.7844, top5_acc: 0.9370, mean_class_accuracy: 0.7846 2020-10-18 08:42:31,260 - mmaction - INFO - Epoch [56][20/792] lr: 3.750e-04, eta: 9:43:59, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9380, loss_cls: 0.7397, loss: 0.7397, grad_norm: 4.3690, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 08:42:31,681 - mmaction - INFO - Epoch [56][20/792] lr: 3.750e-04, eta: 9:44:07, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9380, loss_cls: 0.7397, loss: 0.7397, grad_norm: 4.3712, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6267, loss/aux0: 0.6267 2020-10-18 08:42:50,922 - mmaction - INFO - Epoch [56][40/792] lr: 3.750e-04, eta: 9:43:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9276, loss_cls: 0.7616, loss: 0.7616, grad_norm: 4.5002, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6339, loss/aux0: 0.6339 2020-10-18 08:42:51,329 - mmaction - INFO - Epoch [56][40/792] lr: 3.750e-04, eta: 9:43:47, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9276, loss_cls: 0.7616, loss: 0.7616, grad_norm: 4.4688, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6259, loss/aux0: 0.6259 2020-10-18 08:43:10,714 - mmaction - INFO - Epoch [56][60/792] lr: 3.750e-04, eta: 9:43:20, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9391, loss_cls: 0.7082, loss: 0.7082, grad_norm: 4.2961, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-18 08:43:11,129 - mmaction - INFO - Epoch [56][60/792] lr: 3.750e-04, eta: 9:43:28, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9391, loss_cls: 0.7082, loss: 0.7082, grad_norm: 4.2439, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 08:43:30,597 - mmaction - INFO - Epoch [56][80/792] lr: 3.750e-04, eta: 9:43:00, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9391, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.2588, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6274, loss/aux0: 0.6274 2020-10-18 08:43:31,003 - mmaction - INFO - Epoch [56][80/792] lr: 3.750e-04, eta: 9:43:08, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9391, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.2535, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6360, loss/aux0: 0.6360 2020-10-18 08:43:50,495 - mmaction - INFO - Epoch [56][100/792] lr: 3.750e-04, eta: 9:42:41, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9297, loss_cls: 0.7261, loss: 0.7261, grad_norm: 4.3322, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6378, loss/aux0: 0.6378 2020-10-18 08:43:50,914 - mmaction - INFO - Epoch [56][100/792] lr: 3.750e-04, eta: 9:42:49, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9297, loss_cls: 0.7261, loss: 0.7261, grad_norm: 4.3462, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6304, loss/aux0: 0.6304 2020-10-18 08:44:10,491 - mmaction - INFO - Epoch [56][120/792] lr: 3.750e-04, eta: 9:42:21, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9370, loss_cls: 0.7353, loss: 0.7353, grad_norm: 4.3808, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6387, loss/aux0: 0.6387 2020-10-18 08:44:10,918 - mmaction - INFO - Epoch [56][120/792] lr: 3.750e-04, eta: 9:42:29, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9370, loss_cls: 0.7353, loss: 0.7353, grad_norm: 4.3913, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.6422, loss/aux0: 0.6422 2020-10-18 08:44:30,415 - mmaction - INFO - Epoch [56][140/792] lr: 3.750e-04, eta: 9:42:02, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9500, loss_cls: 0.6877, loss: 0.6877, grad_norm: 4.3394, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-18 08:44:30,832 - mmaction - INFO - Epoch [56][140/792] lr: 3.750e-04, eta: 9:42:10, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9500, loss_cls: 0.6877, loss: 0.6877, grad_norm: 4.3530, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6181, loss/aux0: 0.6181 2020-10-18 08:44:50,242 - mmaction - INFO - Epoch [56][160/792] lr: 3.750e-04, eta: 9:41:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9385, loss_cls: 0.7274, loss: 0.7274, grad_norm: 4.2610, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-18 08:44:50,657 - mmaction - INFO - Epoch [56][160/792] lr: 3.750e-04, eta: 9:41:50, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9385, loss_cls: 0.7274, loss: 0.7274, grad_norm: 4.2640, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 08:45:10,251 - mmaction - INFO - Epoch [56][180/792] lr: 3.750e-04, eta: 9:41:23, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9448, loss_cls: 0.6969, loss: 0.6969, grad_norm: 4.3446, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 08:45:10,695 - mmaction - INFO - Epoch [56][180/792] lr: 3.750e-04, eta: 9:41:31, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9448, loss_cls: 0.6969, loss: 0.6969, grad_norm: 4.3995, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 08:45:30,227 - mmaction - INFO - Epoch [56][200/792] lr: 3.750e-04, eta: 9:41:03, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9328, loss_cls: 0.7118, loss: 0.7118, grad_norm: 4.2951, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6206, loss/aux0: 0.6206 2020-10-18 08:45:30,632 - mmaction - INFO - Epoch [56][200/792] lr: 3.750e-04, eta: 9:41:11, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9328, loss_cls: 0.7118, loss: 0.7118, grad_norm: 4.2698, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6144, loss/aux0: 0.6144 2020-10-18 08:45:50,064 - mmaction - INFO - Epoch [56][220/792] lr: 3.750e-04, eta: 9:40:44, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9380, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.2375, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-18 08:45:50,488 - mmaction - INFO - Epoch [56][220/792] lr: 3.750e-04, eta: 9:40:51, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9380, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.2650, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6200, loss/aux0: 0.6200 2020-10-18 08:46:10,038 - mmaction - INFO - Epoch [56][240/792] lr: 3.750e-04, eta: 9:40:24, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9365, loss_cls: 0.7491, loss: 0.7491, grad_norm: 4.3075, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-18 08:46:10,455 - mmaction - INFO - Epoch [56][240/792] lr: 3.750e-04, eta: 9:40:32, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9365, loss_cls: 0.7491, loss: 0.7491, grad_norm: 4.3024, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-18 08:46:29,994 - mmaction - INFO - Epoch [56][260/792] lr: 3.750e-04, eta: 9:40:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9349, loss_cls: 0.7082, loss: 0.7082, grad_norm: 4.2269, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 08:46:30,402 - mmaction - INFO - Epoch [56][260/792] lr: 3.750e-04, eta: 9:40:13, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9349, loss_cls: 0.7082, loss: 0.7082, grad_norm: 4.2407, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6044, loss/aux0: 0.6044 2020-10-18 08:46:49,926 - mmaction - INFO - Epoch [56][280/792] lr: 3.750e-04, eta: 9:39:45, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9323, loss_cls: 0.7432, loss: 0.7432, grad_norm: 4.4234, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6369, loss/aux0: 0.6369 2020-10-18 08:46:50,348 - mmaction - INFO - Epoch [56][280/792] lr: 3.750e-04, eta: 9:39:53, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9323, loss_cls: 0.7432, loss: 0.7432, grad_norm: 4.4089, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-18 08:47:09,997 - mmaction - INFO - Epoch [56][300/792] lr: 3.750e-04, eta: 9:39:26, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9521, loss_cls: 0.6646, loss: 0.6646, grad_norm: 4.4297, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-18 08:47:10,413 - mmaction - INFO - Epoch [56][300/792] lr: 3.750e-04, eta: 9:39:34, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9521, loss_cls: 0.6646, loss: 0.6646, grad_norm: 4.3803, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-18 08:47:29,769 - mmaction - INFO - Epoch [56][320/792] lr: 3.750e-04, eta: 9:39:06, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9448, loss_cls: 0.7129, loss: 0.7129, grad_norm: 4.3177, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6165, loss/aux0: 0.6165 2020-10-18 08:47:30,189 - mmaction - INFO - Epoch [56][320/792] lr: 3.750e-04, eta: 9:39:14, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9448, loss_cls: 0.7129, loss: 0.7129, grad_norm: 4.3416, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-18 08:47:49,605 - mmaction - INFO - Epoch [56][340/792] lr: 3.750e-04, eta: 9:38:47, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9354, loss_cls: 0.7314, loss: 0.7314, grad_norm: 4.3018, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-18 08:47:50,037 - mmaction - INFO - Epoch [56][340/792] lr: 3.750e-04, eta: 9:38:55, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9354, loss_cls: 0.7314, loss: 0.7314, grad_norm: 4.2864, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 08:48:09,607 - mmaction - INFO - Epoch [56][360/792] lr: 3.750e-04, eta: 9:38:27, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9432, loss_cls: 0.7168, loss: 0.7168, grad_norm: 4.3975, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-18 08:48:10,025 - mmaction - INFO - Epoch [56][360/792] lr: 3.750e-04, eta: 9:38:35, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9432, loss_cls: 0.7168, loss: 0.7168, grad_norm: 4.4231, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 08:48:29,581 - mmaction - INFO - Epoch [56][380/792] lr: 3.750e-04, eta: 9:38:08, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9406, loss_cls: 0.7472, loss: 0.7472, grad_norm: 4.4024, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6367, loss/aux0: 0.6367 2020-10-18 08:48:29,993 - mmaction - INFO - Epoch [56][380/792] lr: 3.750e-04, eta: 9:38:16, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9406, loss_cls: 0.7472, loss: 0.7472, grad_norm: 4.4304, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-18 08:48:49,402 - mmaction - INFO - Epoch [56][400/792] lr: 3.750e-04, eta: 9:37:48, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9443, loss_cls: 0.7504, loss: 0.7504, grad_norm: 4.2990, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 08:48:49,836 - mmaction - INFO - Epoch [56][400/792] lr: 3.750e-04, eta: 9:37:56, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9443, loss_cls: 0.7504, loss: 0.7504, grad_norm: 4.3036, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 08:49:09,282 - mmaction - INFO - Epoch [56][420/792] lr: 3.750e-04, eta: 9:37:29, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9401, loss_cls: 0.7287, loss: 0.7287, grad_norm: 4.2965, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-18 08:49:09,689 - mmaction - INFO - Epoch [56][420/792] lr: 3.750e-04, eta: 9:37:37, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9401, loss_cls: 0.7287, loss: 0.7287, grad_norm: 4.2522, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-18 08:49:28,998 - mmaction - INFO - Epoch [56][440/792] lr: 3.750e-04, eta: 9:37:09, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9354, loss_cls: 0.7404, loss: 0.7404, grad_norm: 4.3428, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-18 08:49:29,430 - mmaction - INFO - Epoch [56][440/792] lr: 3.750e-04, eta: 9:37:17, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9354, loss_cls: 0.7404, loss: 0.7404, grad_norm: 4.3354, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6404, loss/aux0: 0.6404 2020-10-18 08:49:48,882 - mmaction - INFO - Epoch [56][460/792] lr: 3.750e-04, eta: 9:36:50, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9339, loss_cls: 0.7682, loss: 0.7682, grad_norm: 4.4905, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 08:49:49,371 - mmaction - INFO - Epoch [56][460/792] lr: 3.750e-04, eta: 9:36:58, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9339, loss_cls: 0.7682, loss: 0.7682, grad_norm: 4.4412, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6278, loss/aux0: 0.6278 2020-10-18 08:50:08,749 - mmaction - INFO - Epoch [56][480/792] lr: 3.750e-04, eta: 9:36:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9479, loss_cls: 0.6897, loss: 0.6897, grad_norm: 4.2451, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6183, loss/aux0: 0.6183 2020-10-18 08:50:09,166 - mmaction - INFO - Epoch [56][480/792] lr: 3.750e-04, eta: 9:36:38, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9479, loss_cls: 0.6897, loss: 0.6897, grad_norm: 4.2277, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 08:50:28,697 - mmaction - INFO - Epoch [56][500/792] lr: 3.750e-04, eta: 9:36:11, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9495, loss_cls: 0.6886, loss: 0.6886, grad_norm: 4.4648, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 08:50:29,113 - mmaction - INFO - Epoch [56][500/792] lr: 3.750e-04, eta: 9:36:19, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9495, loss_cls: 0.6886, loss: 0.6886, grad_norm: 4.4400, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6338, loss/aux0: 0.6338 2020-10-18 08:50:48,618 - mmaction - INFO - Epoch [56][520/792] lr: 3.750e-04, eta: 9:35:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9385, loss_cls: 0.6822, loss: 0.6822, grad_norm: 4.2349, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6467, loss/aux0: 0.6467 2020-10-18 08:50:49,027 - mmaction - INFO - Epoch [56][520/792] lr: 3.750e-04, eta: 9:35:59, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9385, loss_cls: 0.6822, loss: 0.6822, grad_norm: 4.1958, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-18 08:51:08,444 - mmaction - INFO - Epoch [56][540/792] lr: 3.750e-04, eta: 9:35:32, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9370, loss_cls: 0.7540, loss: 0.7540, grad_norm: 4.2955, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-18 08:51:08,856 - mmaction - INFO - Epoch [56][540/792] lr: 3.750e-04, eta: 9:35:39, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9370, loss_cls: 0.7540, loss: 0.7540, grad_norm: 4.3185, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-18 08:51:28,326 - mmaction - INFO - Epoch [56][560/792] lr: 3.750e-04, eta: 9:35:12, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9401, loss_cls: 0.7243, loss: 0.7243, grad_norm: 4.4682, top1_acc/aux0: 0.8264, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6492, loss/aux0: 0.6492 2020-10-18 08:51:28,737 - mmaction - INFO - Epoch [56][560/792] lr: 3.750e-04, eta: 9:35:20, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9401, loss_cls: 0.7243, loss: 0.7243, grad_norm: 4.4488, top1_acc/aux0: 0.8262, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-18 08:51:48,195 - mmaction - INFO - Epoch [56][580/792] lr: 3.750e-04, eta: 9:34:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9307, loss_cls: 0.7489, loss: 0.7489, grad_norm: 4.2772, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6273, loss/aux0: 0.6273 2020-10-18 08:51:48,623 - mmaction - INFO - Epoch [56][580/792] lr: 3.750e-04, eta: 9:35:00, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9307, loss_cls: 0.7489, loss: 0.7489, grad_norm: 4.2775, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6183, loss/aux0: 0.6183 2020-10-18 08:52:08,065 - mmaction - INFO - Epoch [56][600/792] lr: 3.750e-04, eta: 9:34:33, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9401, loss_cls: 0.7034, loss: 0.7034, grad_norm: 4.3581, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6354, loss/aux0: 0.6354 2020-10-18 08:52:08,503 - mmaction - INFO - Epoch [56][600/792] lr: 3.750e-04, eta: 9:34:41, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9401, loss_cls: 0.7034, loss: 0.7034, grad_norm: 4.3706, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6414, loss/aux0: 0.6414 2020-10-18 08:52:27,915 - mmaction - INFO - Epoch [56][620/792] lr: 3.750e-04, eta: 9:34:14, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9370, loss_cls: 0.7219, loss: 0.7219, grad_norm: 4.3022, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 08:52:28,334 - mmaction - INFO - Epoch [56][620/792] lr: 3.750e-04, eta: 9:34:21, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9370, loss_cls: 0.7219, loss: 0.7219, grad_norm: 4.2713, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 08:52:47,896 - mmaction - INFO - Epoch [56][640/792] lr: 3.750e-04, eta: 9:33:54, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7316, loss: 0.7316, grad_norm: 4.3362, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-18 08:52:48,306 - mmaction - INFO - Epoch [56][640/792] lr: 3.750e-04, eta: 9:34:02, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7316, loss: 0.7316, grad_norm: 4.3556, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6202, loss/aux0: 0.6202 2020-10-18 08:53:07,679 - mmaction - INFO - Epoch [56][660/792] lr: 3.750e-04, eta: 9:33:35, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.7022, loss: 0.7022, grad_norm: 4.4337, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6352, loss/aux0: 0.6352 2020-10-18 08:53:08,087 - mmaction - INFO - Epoch [56][660/792] lr: 3.750e-04, eta: 9:33:42, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.7022, loss: 0.7022, grad_norm: 4.4547, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6368, loss/aux0: 0.6368 2020-10-18 08:53:27,629 - mmaction - INFO - Epoch [56][680/792] lr: 3.750e-04, eta: 9:33:15, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9385, loss_cls: 0.7328, loss: 0.7328, grad_norm: 4.2950, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6383, loss/aux0: 0.6383 2020-10-18 08:53:28,045 - mmaction - INFO - Epoch [56][680/792] lr: 3.750e-04, eta: 9:33:23, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9385, loss_cls: 0.7328, loss: 0.7328, grad_norm: 4.3067, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6345, loss/aux0: 0.6345 2020-10-18 08:53:47,582 - mmaction - INFO - Epoch [56][700/792] lr: 3.750e-04, eta: 9:32:56, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9375, loss_cls: 0.7300, loss: 0.7300, grad_norm: 4.3949, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6304, loss/aux0: 0.6304 2020-10-18 08:53:47,992 - mmaction - INFO - Epoch [56][700/792] lr: 3.750e-04, eta: 9:33:03, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9375, loss_cls: 0.7300, loss: 0.7300, grad_norm: 4.3859, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6283, loss/aux0: 0.6283 2020-10-18 08:54:07,554 - mmaction - INFO - Epoch [56][720/792] lr: 3.750e-04, eta: 9:32:36, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9417, loss_cls: 0.7083, loss: 0.7083, grad_norm: 4.3297, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6223, loss/aux0: 0.6223 2020-10-18 08:54:07,966 - mmaction - INFO - Epoch [56][720/792] lr: 3.750e-04, eta: 9:32:44, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9417, loss_cls: 0.7083, loss: 0.7083, grad_norm: 4.3513, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-18 08:54:27,397 - mmaction - INFO - Epoch [56][740/792] lr: 3.750e-04, eta: 9:32:17, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9370, loss_cls: 0.7476, loss: 0.7476, grad_norm: 4.2895, top1_acc/aux0: 0.8270, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-18 08:54:27,841 - mmaction - INFO - Epoch [56][740/792] lr: 3.750e-04, eta: 9:32:24, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9370, loss_cls: 0.7476, loss: 0.7476, grad_norm: 4.2672, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-18 08:54:47,305 - mmaction - INFO - Epoch [56][760/792] lr: 3.750e-04, eta: 9:31:57, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9339, loss_cls: 0.7116, loss: 0.7116, grad_norm: 4.3259, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-18 08:54:47,710 - mmaction - INFO - Epoch [56][760/792] lr: 3.750e-04, eta: 9:32:05, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9339, loss_cls: 0.7116, loss: 0.7116, grad_norm: 4.2952, top1_acc/aux0: 0.8267, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6381, loss/aux0: 0.6381 2020-10-18 08:55:07,049 - mmaction - INFO - Epoch [56][780/792] lr: 3.750e-04, eta: 9:31:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9359, loss_cls: 0.7683, loss: 0.7683, grad_norm: 4.3211, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6311, loss/aux0: 0.6311 2020-10-18 08:55:07,462 - mmaction - INFO - Epoch [56][780/792] lr: 3.750e-04, eta: 9:31:45, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9359, loss_cls: 0.7683, loss: 0.7683, grad_norm: 4.2841, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6338, loss/aux0: 0.6338 2020-10-18 08:55:23,074 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-18 08:57:59,578 - mmaction - INFO - Epoch [57][20/792] lr: 3.750e-04, eta: 9:30:57, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9427, loss_cls: 0.7176, loss: 0.7176, grad_norm: 4.3951, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-18 08:57:59,991 - mmaction - INFO - Epoch [57][20/792] lr: 3.750e-04, eta: 9:31:05, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9427, loss_cls: 0.7176, loss: 0.7176, grad_norm: 4.4107, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6342, loss/aux0: 0.6342 2020-10-18 08:58:19,215 - mmaction - INFO - Epoch [57][40/792] lr: 3.750e-04, eta: 9:30:37, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9396, loss_cls: 0.7420, loss: 0.7420, grad_norm: 4.3828, top1_acc/aux0: 0.8231, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6595, loss/aux0: 0.6595 2020-10-18 08:58:19,630 - mmaction - INFO - Epoch [57][40/792] lr: 3.750e-04, eta: 9:30:45, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9396, loss_cls: 0.7420, loss: 0.7420, grad_norm: 4.3673, top1_acc/aux0: 0.8228, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6543, loss/aux0: 0.6543 2020-10-18 08:58:39,259 - mmaction - INFO - Epoch [57][60/792] lr: 3.750e-04, eta: 9:30:18, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9365, loss_cls: 0.7355, loss: 0.7355, grad_norm: 4.2142, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6224, loss/aux0: 0.6224 2020-10-18 08:58:39,668 - mmaction - INFO - Epoch [57][60/792] lr: 3.750e-04, eta: 9:30:25, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9365, loss_cls: 0.7355, loss: 0.7355, grad_norm: 4.2564, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 08:58:59,102 - mmaction - INFO - Epoch [57][80/792] lr: 3.750e-04, eta: 9:29:58, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9448, loss_cls: 0.6874, loss: 0.6874, grad_norm: 4.3294, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 08:58:59,529 - mmaction - INFO - Epoch [57][80/792] lr: 3.750e-04, eta: 9:30:06, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9448, loss_cls: 0.6874, loss: 0.6874, grad_norm: 4.3844, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6272, loss/aux0: 0.6272 2020-10-18 08:59:19,040 - mmaction - INFO - Epoch [57][100/792] lr: 3.750e-04, eta: 9:29:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9313, loss_cls: 0.7407, loss: 0.7407, grad_norm: 4.3351, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6346, loss/aux0: 0.6346 2020-10-18 08:59:19,465 - mmaction - INFO - Epoch [57][100/792] lr: 3.750e-04, eta: 9:29:46, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9313, loss_cls: 0.7407, loss: 0.7407, grad_norm: 4.3065, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 08:59:38,881 - mmaction - INFO - Epoch [57][120/792] lr: 3.750e-04, eta: 9:29:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9411, loss_cls: 0.7557, loss: 0.7557, grad_norm: 4.1963, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6307, loss/aux0: 0.6307 2020-10-18 08:59:39,291 - mmaction - INFO - Epoch [57][120/792] lr: 3.750e-04, eta: 9:29:27, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9411, loss_cls: 0.7557, loss: 0.7557, grad_norm: 4.1722, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6297, loss/aux0: 0.6297 2020-10-18 08:59:58,753 - mmaction - INFO - Epoch [57][140/792] lr: 3.750e-04, eta: 9:28:59, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9375, loss_cls: 0.7455, loss: 0.7455, grad_norm: 4.4697, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6428, loss/aux0: 0.6428 2020-10-18 08:59:59,181 - mmaction - INFO - Epoch [57][140/792] lr: 3.750e-04, eta: 9:29:07, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9375, loss_cls: 0.7455, loss: 0.7455, grad_norm: 4.4394, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6430, loss/aux0: 0.6430 2020-10-18 09:00:24,165 - mmaction - INFO - Epoch [57][160/792] lr: 3.750e-04, eta: 9:28:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9443, loss_cls: 0.7075, loss: 0.7075, grad_norm: 4.2692, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6221, loss/aux0: 0.6221 2020-10-18 09:00:24,743 - mmaction - INFO - Epoch [57][160/792] lr: 3.750e-04, eta: 9:28:48, time: 0.509, data_time: 0.015, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9443, loss_cls: 0.7075, loss: 0.7075, grad_norm: 4.3005, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-18 09:00:44,196 - mmaction - INFO - Epoch [57][180/792] lr: 3.750e-04, eta: 9:28:21, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9448, loss_cls: 0.6716, loss: 0.6716, grad_norm: 4.2422, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 09:00:44,613 - mmaction - INFO - Epoch [57][180/792] lr: 3.750e-04, eta: 9:28:28, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9448, loss_cls: 0.6716, loss: 0.6716, grad_norm: 4.2682, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-18 09:01:04,016 - mmaction - INFO - Epoch [57][200/792] lr: 3.750e-04, eta: 9:28:01, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9401, loss_cls: 0.7032, loss: 0.7032, grad_norm: 4.3466, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-18 09:01:04,435 - mmaction - INFO - Epoch [57][200/792] lr: 3.750e-04, eta: 9:28:09, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9401, loss_cls: 0.7032, loss: 0.7032, grad_norm: 4.3279, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 09:01:23,855 - mmaction - INFO - Epoch [57][220/792] lr: 3.750e-04, eta: 9:27:41, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9401, loss_cls: 0.7153, loss: 0.7153, grad_norm: 4.2166, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6380, loss/aux0: 0.6380 2020-10-18 09:01:24,268 - mmaction - INFO - Epoch [57][220/792] lr: 3.750e-04, eta: 9:27:49, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9401, loss_cls: 0.7153, loss: 0.7153, grad_norm: 4.2033, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-18 09:01:43,561 - mmaction - INFO - Epoch [57][240/792] lr: 3.750e-04, eta: 9:27:22, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9344, loss_cls: 0.7465, loss: 0.7465, grad_norm: 4.3338, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 09:01:43,980 - mmaction - INFO - Epoch [57][240/792] lr: 3.750e-04, eta: 9:27:29, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9344, loss_cls: 0.7465, loss: 0.7465, grad_norm: 4.3074, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6038, loss/aux0: 0.6038 2020-10-18 09:02:03,535 - mmaction - INFO - Epoch [57][260/792] lr: 3.750e-04, eta: 9:27:02, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9401, loss_cls: 0.7508, loss: 0.7508, grad_norm: 4.3625, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6221, loss/aux0: 0.6221 2020-10-18 09:02:03,962 - mmaction - INFO - Epoch [57][260/792] lr: 3.750e-04, eta: 9:27:10, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9401, loss_cls: 0.7508, loss: 0.7508, grad_norm: 4.3673, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-18 09:02:23,291 - mmaction - INFO - Epoch [57][280/792] lr: 3.750e-04, eta: 9:26:43, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9385, loss_cls: 0.7099, loss: 0.7099, grad_norm: 4.3140, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-18 09:02:23,701 - mmaction - INFO - Epoch [57][280/792] lr: 3.750e-04, eta: 9:26:50, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9385, loss_cls: 0.7099, loss: 0.7099, grad_norm: 4.3079, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 09:02:43,202 - mmaction - INFO - Epoch [57][300/792] lr: 3.750e-04, eta: 9:26:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9401, loss_cls: 0.7382, loss: 0.7382, grad_norm: 4.4018, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-18 09:02:43,627 - mmaction - INFO - Epoch [57][300/792] lr: 3.750e-04, eta: 9:26:31, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9401, loss_cls: 0.7382, loss: 0.7382, grad_norm: 4.4105, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6199, loss/aux0: 0.6199 2020-10-18 09:03:03,100 - mmaction - INFO - Epoch [57][320/792] lr: 3.750e-04, eta: 9:26:04, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9260, loss_cls: 0.7914, loss: 0.7914, grad_norm: 4.3929, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-18 09:03:03,521 - mmaction - INFO - Epoch [57][320/792] lr: 3.750e-04, eta: 9:26:11, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9260, loss_cls: 0.7914, loss: 0.7914, grad_norm: 4.4242, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6200, loss/aux0: 0.6200 2020-10-18 09:03:22,841 - mmaction - INFO - Epoch [57][340/792] lr: 3.750e-04, eta: 9:25:44, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9422, loss_cls: 0.7000, loss: 0.7000, grad_norm: 4.2890, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-18 09:03:23,260 - mmaction - INFO - Epoch [57][340/792] lr: 3.750e-04, eta: 9:25:52, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9422, loss_cls: 0.7000, loss: 0.7000, grad_norm: 4.3482, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 09:03:42,787 - mmaction - INFO - Epoch [57][360/792] lr: 3.750e-04, eta: 9:25:25, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9385, loss_cls: 0.7184, loss: 0.7184, grad_norm: 4.3941, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 09:03:43,196 - mmaction - INFO - Epoch [57][360/792] lr: 3.750e-04, eta: 9:25:32, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9385, loss_cls: 0.7184, loss: 0.7184, grad_norm: 4.3864, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6304, loss/aux0: 0.6304 2020-10-18 09:04:02,585 - mmaction - INFO - Epoch [57][380/792] lr: 3.750e-04, eta: 9:25:05, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7500, loss: 0.7500, grad_norm: 4.4538, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-18 09:04:03,019 - mmaction - INFO - Epoch [57][380/792] lr: 3.750e-04, eta: 9:25:13, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7500, loss: 0.7500, grad_norm: 4.4455, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-18 09:04:22,386 - mmaction - INFO - Epoch [57][400/792] lr: 3.750e-04, eta: 9:24:46, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9443, loss_cls: 0.7102, loss: 0.7102, grad_norm: 4.4355, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6346, loss/aux0: 0.6346 2020-10-18 09:04:22,801 - mmaction - INFO - Epoch [57][400/792] lr: 3.750e-04, eta: 9:24:53, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9443, loss_cls: 0.7102, loss: 0.7102, grad_norm: 4.4147, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6327, loss/aux0: 0.6327 2020-10-18 09:04:42,273 - mmaction - INFO - Epoch [57][420/792] lr: 3.750e-04, eta: 9:24:26, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9375, loss_cls: 0.7508, loss: 0.7508, grad_norm: 4.2872, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-18 09:04:42,701 - mmaction - INFO - Epoch [57][420/792] lr: 3.750e-04, eta: 9:24:34, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9375, loss_cls: 0.7508, loss: 0.7508, grad_norm: 4.2595, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6376, loss/aux0: 0.6376 2020-10-18 09:05:02,208 - mmaction - INFO - Epoch [57][440/792] lr: 3.750e-04, eta: 9:24:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9438, loss_cls: 0.6951, loss: 0.6951, grad_norm: 4.3523, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-18 09:05:02,621 - mmaction - INFO - Epoch [57][440/792] lr: 3.750e-04, eta: 9:24:14, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9438, loss_cls: 0.6951, loss: 0.6951, grad_norm: 4.3428, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6395, loss/aux0: 0.6395 2020-10-18 09:05:22,038 - mmaction - INFO - Epoch [57][460/792] lr: 3.750e-04, eta: 9:23:47, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9359, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.4370, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6431, loss/aux0: 0.6431 2020-10-18 09:05:22,455 - mmaction - INFO - Epoch [57][460/792] lr: 3.750e-04, eta: 9:23:55, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9359, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.4265, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-18 09:05:42,014 - mmaction - INFO - Epoch [57][480/792] lr: 3.750e-04, eta: 9:23:28, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9297, loss_cls: 0.7722, loss: 0.7722, grad_norm: 4.4316, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-18 09:05:42,425 - mmaction - INFO - Epoch [57][480/792] lr: 3.750e-04, eta: 9:23:35, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9297, loss_cls: 0.7722, loss: 0.7722, grad_norm: 4.4494, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-18 09:06:02,021 - mmaction - INFO - Epoch [57][500/792] lr: 3.750e-04, eta: 9:23:08, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9411, loss_cls: 0.7055, loss: 0.7055, grad_norm: 4.4257, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 09:06:02,424 - mmaction - INFO - Epoch [57][500/792] lr: 3.750e-04, eta: 9:23:16, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9411, loss_cls: 0.7055, loss: 0.7055, grad_norm: 4.3799, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-18 09:06:21,913 - mmaction - INFO - Epoch [57][520/792] lr: 3.750e-04, eta: 9:22:49, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.7140, loss: 0.7140, grad_norm: 4.4826, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6390, loss/aux0: 0.6390 2020-10-18 09:06:22,330 - mmaction - INFO - Epoch [57][520/792] lr: 3.750e-04, eta: 9:22:56, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.7140, loss: 0.7140, grad_norm: 4.4714, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-18 09:06:41,732 - mmaction - INFO - Epoch [57][540/792] lr: 3.750e-04, eta: 9:22:29, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9406, loss_cls: 0.7061, loss: 0.7061, grad_norm: 4.3836, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6429, loss/aux0: 0.6429 2020-10-18 09:06:42,156 - mmaction - INFO - Epoch [57][540/792] lr: 3.750e-04, eta: 9:22:37, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9406, loss_cls: 0.7061, loss: 0.7061, grad_norm: 4.3704, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6457, loss/aux0: 0.6457 2020-10-18 09:07:01,766 - mmaction - INFO - Epoch [57][560/792] lr: 3.750e-04, eta: 9:22:10, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9344, loss_cls: 0.7223, loss: 0.7223, grad_norm: 4.2540, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6472, loss/aux0: 0.6472 2020-10-18 09:07:02,180 - mmaction - INFO - Epoch [57][560/792] lr: 3.750e-04, eta: 9:22:18, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9344, loss_cls: 0.7223, loss: 0.7223, grad_norm: 4.2940, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6501, loss/aux0: 0.6501 2020-10-18 09:07:21,584 - mmaction - INFO - Epoch [57][580/792] lr: 3.750e-04, eta: 9:21:50, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7642, loss: 0.7642, grad_norm: 4.3881, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6376, loss/aux0: 0.6376 2020-10-18 09:07:21,997 - mmaction - INFO - Epoch [57][580/792] lr: 3.750e-04, eta: 9:21:58, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7642, loss: 0.7642, grad_norm: 4.3572, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-18 09:07:41,446 - mmaction - INFO - Epoch [57][600/792] lr: 3.750e-04, eta: 9:21:31, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9427, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.3474, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6230, loss/aux0: 0.6230 2020-10-18 09:07:41,870 - mmaction - INFO - Epoch [57][600/792] lr: 3.750e-04, eta: 9:21:38, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9427, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.3317, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-18 09:08:01,298 - mmaction - INFO - Epoch [57][620/792] lr: 3.750e-04, eta: 9:21:11, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9406, loss_cls: 0.7145, loss: 0.7145, grad_norm: 4.3542, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 09:08:01,707 - mmaction - INFO - Epoch [57][620/792] lr: 3.750e-04, eta: 9:21:19, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9406, loss_cls: 0.7145, loss: 0.7145, grad_norm: 4.3619, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-18 09:08:21,040 - mmaction - INFO - Epoch [57][640/792] lr: 3.750e-04, eta: 9:20:52, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9292, loss_cls: 0.7743, loss: 0.7743, grad_norm: 4.3496, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-18 09:08:21,465 - mmaction - INFO - Epoch [57][640/792] lr: 3.750e-04, eta: 9:20:59, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9292, loss_cls: 0.7743, loss: 0.7743, grad_norm: 4.3504, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 09:08:40,948 - mmaction - INFO - Epoch [57][660/792] lr: 3.750e-04, eta: 9:20:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9406, loss_cls: 0.6965, loss: 0.6965, grad_norm: 4.3456, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-18 09:08:41,358 - mmaction - INFO - Epoch [57][660/792] lr: 3.750e-04, eta: 9:20:40, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9406, loss_cls: 0.6965, loss: 0.6965, grad_norm: 4.3839, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6131, loss/aux0: 0.6131 2020-10-18 09:09:00,894 - mmaction - INFO - Epoch [57][680/792] lr: 3.750e-04, eta: 9:20:13, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9391, loss_cls: 0.7295, loss: 0.7295, grad_norm: 4.2649, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6009, loss/aux0: 0.6009 2020-10-18 09:09:01,304 - mmaction - INFO - Epoch [57][680/792] lr: 3.750e-04, eta: 9:20:20, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9391, loss_cls: 0.7295, loss: 0.7295, grad_norm: 4.2960, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-18 09:09:20,774 - mmaction - INFO - Epoch [57][700/792] lr: 3.750e-04, eta: 9:19:53, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9370, loss_cls: 0.7113, loss: 0.7113, grad_norm: 4.4620, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6535, loss/aux0: 0.6535 2020-10-18 09:09:21,196 - mmaction - INFO - Epoch [57][700/792] lr: 3.750e-04, eta: 9:20:01, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9370, loss_cls: 0.7113, loss: 0.7113, grad_norm: 4.4271, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6479, loss/aux0: 0.6479 2020-10-18 09:09:40,590 - mmaction - INFO - Epoch [57][720/792] lr: 3.750e-04, eta: 9:19:34, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9286, loss_cls: 0.8057, loss: 0.8057, grad_norm: 4.4337, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-18 09:09:41,006 - mmaction - INFO - Epoch [57][720/792] lr: 3.750e-04, eta: 9:19:41, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9286, loss_cls: 0.8057, loss: 0.8057, grad_norm: 4.4458, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6353, loss/aux0: 0.6353 2020-10-18 09:10:00,559 - mmaction - INFO - Epoch [57][740/792] lr: 3.750e-04, eta: 9:19:14, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9422, loss_cls: 0.7046, loss: 0.7046, grad_norm: 4.3651, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-18 09:10:00,979 - mmaction - INFO - Epoch [57][740/792] lr: 3.750e-04, eta: 9:19:22, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9422, loss_cls: 0.7046, loss: 0.7046, grad_norm: 4.4229, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 09:10:20,523 - mmaction - INFO - Epoch [57][760/792] lr: 3.750e-04, eta: 9:18:55, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9406, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.2986, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-18 09:10:20,949 - mmaction - INFO - Epoch [57][760/792] lr: 3.750e-04, eta: 9:19:02, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9406, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.2850, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6068, loss/aux0: 0.6068 2020-10-18 09:10:40,430 - mmaction - INFO - Epoch [57][780/792] lr: 3.750e-04, eta: 9:18:35, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.3597, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-18 09:10:40,849 - mmaction - INFO - Epoch [57][780/792] lr: 3.750e-04, eta: 9:18:43, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.3666, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-18 09:11:03,776 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-10-18 09:14:13,355 - mmaction - INFO - Epoch [58][20/792] lr: 3.750e-04, eta: 9:17:55, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9427, loss_cls: 0.6893, loss: 0.6893, grad_norm: 4.1912, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-18 09:14:13,768 - mmaction - INFO - Epoch [58][20/792] lr: 3.750e-04, eta: 9:18:02, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9427, loss_cls: 0.6893, loss: 0.6893, grad_norm: 4.1915, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6093, loss/aux0: 0.6093 2020-10-18 09:14:33,200 - mmaction - INFO - Epoch [58][40/792] lr: 3.750e-04, eta: 9:17:35, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9542, loss_cls: 0.6606, loss: 0.6606, grad_norm: 4.2860, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6435, loss/aux0: 0.6435 2020-10-18 09:14:33,627 - mmaction - INFO - Epoch [58][40/792] lr: 3.750e-04, eta: 9:17:43, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9542, loss_cls: 0.6606, loss: 0.6606, grad_norm: 4.2661, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-18 09:14:53,035 - mmaction - INFO - Epoch [58][60/792] lr: 3.750e-04, eta: 9:17:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9385, loss_cls: 0.7235, loss: 0.7235, grad_norm: 4.3409, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6499, loss/aux0: 0.6499 2020-10-18 09:14:53,464 - mmaction - INFO - Epoch [58][60/792] lr: 3.750e-04, eta: 9:17:23, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9385, loss_cls: 0.7235, loss: 0.7235, grad_norm: 4.3373, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6473, loss/aux0: 0.6473 2020-10-18 09:15:12,903 - mmaction - INFO - Epoch [58][80/792] lr: 3.750e-04, eta: 9:16:56, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9479, loss_cls: 0.6903, loss: 0.6903, grad_norm: 4.5125, top1_acc/aux0: 0.8267, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6398, loss/aux0: 0.6398 2020-10-18 09:15:13,311 - mmaction - INFO - Epoch [58][80/792] lr: 3.750e-04, eta: 9:17:04, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9479, loss_cls: 0.6903, loss: 0.6903, grad_norm: 4.4715, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6381, loss/aux0: 0.6381 2020-10-18 09:15:32,859 - mmaction - INFO - Epoch [58][100/792] lr: 3.750e-04, eta: 9:16:37, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9406, loss_cls: 0.7034, loss: 0.7034, grad_norm: 4.3003, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 09:15:33,267 - mmaction - INFO - Epoch [58][100/792] lr: 3.750e-04, eta: 9:16:44, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9406, loss_cls: 0.7034, loss: 0.7034, grad_norm: 4.3244, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6283, loss/aux0: 0.6283 2020-10-18 09:15:52,696 - mmaction - INFO - Epoch [58][120/792] lr: 3.750e-04, eta: 9:16:17, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9443, loss_cls: 0.7051, loss: 0.7051, grad_norm: 4.3366, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6485, loss/aux0: 0.6485 2020-10-18 09:15:53,108 - mmaction - INFO - Epoch [58][120/792] lr: 3.750e-04, eta: 9:16:25, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9443, loss_cls: 0.7051, loss: 0.7051, grad_norm: 4.3502, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6485, loss/aux0: 0.6485 2020-10-18 09:16:12,534 - mmaction - INFO - Epoch [58][140/792] lr: 3.750e-04, eta: 9:15:58, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9443, loss_cls: 0.7131, loss: 0.7131, grad_norm: 4.4402, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 09:16:12,942 - mmaction - INFO - Epoch [58][140/792] lr: 3.750e-04, eta: 9:16:05, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9443, loss_cls: 0.7131, loss: 0.7131, grad_norm: 4.4430, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-18 09:16:32,397 - mmaction - INFO - Epoch [58][160/792] lr: 3.750e-04, eta: 9:15:38, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9339, loss_cls: 0.7273, loss: 0.7273, grad_norm: 4.2583, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6176, loss/aux0: 0.6176 2020-10-18 09:16:32,801 - mmaction - INFO - Epoch [58][160/792] lr: 3.750e-04, eta: 9:15:46, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9339, loss_cls: 0.7273, loss: 0.7273, grad_norm: 4.3070, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 09:16:52,251 - mmaction - INFO - Epoch [58][180/792] lr: 3.750e-04, eta: 9:15:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9391, loss_cls: 0.6953, loss: 0.6953, grad_norm: 4.2864, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6229, loss/aux0: 0.6229 2020-10-18 09:16:52,671 - mmaction - INFO - Epoch [58][180/792] lr: 3.750e-04, eta: 9:15:26, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9391, loss_cls: 0.6953, loss: 0.6953, grad_norm: 4.2394, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-18 09:17:12,191 - mmaction - INFO - Epoch [58][200/792] lr: 3.750e-04, eta: 9:14:59, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6613, loss: 0.6613, grad_norm: 4.3701, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-18 09:17:12,606 - mmaction - INFO - Epoch [58][200/792] lr: 3.750e-04, eta: 9:15:07, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6613, loss: 0.6613, grad_norm: 4.3653, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 09:17:32,028 - mmaction - INFO - Epoch [58][220/792] lr: 3.750e-04, eta: 9:14:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.4295, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6512, loss/aux0: 0.6512 2020-10-18 09:17:32,435 - mmaction - INFO - Epoch [58][220/792] lr: 3.750e-04, eta: 9:14:47, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.4135, top1_acc/aux0: 0.8262, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6539, loss/aux0: 0.6539 2020-10-18 09:17:52,015 - mmaction - INFO - Epoch [58][240/792] lr: 3.750e-04, eta: 9:14:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9396, loss_cls: 0.7367, loss: 0.7367, grad_norm: 4.3627, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-18 09:17:52,428 - mmaction - INFO - Epoch [58][240/792] lr: 3.750e-04, eta: 9:14:28, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9396, loss_cls: 0.7367, loss: 0.7367, grad_norm: 4.3745, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 09:18:11,808 - mmaction - INFO - Epoch [58][260/792] lr: 3.750e-04, eta: 9:14:01, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9385, loss_cls: 0.7167, loss: 0.7167, grad_norm: 4.4115, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 09:18:12,211 - mmaction - INFO - Epoch [58][260/792] lr: 3.750e-04, eta: 9:14:08, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9385, loss_cls: 0.7167, loss: 0.7167, grad_norm: 4.4764, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-18 09:18:31,656 - mmaction - INFO - Epoch [58][280/792] lr: 3.750e-04, eta: 9:13:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9396, loss_cls: 0.7047, loss: 0.7047, grad_norm: 4.2764, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-18 09:18:32,085 - mmaction - INFO - Epoch [58][280/792] lr: 3.750e-04, eta: 9:13:49, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9396, loss_cls: 0.7047, loss: 0.7047, grad_norm: 4.2881, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-18 09:18:51,605 - mmaction - INFO - Epoch [58][300/792] lr: 3.750e-04, eta: 9:13:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9417, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.4348, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-18 09:18:52,020 - mmaction - INFO - Epoch [58][300/792] lr: 3.750e-04, eta: 9:13:29, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9417, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.4813, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6385, loss/aux0: 0.6385 2020-10-18 09:19:11,713 - mmaction - INFO - Epoch [58][320/792] lr: 3.750e-04, eta: 9:13:02, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9427, loss_cls: 0.6911, loss: 0.6911, grad_norm: 4.2635, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-18 09:19:12,125 - mmaction - INFO - Epoch [58][320/792] lr: 3.750e-04, eta: 9:13:10, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9427, loss_cls: 0.6911, loss: 0.6911, grad_norm: 4.2843, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-18 09:19:31,489 - mmaction - INFO - Epoch [58][340/792] lr: 3.750e-04, eta: 9:12:43, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9479, loss_cls: 0.6995, loss: 0.6995, grad_norm: 4.4130, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6263, loss/aux0: 0.6263 2020-10-18 09:19:31,896 - mmaction - INFO - Epoch [58][340/792] lr: 3.750e-04, eta: 9:12:50, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9479, loss_cls: 0.6995, loss: 0.6995, grad_norm: 4.3710, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6260, loss/aux0: 0.6260 2020-10-18 09:19:51,326 - mmaction - INFO - Epoch [58][360/792] lr: 3.750e-04, eta: 9:12:23, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9458, loss_cls: 0.7220, loss: 0.7220, grad_norm: 4.2776, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6118, loss/aux0: 0.6118 2020-10-18 09:19:51,755 - mmaction - INFO - Epoch [58][360/792] lr: 3.750e-04, eta: 9:12:31, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9458, loss_cls: 0.7220, loss: 0.7220, grad_norm: 4.2906, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6156, loss/aux0: 0.6156 2020-10-18 09:20:11,258 - mmaction - INFO - Epoch [58][380/792] lr: 3.750e-04, eta: 9:12:04, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9427, loss_cls: 0.7040, loss: 0.7040, grad_norm: 4.2745, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6316, loss/aux0: 0.6316 2020-10-18 09:20:11,676 - mmaction - INFO - Epoch [58][380/792] lr: 3.750e-04, eta: 9:12:11, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9427, loss_cls: 0.7040, loss: 0.7040, grad_norm: 4.2911, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6322, loss/aux0: 0.6322 2020-10-18 09:20:31,227 - mmaction - INFO - Epoch [58][400/792] lr: 3.750e-04, eta: 9:11:44, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9406, loss_cls: 0.7227, loss: 0.7227, grad_norm: 4.5303, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6331, loss/aux0: 0.6331 2020-10-18 09:20:31,663 - mmaction - INFO - Epoch [58][400/792] lr: 3.750e-04, eta: 9:11:52, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9406, loss_cls: 0.7227, loss: 0.7227, grad_norm: 4.4780, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-18 09:20:51,146 - mmaction - INFO - Epoch [58][420/792] lr: 3.750e-04, eta: 9:11:25, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9443, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.2029, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6141, loss/aux0: 0.6141 2020-10-18 09:20:51,576 - mmaction - INFO - Epoch [58][420/792] lr: 3.750e-04, eta: 9:11:32, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9443, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.2323, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 09:21:10,980 - mmaction - INFO - Epoch [58][440/792] lr: 3.750e-04, eta: 9:11:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9500, loss_cls: 0.6718, loss: 0.6718, grad_norm: 4.4668, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6199, loss/aux0: 0.6199 2020-10-18 09:21:11,442 - mmaction - INFO - Epoch [58][440/792] lr: 3.750e-04, eta: 9:11:13, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9500, loss_cls: 0.6718, loss: 0.6718, grad_norm: 4.4668, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6201, loss/aux0: 0.6201 2020-10-18 09:21:30,926 - mmaction - INFO - Epoch [58][460/792] lr: 3.750e-04, eta: 9:10:46, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9385, loss_cls: 0.7097, loss: 0.7097, grad_norm: 4.4506, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-18 09:21:31,349 - mmaction - INFO - Epoch [58][460/792] lr: 3.750e-04, eta: 9:10:53, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9385, loss_cls: 0.7097, loss: 0.7097, grad_norm: 4.4816, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6229, loss/aux0: 0.6229 2020-10-18 09:21:50,912 - mmaction - INFO - Epoch [58][480/792] lr: 3.750e-04, eta: 9:10:26, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.7063, loss: 0.7063, grad_norm: 4.3842, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6277, loss/aux0: 0.6277 2020-10-18 09:21:51,334 - mmaction - INFO - Epoch [58][480/792] lr: 3.750e-04, eta: 9:10:34, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.7063, loss: 0.7063, grad_norm: 4.3467, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 09:22:10,706 - mmaction - INFO - Epoch [58][500/792] lr: 3.750e-04, eta: 9:10:07, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9396, loss_cls: 0.7203, loss: 0.7203, grad_norm: 4.3625, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6299, loss/aux0: 0.6299 2020-10-18 09:22:11,127 - mmaction - INFO - Epoch [58][500/792] lr: 3.750e-04, eta: 9:10:14, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9396, loss_cls: 0.7203, loss: 0.7203, grad_norm: 4.3564, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 09:22:30,487 - mmaction - INFO - Epoch [58][520/792] lr: 3.750e-04, eta: 9:09:47, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9323, loss_cls: 0.7482, loss: 0.7482, grad_norm: 4.4784, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 09:22:30,906 - mmaction - INFO - Epoch [58][520/792] lr: 3.750e-04, eta: 9:09:55, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9323, loss_cls: 0.7482, loss: 0.7482, grad_norm: 4.4940, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 09:22:50,417 - mmaction - INFO - Epoch [58][540/792] lr: 3.750e-04, eta: 9:09:28, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9385, loss_cls: 0.7126, loss: 0.7126, grad_norm: 4.3800, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6277, loss/aux0: 0.6277 2020-10-18 09:22:50,832 - mmaction - INFO - Epoch [58][540/792] lr: 3.750e-04, eta: 9:09:35, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9385, loss_cls: 0.7126, loss: 0.7126, grad_norm: 4.3726, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6270, loss/aux0: 0.6270 2020-10-18 09:23:10,196 - mmaction - INFO - Epoch [58][560/792] lr: 3.750e-04, eta: 9:09:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6890, loss: 0.6890, grad_norm: 4.3766, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6287, loss/aux0: 0.6287 2020-10-18 09:23:10,612 - mmaction - INFO - Epoch [58][560/792] lr: 3.750e-04, eta: 9:09:16, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6890, loss: 0.6890, grad_norm: 4.3628, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-18 09:23:30,115 - mmaction - INFO - Epoch [58][580/792] lr: 3.750e-04, eta: 9:08:49, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.7182, loss: 0.7182, grad_norm: 4.4435, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6320, loss/aux0: 0.6320 2020-10-18 09:23:30,526 - mmaction - INFO - Epoch [58][580/792] lr: 3.750e-04, eta: 9:08:56, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.7182, loss: 0.7182, grad_norm: 4.4328, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-18 09:23:49,934 - mmaction - INFO - Epoch [58][600/792] lr: 3.750e-04, eta: 9:08:29, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9401, loss_cls: 0.7294, loss: 0.7294, grad_norm: 4.4233, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-18 09:23:50,346 - mmaction - INFO - Epoch [58][600/792] lr: 3.750e-04, eta: 9:08:37, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9401, loss_cls: 0.7294, loss: 0.7294, grad_norm: 4.3629, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6274, loss/aux0: 0.6274 2020-10-18 09:24:09,834 - mmaction - INFO - Epoch [58][620/792] lr: 3.750e-04, eta: 9:08:10, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9312, loss_cls: 0.7704, loss: 0.7704, grad_norm: 4.3221, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 09:24:10,251 - mmaction - INFO - Epoch [58][620/792] lr: 3.750e-04, eta: 9:08:17, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9312, loss_cls: 0.7704, loss: 0.7704, grad_norm: 4.3024, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-18 09:24:29,553 - mmaction - INFO - Epoch [58][640/792] lr: 3.750e-04, eta: 9:07:50, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9354, loss_cls: 0.7353, loss: 0.7353, grad_norm: 4.3867, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-18 09:24:30,001 - mmaction - INFO - Epoch [58][640/792] lr: 3.750e-04, eta: 9:07:57, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9354, loss_cls: 0.7353, loss: 0.7353, grad_norm: 4.3915, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6369, loss/aux0: 0.6369 2020-10-18 09:24:49,502 - mmaction - INFO - Epoch [58][660/792] lr: 3.750e-04, eta: 9:07:31, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9464, loss_cls: 0.7148, loss: 0.7148, grad_norm: 4.4482, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 09:24:49,909 - mmaction - INFO - Epoch [58][660/792] lr: 3.750e-04, eta: 9:07:38, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9464, loss_cls: 0.7148, loss: 0.7148, grad_norm: 4.4063, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6272, loss/aux0: 0.6272 2020-10-18 09:25:09,377 - mmaction - INFO - Epoch [58][680/792] lr: 3.750e-04, eta: 9:07:11, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9281, loss_cls: 0.7440, loss: 0.7440, grad_norm: 4.4349, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6284, loss/aux0: 0.6284 2020-10-18 09:25:09,788 - mmaction - INFO - Epoch [58][680/792] lr: 3.750e-04, eta: 9:07:18, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9281, loss_cls: 0.7440, loss: 0.7440, grad_norm: 4.4562, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 09:25:29,436 - mmaction - INFO - Epoch [58][700/792] lr: 3.750e-04, eta: 9:06:52, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9396, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.4017, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6170, loss/aux0: 0.6170 2020-10-18 09:25:29,855 - mmaction - INFO - Epoch [58][700/792] lr: 3.750e-04, eta: 9:06:59, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9396, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.4156, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 09:25:49,344 - mmaction - INFO - Epoch [58][720/792] lr: 3.750e-04, eta: 9:06:32, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9464, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.3841, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6142, loss/aux0: 0.6142 2020-10-18 09:25:49,758 - mmaction - INFO - Epoch [58][720/792] lr: 3.750e-04, eta: 9:06:40, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9464, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.3908, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6123, loss/aux0: 0.6123 2020-10-18 09:26:08,997 - mmaction - INFO - Epoch [58][740/792] lr: 3.750e-04, eta: 9:06:13, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9417, loss_cls: 0.7279, loss: 0.7279, grad_norm: 4.4281, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-18 09:26:09,421 - mmaction - INFO - Epoch [58][740/792] lr: 3.750e-04, eta: 9:06:20, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9417, loss_cls: 0.7279, loss: 0.7279, grad_norm: 4.4034, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-18 09:26:29,043 - mmaction - INFO - Epoch [58][760/792] lr: 3.750e-04, eta: 9:05:53, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9318, loss_cls: 0.7926, loss: 0.7926, grad_norm: 4.5383, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6230, loss/aux0: 0.6230 2020-10-18 09:26:29,459 - mmaction - INFO - Epoch [58][760/792] lr: 3.750e-04, eta: 9:06:00, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9318, loss_cls: 0.7926, loss: 0.7926, grad_norm: 4.4970, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-18 09:26:48,928 - mmaction - INFO - Epoch [58][780/792] lr: 3.750e-04, eta: 9:05:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9349, loss_cls: 0.7212, loss: 0.7212, grad_norm: 4.3698, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 09:26:49,331 - mmaction - INFO - Epoch [58][780/792] lr: 3.750e-04, eta: 9:05:41, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9349, loss_cls: 0.7212, loss: 0.7212, grad_norm: 4.3415, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 09:27:03,580 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-10-18 09:29:44,272 - mmaction - INFO - Epoch [59][20/792] lr: 3.750e-04, eta: 9:04:54, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9391, loss_cls: 0.7032, loss: 0.7032, grad_norm: 4.3168, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 09:29:44,686 - mmaction - INFO - Epoch [59][20/792] lr: 3.750e-04, eta: 9:05:01, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9391, loss_cls: 0.7032, loss: 0.7032, grad_norm: 4.2804, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 09:30:04,132 - mmaction - INFO - Epoch [59][40/792] lr: 3.750e-04, eta: 9:04:34, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9375, loss_cls: 0.7180, loss: 0.7180, grad_norm: 4.3249, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6273, loss/aux0: 0.6273 2020-10-18 09:30:04,563 - mmaction - INFO - Epoch [59][40/792] lr: 3.750e-04, eta: 9:04:41, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9375, loss_cls: 0.7180, loss: 0.7180, grad_norm: 4.3513, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-18 09:30:23,943 - mmaction - INFO - Epoch [59][60/792] lr: 3.750e-04, eta: 9:04:15, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9359, loss_cls: 0.7178, loss: 0.7178, grad_norm: 4.4768, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6528, loss/aux0: 0.6528 2020-10-18 09:30:24,363 - mmaction - INFO - Epoch [59][60/792] lr: 3.750e-04, eta: 9:04:22, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9359, loss_cls: 0.7178, loss: 0.7178, grad_norm: 4.4711, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6530, loss/aux0: 0.6530 2020-10-18 09:30:43,782 - mmaction - INFO - Epoch [59][80/792] lr: 3.750e-04, eta: 9:03:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9312, loss_cls: 0.7749, loss: 0.7749, grad_norm: 4.4744, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 09:30:44,190 - mmaction - INFO - Epoch [59][80/792] lr: 3.750e-04, eta: 9:04:02, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9312, loss_cls: 0.7749, loss: 0.7749, grad_norm: 4.4629, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-18 09:31:03,670 - mmaction - INFO - Epoch [59][100/792] lr: 3.750e-04, eta: 9:03:35, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9406, loss_cls: 0.7016, loss: 0.7016, grad_norm: 4.3643, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 09:31:04,087 - mmaction - INFO - Epoch [59][100/792] lr: 3.750e-04, eta: 9:03:43, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9406, loss_cls: 0.7016, loss: 0.7016, grad_norm: 4.3311, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-18 09:31:23,554 - mmaction - INFO - Epoch [59][120/792] lr: 3.750e-04, eta: 9:03:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9411, loss_cls: 0.7348, loss: 0.7348, grad_norm: 4.4330, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-18 09:31:23,964 - mmaction - INFO - Epoch [59][120/792] lr: 3.750e-04, eta: 9:03:23, time: 0.501, data_time: 0.006, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9411, loss_cls: 0.7348, loss: 0.7348, grad_norm: 4.4339, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 09:31:43,285 - mmaction - INFO - Epoch [59][140/792] lr: 3.750e-04, eta: 9:02:56, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9385, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.4633, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 09:31:43,691 - mmaction - INFO - Epoch [59][140/792] lr: 3.750e-04, eta: 9:03:03, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9385, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.4312, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-18 09:32:03,087 - mmaction - INFO - Epoch [59][160/792] lr: 3.750e-04, eta: 9:02:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9370, loss_cls: 0.7136, loss: 0.7136, grad_norm: 4.3465, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6427, loss/aux0: 0.6427 2020-10-18 09:32:03,506 - mmaction - INFO - Epoch [59][160/792] lr: 3.750e-04, eta: 9:02:44, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9370, loss_cls: 0.7136, loss: 0.7136, grad_norm: 4.3692, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6452, loss/aux0: 0.6452 2020-10-18 09:32:22,984 - mmaction - INFO - Epoch [59][180/792] lr: 3.750e-04, eta: 9:02:17, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9401, loss_cls: 0.7032, loss: 0.7032, grad_norm: 4.5906, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6392, loss/aux0: 0.6392 2020-10-18 09:32:23,403 - mmaction - INFO - Epoch [59][180/792] lr: 3.750e-04, eta: 9:02:24, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9401, loss_cls: 0.7032, loss: 0.7032, grad_norm: 4.5871, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-18 09:32:42,986 - mmaction - INFO - Epoch [59][200/792] lr: 3.750e-04, eta: 9:01:58, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9490, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.4315, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-18 09:32:43,401 - mmaction - INFO - Epoch [59][200/792] lr: 3.750e-04, eta: 9:02:05, time: 0.503, data_time: 0.007, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9490, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.4250, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-18 09:33:02,825 - mmaction - INFO - Epoch [59][220/792] lr: 3.750e-04, eta: 9:01:38, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9375, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.3466, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-18 09:33:03,242 - mmaction - INFO - Epoch [59][220/792] lr: 3.750e-04, eta: 9:01:45, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9375, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.3534, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-18 09:33:22,662 - mmaction - INFO - Epoch [59][240/792] lr: 3.750e-04, eta: 9:01:19, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6735, loss: 0.6735, grad_norm: 4.3894, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6518, loss/aux0: 0.6518 2020-10-18 09:33:23,074 - mmaction - INFO - Epoch [59][240/792] lr: 3.750e-04, eta: 9:01:26, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6735, loss: 0.6735, grad_norm: 4.3378, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6468, loss/aux0: 0.6468 2020-10-18 09:33:42,539 - mmaction - INFO - Epoch [59][260/792] lr: 3.750e-04, eta: 9:00:59, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9396, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.2462, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 09:33:42,954 - mmaction - INFO - Epoch [59][260/792] lr: 3.750e-04, eta: 9:01:06, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9396, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.2185, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-18 09:34:02,460 - mmaction - INFO - Epoch [59][280/792] lr: 3.750e-04, eta: 9:00:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9464, loss_cls: 0.6826, loss: 0.6826, grad_norm: 4.2972, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6229, loss/aux0: 0.6229 2020-10-18 09:34:02,885 - mmaction - INFO - Epoch [59][280/792] lr: 3.750e-04, eta: 9:00:47, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9464, loss_cls: 0.6826, loss: 0.6826, grad_norm: 4.3335, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 09:34:22,316 - mmaction - INFO - Epoch [59][300/792] lr: 3.750e-04, eta: 9:00:20, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9474, loss_cls: 0.7002, loss: 0.7002, grad_norm: 4.5543, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-18 09:34:22,733 - mmaction - INFO - Epoch [59][300/792] lr: 3.750e-04, eta: 9:00:27, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9474, loss_cls: 0.7002, loss: 0.7002, grad_norm: 4.4998, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6201, loss/aux0: 0.6201 2020-10-18 09:34:42,321 - mmaction - INFO - Epoch [59][320/792] lr: 3.750e-04, eta: 9:00:01, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9505, loss_cls: 0.6561, loss: 0.6561, grad_norm: 4.4835, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6382, loss/aux0: 0.6382 2020-10-18 09:34:42,735 - mmaction - INFO - Epoch [59][320/792] lr: 3.750e-04, eta: 9:00:08, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9505, loss_cls: 0.6561, loss: 0.6561, grad_norm: 4.4782, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6397, loss/aux0: 0.6397 2020-10-18 09:35:02,267 - mmaction - INFO - Epoch [59][340/792] lr: 3.750e-04, eta: 8:59:41, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6897, loss: 0.6897, grad_norm: 4.3959, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-18 09:35:02,688 - mmaction - INFO - Epoch [59][340/792] lr: 3.750e-04, eta: 8:59:48, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6897, loss: 0.6897, grad_norm: 4.4372, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 09:35:22,044 - mmaction - INFO - Epoch [59][360/792] lr: 3.750e-04, eta: 8:59:22, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9453, loss_cls: 0.7215, loss: 0.7215, grad_norm: 4.4503, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-18 09:35:22,482 - mmaction - INFO - Epoch [59][360/792] lr: 3.750e-04, eta: 8:59:29, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9453, loss_cls: 0.7215, loss: 0.7215, grad_norm: 4.4428, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 09:35:41,967 - mmaction - INFO - Epoch [59][380/792] lr: 3.750e-04, eta: 8:59:02, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9344, loss_cls: 0.7572, loss: 0.7572, grad_norm: 4.3561, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 09:35:42,395 - mmaction - INFO - Epoch [59][380/792] lr: 3.750e-04, eta: 8:59:09, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9344, loss_cls: 0.7572, loss: 0.7572, grad_norm: 4.3825, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6295, loss/aux0: 0.6295 2020-10-18 09:36:01,809 - mmaction - INFO - Epoch [59][400/792] lr: 3.750e-04, eta: 8:58:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9406, loss_cls: 0.7003, loss: 0.7003, grad_norm: 4.3140, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6396, loss/aux0: 0.6396 2020-10-18 09:36:02,221 - mmaction - INFO - Epoch [59][400/792] lr: 3.750e-04, eta: 8:58:49, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9406, loss_cls: 0.7003, loss: 0.7003, grad_norm: 4.3199, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-18 09:36:21,704 - mmaction - INFO - Epoch [59][420/792] lr: 3.750e-04, eta: 8:58:23, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9453, loss_cls: 0.7047, loss: 0.7047, grad_norm: 4.4756, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6485, loss/aux0: 0.6485 2020-10-18 09:36:22,115 - mmaction - INFO - Epoch [59][420/792] lr: 3.750e-04, eta: 8:58:30, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9453, loss_cls: 0.7047, loss: 0.7047, grad_norm: 4.5167, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-18 09:36:41,606 - mmaction - INFO - Epoch [59][440/792] lr: 3.750e-04, eta: 8:58:03, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9359, loss_cls: 0.7257, loss: 0.7257, grad_norm: 4.4450, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6313, loss/aux0: 0.6313 2020-10-18 09:36:42,042 - mmaction - INFO - Epoch [59][440/792] lr: 3.750e-04, eta: 8:58:10, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9359, loss_cls: 0.7257, loss: 0.7257, grad_norm: 4.4132, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 09:37:01,497 - mmaction - INFO - Epoch [59][460/792] lr: 3.750e-04, eta: 8:57:44, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9401, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.3761, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 09:37:01,900 - mmaction - INFO - Epoch [59][460/792] lr: 3.750e-04, eta: 8:57:51, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9401, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.3835, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 09:37:21,456 - mmaction - INFO - Epoch [59][480/792] lr: 3.750e-04, eta: 8:57:24, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9380, loss_cls: 0.7088, loss: 0.7088, grad_norm: 4.2422, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 09:37:21,934 - mmaction - INFO - Epoch [59][480/792] lr: 3.750e-04, eta: 8:57:31, time: 0.504, data_time: 0.004, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9380, loss_cls: 0.7088, loss: 0.7088, grad_norm: 4.2688, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-18 09:37:41,421 - mmaction - INFO - Epoch [59][500/792] lr: 3.750e-04, eta: 8:57:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.7047, loss: 0.7047, grad_norm: 4.3496, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6243, loss/aux0: 0.6243 2020-10-18 09:37:41,818 - mmaction - INFO - Epoch [59][500/792] lr: 3.750e-04, eta: 8:57:12, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.7047, loss: 0.7047, grad_norm: 4.4031, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6320, loss/aux0: 0.6320 2020-10-18 09:38:01,331 - mmaction - INFO - Epoch [59][520/792] lr: 3.750e-04, eta: 8:56:45, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9427, loss_cls: 0.7156, loss: 0.7156, grad_norm: 4.3802, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6080, loss/aux0: 0.6080 2020-10-18 09:38:01,780 - mmaction - INFO - Epoch [59][520/792] lr: 3.750e-04, eta: 8:56:53, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9427, loss_cls: 0.7156, loss: 0.7156, grad_norm: 4.4026, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 09:38:21,230 - mmaction - INFO - Epoch [59][540/792] lr: 3.750e-04, eta: 8:56:26, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9318, loss_cls: 0.7487, loss: 0.7487, grad_norm: 4.4685, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6447, loss/aux0: 0.6447 2020-10-18 09:38:21,641 - mmaction - INFO - Epoch [59][540/792] lr: 3.750e-04, eta: 8:56:33, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9318, loss_cls: 0.7487, loss: 0.7487, grad_norm: 4.4697, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6349, loss/aux0: 0.6349 2020-10-18 09:38:41,099 - mmaction - INFO - Epoch [59][560/792] lr: 3.750e-04, eta: 8:56:07, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9411, loss_cls: 0.6921, loss: 0.6921, grad_norm: 4.3247, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6355, loss/aux0: 0.6355 2020-10-18 09:38:41,522 - mmaction - INFO - Epoch [59][560/792] lr: 3.750e-04, eta: 8:56:13, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9411, loss_cls: 0.6921, loss: 0.6921, grad_norm: 4.3638, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6386, loss/aux0: 0.6386 2020-10-18 09:39:01,147 - mmaction - INFO - Epoch [59][580/792] lr: 3.750e-04, eta: 8:55:47, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9432, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.3346, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-18 09:39:01,570 - mmaction - INFO - Epoch [59][580/792] lr: 3.750e-04, eta: 8:55:54, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9432, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.3272, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6446, loss/aux0: 0.6446 2020-10-18 09:39:21,319 - mmaction - INFO - Epoch [59][600/792] lr: 3.750e-04, eta: 8:55:28, time: 0.510, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9479, loss_cls: 0.6516, loss: 0.6516, grad_norm: 4.3743, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-18 09:39:21,766 - mmaction - INFO - Epoch [59][600/792] lr: 3.750e-04, eta: 8:55:35, time: 0.512, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9479, loss_cls: 0.6516, loss: 0.6516, grad_norm: 4.3497, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6432, loss/aux0: 0.6432 2020-10-18 09:39:41,206 - mmaction - INFO - Epoch [59][620/792] lr: 3.750e-04, eta: 8:55:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9349, loss_cls: 0.6911, loss: 0.6911, grad_norm: 4.3306, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-18 09:39:41,621 - mmaction - INFO - Epoch [59][620/792] lr: 3.750e-04, eta: 8:55:15, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9349, loss_cls: 0.6911, loss: 0.6911, grad_norm: 4.3527, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-18 09:40:01,049 - mmaction - INFO - Epoch [59][640/792] lr: 3.750e-04, eta: 8:54:49, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9427, loss_cls: 0.7324, loss: 0.7324, grad_norm: 4.4531, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-18 09:40:01,452 - mmaction - INFO - Epoch [59][640/792] lr: 3.750e-04, eta: 8:54:56, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9427, loss_cls: 0.7324, loss: 0.7324, grad_norm: 4.4557, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 09:40:20,998 - mmaction - INFO - Epoch [59][660/792] lr: 3.750e-04, eta: 8:54:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9281, loss_cls: 0.7497, loss: 0.7497, grad_norm: 4.3968, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-18 09:40:21,402 - mmaction - INFO - Epoch [59][660/792] lr: 3.750e-04, eta: 8:54:36, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9281, loss_cls: 0.7497, loss: 0.7497, grad_norm: 4.3791, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 09:40:40,900 - mmaction - INFO - Epoch [59][680/792] lr: 3.750e-04, eta: 8:54:10, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9323, loss_cls: 0.7508, loss: 0.7508, grad_norm: 4.4562, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 09:40:41,327 - mmaction - INFO - Epoch [59][680/792] lr: 3.750e-04, eta: 8:54:17, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9323, loss_cls: 0.7508, loss: 0.7508, grad_norm: 4.4691, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-18 09:41:00,715 - mmaction - INFO - Epoch [59][700/792] lr: 3.750e-04, eta: 8:53:50, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9479, loss_cls: 0.6912, loss: 0.6912, grad_norm: 4.4287, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6498, loss/aux0: 0.6498 2020-10-18 09:41:01,122 - mmaction - INFO - Epoch [59][700/792] lr: 3.750e-04, eta: 8:53:57, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9479, loss_cls: 0.6912, loss: 0.6912, grad_norm: 4.4397, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-18 09:41:20,520 - mmaction - INFO - Epoch [59][720/792] lr: 3.750e-04, eta: 8:53:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7737, loss: 0.7737, grad_norm: 4.4771, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 09:41:20,957 - mmaction - INFO - Epoch [59][720/792] lr: 3.750e-04, eta: 8:53:37, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7737, loss: 0.7737, grad_norm: 4.4689, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-18 09:41:40,566 - mmaction - INFO - Epoch [59][740/792] lr: 3.750e-04, eta: 8:53:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9427, loss_cls: 0.6898, loss: 0.6898, grad_norm: 4.4599, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-18 09:41:40,987 - mmaction - INFO - Epoch [59][740/792] lr: 3.750e-04, eta: 8:53:18, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9427, loss_cls: 0.6898, loss: 0.6898, grad_norm: 4.4553, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-18 09:42:00,495 - mmaction - INFO - Epoch [59][760/792] lr: 3.750e-04, eta: 8:52:51, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9411, loss_cls: 0.7239, loss: 0.7239, grad_norm: 4.3299, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 09:42:00,903 - mmaction - INFO - Epoch [59][760/792] lr: 3.750e-04, eta: 8:52:58, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9411, loss_cls: 0.7239, loss: 0.7239, grad_norm: 4.3305, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 09:42:20,386 - mmaction - INFO - Epoch [59][780/792] lr: 3.750e-04, eta: 8:52:32, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.7054, loss: 0.7054, grad_norm: 4.3342, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-18 09:42:20,798 - mmaction - INFO - Epoch [59][780/792] lr: 3.750e-04, eta: 8:52:39, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.7054, loss: 0.7054, grad_norm: 4.3451, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 09:42:33,963 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-10-18 09:45:18,156 - mmaction - INFO - Epoch [60][20/792] lr: 3.750e-04, eta: 8:51:52, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9370, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.2484, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 09:45:18,558 - mmaction - INFO - Epoch [60][20/792] lr: 3.750e-04, eta: 8:51:59, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9370, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.2350, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6089, loss/aux0: 0.6089 2020-10-18 09:45:38,079 - mmaction - INFO - Epoch [60][40/792] lr: 3.750e-04, eta: 8:51:33, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9411, loss_cls: 0.7192, loss: 0.7192, grad_norm: 4.4316, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 09:45:38,498 - mmaction - INFO - Epoch [60][40/792] lr: 3.750e-04, eta: 8:51:40, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9411, loss_cls: 0.7192, loss: 0.7192, grad_norm: 4.4157, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-18 09:45:57,910 - mmaction - INFO - Epoch [60][60/792] lr: 3.750e-04, eta: 8:51:13, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9417, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.4041, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6437, loss/aux0: 0.6437 2020-10-18 09:45:58,315 - mmaction - INFO - Epoch [60][60/792] lr: 3.750e-04, eta: 8:51:20, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9417, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.3905, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-18 09:46:17,697 - mmaction - INFO - Epoch [60][80/792] lr: 3.750e-04, eta: 8:50:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9490, loss_cls: 0.6593, loss: 0.6593, grad_norm: 4.4276, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-18 09:46:18,120 - mmaction - INFO - Epoch [60][80/792] lr: 3.750e-04, eta: 8:51:00, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9490, loss_cls: 0.6593, loss: 0.6593, grad_norm: 4.3848, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6393, loss/aux0: 0.6393 2020-10-18 09:46:37,579 - mmaction - INFO - Epoch [60][100/792] lr: 3.750e-04, eta: 8:50:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9427, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.3502, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6168, loss/aux0: 0.6168 2020-10-18 09:46:38,009 - mmaction - INFO - Epoch [60][100/792] lr: 3.750e-04, eta: 8:50:41, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9427, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.3820, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6181, loss/aux0: 0.6181 2020-10-18 09:46:57,373 - mmaction - INFO - Epoch [60][120/792] lr: 3.750e-04, eta: 8:50:14, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.3258, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 09:46:57,779 - mmaction - INFO - Epoch [60][120/792] lr: 3.750e-04, eta: 8:50:21, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.3162, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6260, loss/aux0: 0.6260 2020-10-18 09:47:17,334 - mmaction - INFO - Epoch [60][140/792] lr: 3.750e-04, eta: 8:49:55, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9396, loss_cls: 0.7110, loss: 0.7110, grad_norm: 4.2942, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6491, loss/aux0: 0.6491 2020-10-18 09:47:17,762 - mmaction - INFO - Epoch [60][140/792] lr: 3.750e-04, eta: 8:50:02, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9396, loss_cls: 0.7110, loss: 0.7110, grad_norm: 4.3515, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6466, loss/aux0: 0.6466 2020-10-18 09:47:37,178 - mmaction - INFO - Epoch [60][160/792] lr: 3.750e-04, eta: 8:49:35, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9365, loss_cls: 0.7164, loss: 0.7164, grad_norm: 4.3660, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6270, loss/aux0: 0.6270 2020-10-18 09:47:37,603 - mmaction - INFO - Epoch [60][160/792] lr: 3.750e-04, eta: 8:49:42, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9365, loss_cls: 0.7164, loss: 0.7164, grad_norm: 4.3768, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6272, loss/aux0: 0.6272 2020-10-18 09:47:57,110 - mmaction - INFO - Epoch [60][180/792] lr: 3.750e-04, eta: 8:49:16, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9401, loss_cls: 0.7056, loss: 0.7056, grad_norm: 4.3436, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 09:47:57,533 - mmaction - INFO - Epoch [60][180/792] lr: 3.750e-04, eta: 8:49:23, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9401, loss_cls: 0.7056, loss: 0.7056, grad_norm: 4.3100, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-18 09:48:16,956 - mmaction - INFO - Epoch [60][200/792] lr: 3.750e-04, eta: 8:48:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9448, loss_cls: 0.7299, loss: 0.7299, grad_norm: 4.5015, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6316, loss/aux0: 0.6316 2020-10-18 09:48:17,372 - mmaction - INFO - Epoch [60][200/792] lr: 3.750e-04, eta: 8:49:03, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9448, loss_cls: 0.7299, loss: 0.7299, grad_norm: 4.5378, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6352, loss/aux0: 0.6352 2020-10-18 09:48:36,778 - mmaction - INFO - Epoch [60][220/792] lr: 3.750e-04, eta: 8:48:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9411, loss_cls: 0.7199, loss: 0.7199, grad_norm: 4.4924, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 09:48:37,214 - mmaction - INFO - Epoch [60][220/792] lr: 3.750e-04, eta: 8:48:44, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9411, loss_cls: 0.7199, loss: 0.7199, grad_norm: 4.4697, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6344, loss/aux0: 0.6344 2020-10-18 09:48:56,635 - mmaction - INFO - Epoch [60][240/792] lr: 3.750e-04, eta: 8:48:17, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9385, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.2838, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 09:48:57,039 - mmaction - INFO - Epoch [60][240/792] lr: 3.750e-04, eta: 8:48:24, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9385, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.2850, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-18 09:49:16,558 - mmaction - INFO - Epoch [60][260/792] lr: 3.750e-04, eta: 8:47:58, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9380, loss_cls: 0.6926, loss: 0.6926, grad_norm: 4.2355, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6263, loss/aux0: 0.6263 2020-10-18 09:49:16,972 - mmaction - INFO - Epoch [60][260/792] lr: 3.750e-04, eta: 8:48:05, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9380, loss_cls: 0.6926, loss: 0.6926, grad_norm: 4.2322, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6181, loss/aux0: 0.6181 2020-10-18 09:49:36,468 - mmaction - INFO - Epoch [60][280/792] lr: 3.750e-04, eta: 8:47:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9370, loss_cls: 0.7240, loss: 0.7240, grad_norm: 4.4135, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-18 09:49:36,892 - mmaction - INFO - Epoch [60][280/792] lr: 3.750e-04, eta: 8:47:45, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9370, loss_cls: 0.7240, loss: 0.7240, grad_norm: 4.4180, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-18 09:49:56,324 - mmaction - INFO - Epoch [60][300/792] lr: 3.750e-04, eta: 8:47:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9406, loss_cls: 0.7461, loss: 0.7461, grad_norm: 4.3648, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6368, loss/aux0: 0.6368 2020-10-18 09:49:56,751 - mmaction - INFO - Epoch [60][300/792] lr: 3.750e-04, eta: 8:47:25, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9406, loss_cls: 0.7461, loss: 0.7461, grad_norm: 4.3437, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6383, loss/aux0: 0.6383 2020-10-18 09:50:16,185 - mmaction - INFO - Epoch [60][320/792] lr: 3.750e-04, eta: 8:46:59, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9365, loss_cls: 0.7144, loss: 0.7144, grad_norm: 4.3320, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-18 09:50:16,637 - mmaction - INFO - Epoch [60][320/792] lr: 3.750e-04, eta: 8:47:06, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9365, loss_cls: 0.7144, loss: 0.7144, grad_norm: 4.3477, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9538, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-18 09:50:36,245 - mmaction - INFO - Epoch [60][340/792] lr: 3.750e-04, eta: 8:46:40, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9401, loss_cls: 0.7176, loss: 0.7176, grad_norm: 4.3877, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6155, loss/aux0: 0.6155 2020-10-18 09:50:36,673 - mmaction - INFO - Epoch [60][340/792] lr: 3.750e-04, eta: 8:46:47, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9401, loss_cls: 0.7176, loss: 0.7176, grad_norm: 4.3485, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-18 09:50:56,201 - mmaction - INFO - Epoch [60][360/792] lr: 3.750e-04, eta: 8:46:20, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9365, loss_cls: 0.7487, loss: 0.7487, grad_norm: 4.4972, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-18 09:50:56,630 - mmaction - INFO - Epoch [60][360/792] lr: 3.750e-04, eta: 8:46:27, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9365, loss_cls: 0.7487, loss: 0.7487, grad_norm: 4.5102, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6404, loss/aux0: 0.6404 2020-10-18 09:51:16,106 - mmaction - INFO - Epoch [60][380/792] lr: 3.750e-04, eta: 8:46:01, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9406, loss_cls: 0.7316, loss: 0.7316, grad_norm: 4.3954, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-18 09:51:16,557 - mmaction - INFO - Epoch [60][380/792] lr: 3.750e-04, eta: 8:46:08, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9406, loss_cls: 0.7316, loss: 0.7316, grad_norm: 4.3930, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6352, loss/aux0: 0.6352 2020-10-18 09:51:36,021 - mmaction - INFO - Epoch [60][400/792] lr: 3.750e-04, eta: 8:45:41, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9401, loss_cls: 0.6981, loss: 0.6981, grad_norm: 4.3270, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6164, loss/aux0: 0.6164 2020-10-18 09:51:36,439 - mmaction - INFO - Epoch [60][400/792] lr: 3.750e-04, eta: 8:45:48, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9401, loss_cls: 0.6981, loss: 0.6981, grad_norm: 4.3587, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-18 09:51:55,889 - mmaction - INFO - Epoch [60][420/792] lr: 3.750e-04, eta: 8:45:22, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9354, loss_cls: 0.7347, loss: 0.7347, grad_norm: 4.5027, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6501, loss/aux0: 0.6501 2020-10-18 09:51:56,311 - mmaction - INFO - Epoch [60][420/792] lr: 3.750e-04, eta: 8:45:28, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9354, loss_cls: 0.7347, loss: 0.7347, grad_norm: 4.5008, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6500, loss/aux0: 0.6500 2020-10-18 09:52:15,744 - mmaction - INFO - Epoch [60][440/792] lr: 3.750e-04, eta: 8:45:02, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.6839, loss: 0.6839, grad_norm: 4.3991, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-18 09:52:16,167 - mmaction - INFO - Epoch [60][440/792] lr: 3.750e-04, eta: 8:45:09, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.6839, loss: 0.6839, grad_norm: 4.4200, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-18 09:52:35,828 - mmaction - INFO - Epoch [60][460/792] lr: 3.750e-04, eta: 8:44:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9490, loss_cls: 0.6980, loss: 0.6980, grad_norm: 4.3291, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-18 09:52:36,235 - mmaction - INFO - Epoch [60][460/792] lr: 3.750e-04, eta: 8:44:49, time: 0.503, data_time: 0.006, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9490, loss_cls: 0.6980, loss: 0.6980, grad_norm: 4.3140, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-18 09:52:55,767 - mmaction - INFO - Epoch [60][480/792] lr: 3.750e-04, eta: 8:44:23, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9344, loss_cls: 0.7276, loss: 0.7276, grad_norm: 4.3673, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-18 09:52:56,186 - mmaction - INFO - Epoch [60][480/792] lr: 3.750e-04, eta: 8:44:30, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9344, loss_cls: 0.7276, loss: 0.7276, grad_norm: 4.3395, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-18 09:53:15,658 - mmaction - INFO - Epoch [60][500/792] lr: 3.750e-04, eta: 8:44:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9469, loss_cls: 0.6848, loss: 0.6848, grad_norm: 4.3893, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-18 09:53:16,080 - mmaction - INFO - Epoch [60][500/792] lr: 3.750e-04, eta: 8:44:10, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9469, loss_cls: 0.6848, loss: 0.6848, grad_norm: 4.3636, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6305, loss/aux0: 0.6305 2020-10-18 09:53:35,578 - mmaction - INFO - Epoch [60][520/792] lr: 3.750e-04, eta: 8:43:44, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9427, loss_cls: 0.6946, loss: 0.6946, grad_norm: 4.4397, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6275, loss/aux0: 0.6275 2020-10-18 09:53:35,987 - mmaction - INFO - Epoch [60][520/792] lr: 3.750e-04, eta: 8:43:51, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9427, loss_cls: 0.6946, loss: 0.6946, grad_norm: 4.3834, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6334, loss/aux0: 0.6334 2020-10-18 09:53:55,419 - mmaction - INFO - Epoch [60][540/792] lr: 3.750e-04, eta: 8:43:25, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9464, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.5309, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6411, loss/aux0: 0.6411 2020-10-18 09:53:55,836 - mmaction - INFO - Epoch [60][540/792] lr: 3.750e-04, eta: 8:43:31, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9464, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.5082, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6442, loss/aux0: 0.6442 2020-10-18 09:54:15,260 - mmaction - INFO - Epoch [60][560/792] lr: 3.750e-04, eta: 8:43:05, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9370, loss_cls: 0.6961, loss: 0.6961, grad_norm: 4.3855, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6340, loss/aux0: 0.6340 2020-10-18 09:54:15,696 - mmaction - INFO - Epoch [60][560/792] lr: 3.750e-04, eta: 8:43:12, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9370, loss_cls: 0.6961, loss: 0.6961, grad_norm: 4.3600, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-18 09:54:35,163 - mmaction - INFO - Epoch [60][580/792] lr: 3.750e-04, eta: 8:42:46, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9375, loss_cls: 0.7120, loss: 0.7120, grad_norm: 4.4356, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 09:54:35,580 - mmaction - INFO - Epoch [60][580/792] lr: 3.750e-04, eta: 8:42:52, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9375, loss_cls: 0.7120, loss: 0.7120, grad_norm: 4.4228, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-18 09:54:55,087 - mmaction - INFO - Epoch [60][600/792] lr: 3.750e-04, eta: 8:42:26, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9417, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.4077, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6131, loss/aux0: 0.6131 2020-10-18 09:54:55,515 - mmaction - INFO - Epoch [60][600/792] lr: 3.750e-04, eta: 8:42:33, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9417, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.4223, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-18 09:55:14,965 - mmaction - INFO - Epoch [60][620/792] lr: 3.750e-04, eta: 8:42:07, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7135, loss: 0.7135, grad_norm: 4.3410, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 09:55:15,386 - mmaction - INFO - Epoch [60][620/792] lr: 3.750e-04, eta: 8:42:14, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7135, loss: 0.7135, grad_norm: 4.3735, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6277, loss/aux0: 0.6277 2020-10-18 09:55:34,840 - mmaction - INFO - Epoch [60][640/792] lr: 3.750e-04, eta: 8:41:47, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9391, loss_cls: 0.7218, loss: 0.7218, grad_norm: 4.3866, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-18 09:55:35,269 - mmaction - INFO - Epoch [60][640/792] lr: 3.750e-04, eta: 8:41:54, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9391, loss_cls: 0.7218, loss: 0.7218, grad_norm: 4.3860, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6317, loss/aux0: 0.6317 2020-10-18 09:55:54,761 - mmaction - INFO - Epoch [60][660/792] lr: 3.750e-04, eta: 8:41:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9281, loss_cls: 0.7502, loss: 0.7502, grad_norm: 4.3669, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 09:55:55,180 - mmaction - INFO - Epoch [60][660/792] lr: 3.750e-04, eta: 8:41:34, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9281, loss_cls: 0.7502, loss: 0.7502, grad_norm: 4.3517, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-18 09:56:14,816 - mmaction - INFO - Epoch [60][680/792] lr: 3.750e-04, eta: 8:41:08, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9437, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.3426, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-18 09:56:15,225 - mmaction - INFO - Epoch [60][680/792] lr: 3.750e-04, eta: 8:41:15, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9437, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.3146, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-18 09:56:34,817 - mmaction - INFO - Epoch [60][700/792] lr: 3.750e-04, eta: 8:40:49, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9307, loss_cls: 0.7459, loss: 0.7459, grad_norm: 4.2711, top1_acc/aux0: 0.8483, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5719, loss/aux0: 0.5719 2020-10-18 09:56:35,237 - mmaction - INFO - Epoch [60][700/792] lr: 3.750e-04, eta: 8:40:56, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9307, loss_cls: 0.7459, loss: 0.7459, grad_norm: 4.2703, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5762, loss/aux0: 0.5762 2020-10-18 09:56:54,629 - mmaction - INFO - Epoch [60][720/792] lr: 3.750e-04, eta: 8:40:29, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9349, loss_cls: 0.7254, loss: 0.7254, grad_norm: 4.2606, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 09:56:55,046 - mmaction - INFO - Epoch [60][720/792] lr: 3.750e-04, eta: 8:40:36, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9349, loss_cls: 0.7254, loss: 0.7254, grad_norm: 4.2317, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-18 09:57:14,559 - mmaction - INFO - Epoch [60][740/792] lr: 3.750e-04, eta: 8:40:10, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9448, loss_cls: 0.6818, loss: 0.6818, grad_norm: 4.4120, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 09:57:14,987 - mmaction - INFO - Epoch [60][740/792] lr: 3.750e-04, eta: 8:40:17, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9448, loss_cls: 0.6818, loss: 0.6818, grad_norm: 4.4463, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 09:57:34,427 - mmaction - INFO - Epoch [60][760/792] lr: 3.750e-04, eta: 8:39:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9349, loss_cls: 0.7557, loss: 0.7557, grad_norm: 4.5090, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6201, loss/aux0: 0.6201 2020-10-18 09:57:34,869 - mmaction - INFO - Epoch [60][760/792] lr: 3.750e-04, eta: 8:39:57, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9349, loss_cls: 0.7557, loss: 0.7557, grad_norm: 4.5414, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-18 09:57:54,268 - mmaction - INFO - Epoch [60][780/792] lr: 3.750e-04, eta: 8:39:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9437, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.4665, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-18 09:57:54,675 - mmaction - INFO - Epoch [60][780/792] lr: 3.750e-04, eta: 8:39:37, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9437, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.4786, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6473, loss/aux0: 0.6473 2020-10-18 09:58:07,520 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-10-18 09:59:25,688 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 09:59:25,805 - mmaction - INFO - top1_acc 0.7848 top5_acc 0.9374 2020-10-18 09:59:25,806 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 09:59:25,843 - mmaction - INFO - mean_acc 0.7851 2020-10-18 09:59:25,843 - mmaction - INFO - Now best checkpoint is epoch_60.pth 2020-10-18 09:59:25,861 - mmaction - INFO - Epoch(val) [60][792] top1_acc: 0.7848, top5_acc: 0.9374, mean_class_accuracy: 0.7851 2020-10-18 10:02:18,506 - mmaction - INFO - Epoch [61][20/792] lr: 3.750e-04, eta: 8:38:52, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9385, loss_cls: 0.7060, loss: 0.7060, grad_norm: 4.5075, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-18 10:02:18,920 - mmaction - INFO - Epoch [61][20/792] lr: 3.750e-04, eta: 8:38:58, time: 0.490, data_time: 0.003, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9385, loss_cls: 0.7060, loss: 0.7060, grad_norm: 4.5132, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-18 10:02:38,358 - mmaction - INFO - Epoch [61][40/792] lr: 3.750e-04, eta: 8:38:32, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9453, loss_cls: 0.6798, loss: 0.6798, grad_norm: 4.4398, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6425, loss/aux0: 0.6425 2020-10-18 10:02:38,762 - mmaction - INFO - Epoch [61][40/792] lr: 3.750e-04, eta: 8:38:39, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9453, loss_cls: 0.6798, loss: 0.6798, grad_norm: 4.3850, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-18 10:02:58,204 - mmaction - INFO - Epoch [61][60/792] lr: 3.750e-04, eta: 8:38:13, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9333, loss_cls: 0.7417, loss: 0.7417, grad_norm: 4.5239, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-18 10:02:58,622 - mmaction - INFO - Epoch [61][60/792] lr: 3.750e-04, eta: 8:38:19, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9333, loss_cls: 0.7417, loss: 0.7417, grad_norm: 4.4987, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6381, loss/aux0: 0.6381 2020-10-18 10:03:18,114 - mmaction - INFO - Epoch [61][80/792] lr: 3.750e-04, eta: 8:37:53, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9385, loss_cls: 0.7345, loss: 0.7345, grad_norm: 4.3533, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6094, loss/aux0: 0.6094 2020-10-18 10:03:18,517 - mmaction - INFO - Epoch [61][80/792] lr: 3.750e-04, eta: 8:38:00, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9385, loss_cls: 0.7345, loss: 0.7345, grad_norm: 4.3892, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 10:03:38,022 - mmaction - INFO - Epoch [61][100/792] lr: 3.750e-04, eta: 8:37:34, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9469, loss_cls: 0.6683, loss: 0.6683, grad_norm: 4.3475, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-18 10:03:38,433 - mmaction - INFO - Epoch [61][100/792] lr: 3.750e-04, eta: 8:37:40, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9469, loss_cls: 0.6683, loss: 0.6683, grad_norm: 4.3786, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6366, loss/aux0: 0.6366 2020-10-18 10:03:58,030 - mmaction - INFO - Epoch [61][120/792] lr: 3.750e-04, eta: 8:37:14, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9385, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.3579, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 10:03:58,450 - mmaction - INFO - Epoch [61][120/792] lr: 3.750e-04, eta: 8:37:21, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9385, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.3454, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-18 10:04:17,868 - mmaction - INFO - Epoch [61][140/792] lr: 3.750e-04, eta: 8:36:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9302, loss_cls: 0.7665, loss: 0.7665, grad_norm: 4.4552, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 10:04:18,291 - mmaction - INFO - Epoch [61][140/792] lr: 3.750e-04, eta: 8:37:01, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9302, loss_cls: 0.7665, loss: 0.7665, grad_norm: 4.4132, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 10:04:37,663 - mmaction - INFO - Epoch [61][160/792] lr: 3.750e-04, eta: 8:36:35, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9333, loss_cls: 0.7328, loss: 0.7328, grad_norm: 4.4947, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 10:04:38,067 - mmaction - INFO - Epoch [61][160/792] lr: 3.750e-04, eta: 8:36:42, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9333, loss_cls: 0.7328, loss: 0.7328, grad_norm: 4.5011, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-18 10:04:57,468 - mmaction - INFO - Epoch [61][180/792] lr: 3.750e-04, eta: 8:36:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9422, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.3874, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-18 10:04:57,872 - mmaction - INFO - Epoch [61][180/792] lr: 3.750e-04, eta: 8:36:22, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9422, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.4140, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-18 10:05:17,446 - mmaction - INFO - Epoch [61][200/792] lr: 3.750e-04, eta: 8:35:56, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9479, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.4280, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6332, loss/aux0: 0.6332 2020-10-18 10:05:17,872 - mmaction - INFO - Epoch [61][200/792] lr: 3.750e-04, eta: 8:36:03, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9479, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.4464, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-18 10:05:37,229 - mmaction - INFO - Epoch [61][220/792] lr: 3.750e-04, eta: 8:35:37, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9318, loss_cls: 0.7321, loss: 0.7321, grad_norm: 4.3934, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 10:05:37,659 - mmaction - INFO - Epoch [61][220/792] lr: 3.750e-04, eta: 8:35:43, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9318, loss_cls: 0.7321, loss: 0.7321, grad_norm: 4.3716, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-18 10:05:57,133 - mmaction - INFO - Epoch [61][240/792] lr: 3.750e-04, eta: 8:35:17, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9479, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.5154, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-18 10:05:57,545 - mmaction - INFO - Epoch [61][240/792] lr: 3.750e-04, eta: 8:35:24, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9479, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.4999, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-18 10:06:17,024 - mmaction - INFO - Epoch [61][260/792] lr: 3.750e-04, eta: 8:34:57, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9365, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.3697, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 10:06:17,443 - mmaction - INFO - Epoch [61][260/792] lr: 3.750e-04, eta: 8:35:04, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9365, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.3561, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-18 10:06:37,069 - mmaction - INFO - Epoch [61][280/792] lr: 3.750e-04, eta: 8:34:38, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6725, loss: 0.6725, grad_norm: 4.3400, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-18 10:06:37,487 - mmaction - INFO - Epoch [61][280/792] lr: 3.750e-04, eta: 8:34:45, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6725, loss: 0.6725, grad_norm: 4.3181, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-18 10:06:57,042 - mmaction - INFO - Epoch [61][300/792] lr: 3.750e-04, eta: 8:34:18, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9401, loss_cls: 0.7226, loss: 0.7226, grad_norm: 4.5409, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-18 10:06:57,457 - mmaction - INFO - Epoch [61][300/792] lr: 3.750e-04, eta: 8:34:25, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9401, loss_cls: 0.7226, loss: 0.7226, grad_norm: 4.5556, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6400, loss/aux0: 0.6400 2020-10-18 10:07:16,935 - mmaction - INFO - Epoch [61][320/792] lr: 3.750e-04, eta: 8:33:59, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9427, loss_cls: 0.6874, loss: 0.6874, grad_norm: 4.5264, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-18 10:07:17,343 - mmaction - INFO - Epoch [61][320/792] lr: 3.750e-04, eta: 8:34:05, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9427, loss_cls: 0.6874, loss: 0.6874, grad_norm: 4.4921, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6539, loss/aux0: 0.6539 2020-10-18 10:07:36,827 - mmaction - INFO - Epoch [61][340/792] lr: 3.750e-04, eta: 8:33:39, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9453, loss_cls: 0.6764, loss: 0.6764, grad_norm: 4.4650, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-18 10:07:37,229 - mmaction - INFO - Epoch [61][340/792] lr: 3.750e-04, eta: 8:33:46, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9453, loss_cls: 0.6764, loss: 0.6764, grad_norm: 4.4689, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6373, loss/aux0: 0.6373 2020-10-18 10:07:56,754 - mmaction - INFO - Epoch [61][360/792] lr: 3.750e-04, eta: 8:33:20, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9385, loss_cls: 0.7183, loss: 0.7183, grad_norm: 4.4757, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 10:07:57,167 - mmaction - INFO - Epoch [61][360/792] lr: 3.750e-04, eta: 8:33:26, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9385, loss_cls: 0.7183, loss: 0.7183, grad_norm: 4.4606, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-18 10:08:16,543 - mmaction - INFO - Epoch [61][380/792] lr: 3.750e-04, eta: 8:33:00, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9406, loss_cls: 0.7250, loss: 0.7250, grad_norm: 4.4399, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6364, loss/aux0: 0.6364 2020-10-18 10:08:16,994 - mmaction - INFO - Epoch [61][380/792] lr: 3.750e-04, eta: 8:33:07, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9406, loss_cls: 0.7250, loss: 0.7250, grad_norm: 4.4069, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6373, loss/aux0: 0.6373 2020-10-18 10:08:36,448 - mmaction - INFO - Epoch [61][400/792] lr: 3.750e-04, eta: 8:32:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9438, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.4644, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-18 10:08:36,871 - mmaction - INFO - Epoch [61][400/792] lr: 3.750e-04, eta: 8:32:47, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9438, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.4773, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-18 10:08:56,318 - mmaction - INFO - Epoch [61][420/792] lr: 3.750e-04, eta: 8:32:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9385, loss_cls: 0.7264, loss: 0.7264, grad_norm: 4.4611, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6296, loss/aux0: 0.6296 2020-10-18 10:08:56,795 - mmaction - INFO - Epoch [61][420/792] lr: 3.750e-04, eta: 8:32:28, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9385, loss_cls: 0.7264, loss: 0.7264, grad_norm: 4.4461, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-18 10:09:16,211 - mmaction - INFO - Epoch [61][440/792] lr: 3.750e-04, eta: 8:32:02, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9349, loss_cls: 0.7308, loss: 0.7308, grad_norm: 4.3998, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 10:09:16,638 - mmaction - INFO - Epoch [61][440/792] lr: 3.750e-04, eta: 8:32:08, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9349, loss_cls: 0.7308, loss: 0.7308, grad_norm: 4.4099, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6222, loss/aux0: 0.6222 2020-10-18 10:09:36,181 - mmaction - INFO - Epoch [61][460/792] lr: 3.750e-04, eta: 8:31:42, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9427, loss_cls: 0.7057, loss: 0.7057, grad_norm: 4.4112, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6323, loss/aux0: 0.6323 2020-10-18 10:09:36,602 - mmaction - INFO - Epoch [61][460/792] lr: 3.750e-04, eta: 8:31:49, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9427, loss_cls: 0.7057, loss: 0.7057, grad_norm: 4.4590, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6353, loss/aux0: 0.6353 2020-10-18 10:09:56,042 - mmaction - INFO - Epoch [61][480/792] lr: 3.750e-04, eta: 8:31:23, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9417, loss_cls: 0.6998, loss: 0.6998, grad_norm: 4.3085, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-18 10:09:56,459 - mmaction - INFO - Epoch [61][480/792] lr: 3.750e-04, eta: 8:31:29, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9417, loss_cls: 0.6998, loss: 0.6998, grad_norm: 4.3019, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-18 10:10:16,078 - mmaction - INFO - Epoch [61][500/792] lr: 3.750e-04, eta: 8:31:03, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9417, loss_cls: 0.7067, loss: 0.7067, grad_norm: 4.5382, top1_acc/aux0: 0.8238, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6618, loss/aux0: 0.6618 2020-10-18 10:10:16,492 - mmaction - INFO - Epoch [61][500/792] lr: 3.750e-04, eta: 8:31:10, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9417, loss_cls: 0.7067, loss: 0.7067, grad_norm: 4.4872, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6573, loss/aux0: 0.6573 2020-10-18 10:10:35,939 - mmaction - INFO - Epoch [61][520/792] lr: 3.750e-04, eta: 8:30:44, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9490, loss_cls: 0.6803, loss: 0.6803, grad_norm: 4.5189, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6380, loss/aux0: 0.6380 2020-10-18 10:10:36,348 - mmaction - INFO - Epoch [61][520/792] lr: 3.750e-04, eta: 8:30:50, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9490, loss_cls: 0.6803, loss: 0.6803, grad_norm: 4.4577, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-18 10:10:55,818 - mmaction - INFO - Epoch [61][540/792] lr: 3.750e-04, eta: 8:30:24, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9417, loss_cls: 0.7020, loss: 0.7020, grad_norm: 4.3997, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-18 10:10:56,232 - mmaction - INFO - Epoch [61][540/792] lr: 3.750e-04, eta: 8:30:31, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9417, loss_cls: 0.7020, loss: 0.7020, grad_norm: 4.3749, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-18 10:11:15,604 - mmaction - INFO - Epoch [61][560/792] lr: 3.750e-04, eta: 8:30:05, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9427, loss_cls: 0.7036, loss: 0.7036, grad_norm: 4.3302, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6183, loss/aux0: 0.6183 2020-10-18 10:11:16,038 - mmaction - INFO - Epoch [61][560/792] lr: 3.750e-04, eta: 8:30:11, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9427, loss_cls: 0.7036, loss: 0.7036, grad_norm: 4.3351, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 10:11:35,565 - mmaction - INFO - Epoch [61][580/792] lr: 3.750e-04, eta: 8:29:45, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9474, loss_cls: 0.6986, loss: 0.6986, grad_norm: 4.4852, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 10:11:35,979 - mmaction - INFO - Epoch [61][580/792] lr: 3.750e-04, eta: 8:29:52, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9474, loss_cls: 0.6986, loss: 0.6986, grad_norm: 4.4761, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 10:11:55,482 - mmaction - INFO - Epoch [61][600/792] lr: 3.750e-04, eta: 8:29:26, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9292, loss_cls: 0.7435, loss: 0.7435, grad_norm: 4.5266, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6454, loss/aux0: 0.6454 2020-10-18 10:11:55,901 - mmaction - INFO - Epoch [61][600/792] lr: 3.750e-04, eta: 8:29:32, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9292, loss_cls: 0.7435, loss: 0.7435, grad_norm: 4.4727, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6407, loss/aux0: 0.6407 2020-10-18 10:12:15,388 - mmaction - INFO - Epoch [61][620/792] lr: 3.750e-04, eta: 8:29:06, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9380, loss_cls: 0.7019, loss: 0.7019, grad_norm: 4.4298, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6149, loss/aux0: 0.6149 2020-10-18 10:12:15,807 - mmaction - INFO - Epoch [61][620/792] lr: 3.750e-04, eta: 8:29:13, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9380, loss_cls: 0.7019, loss: 0.7019, grad_norm: 4.3887, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6155, loss/aux0: 0.6155 2020-10-18 10:12:35,434 - mmaction - INFO - Epoch [61][640/792] lr: 3.750e-04, eta: 8:28:47, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9458, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.3128, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-18 10:12:35,849 - mmaction - INFO - Epoch [61][640/792] lr: 3.750e-04, eta: 8:28:53, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9458, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.3303, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-18 10:12:55,362 - mmaction - INFO - Epoch [61][660/792] lr: 3.750e-04, eta: 8:28:27, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9411, loss_cls: 0.6992, loss: 0.6992, grad_norm: 4.4000, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-18 10:12:55,768 - mmaction - INFO - Epoch [61][660/792] lr: 3.750e-04, eta: 8:28:34, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9411, loss_cls: 0.6992, loss: 0.6992, grad_norm: 4.3647, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6355, loss/aux0: 0.6355 2020-10-18 10:13:15,305 - mmaction - INFO - Epoch [61][680/792] lr: 3.750e-04, eta: 8:28:08, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9443, loss_cls: 0.7418, loss: 0.7418, grad_norm: 4.5607, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-18 10:13:15,732 - mmaction - INFO - Epoch [61][680/792] lr: 3.750e-04, eta: 8:28:14, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9443, loss_cls: 0.7418, loss: 0.7418, grad_norm: 4.5410, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 10:13:35,215 - mmaction - INFO - Epoch [61][700/792] lr: 3.750e-04, eta: 8:27:48, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9375, loss_cls: 0.7064, loss: 0.7064, grad_norm: 4.3280, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5926, loss/aux0: 0.5926 2020-10-18 10:13:35,638 - mmaction - INFO - Epoch [61][700/792] lr: 3.750e-04, eta: 8:27:55, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9375, loss_cls: 0.7064, loss: 0.7064, grad_norm: 4.2873, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 10:13:55,043 - mmaction - INFO - Epoch [61][720/792] lr: 3.750e-04, eta: 8:27:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9385, loss_cls: 0.7337, loss: 0.7337, grad_norm: 4.3384, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 10:13:55,475 - mmaction - INFO - Epoch [61][720/792] lr: 3.750e-04, eta: 8:27:35, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9385, loss_cls: 0.7337, loss: 0.7337, grad_norm: 4.2781, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-18 10:14:14,927 - mmaction - INFO - Epoch [61][740/792] lr: 3.750e-04, eta: 8:27:09, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9354, loss_cls: 0.6995, loss: 0.6995, grad_norm: 4.3344, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-18 10:14:15,335 - mmaction - INFO - Epoch [61][740/792] lr: 3.750e-04, eta: 8:27:16, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9354, loss_cls: 0.6995, loss: 0.6995, grad_norm: 4.3413, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-18 10:14:34,901 - mmaction - INFO - Epoch [61][760/792] lr: 3.750e-04, eta: 8:26:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9443, loss_cls: 0.6956, loss: 0.6956, grad_norm: 4.3939, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-18 10:14:35,303 - mmaction - INFO - Epoch [61][760/792] lr: 3.750e-04, eta: 8:26:56, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9443, loss_cls: 0.6956, loss: 0.6956, grad_norm: 4.4432, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6149, loss/aux0: 0.6149 2020-10-18 10:14:54,583 - mmaction - INFO - Epoch [61][780/792] lr: 3.750e-04, eta: 8:26:30, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9359, loss_cls: 0.7353, loss: 0.7353, grad_norm: 4.4557, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6246, loss/aux0: 0.6246 2020-10-18 10:14:55,005 - mmaction - INFO - Epoch [61][780/792] lr: 3.750e-04, eta: 8:26:36, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9359, loss_cls: 0.7353, loss: 0.7353, grad_norm: 4.3996, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 10:15:10,073 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-10-18 10:17:50,911 - mmaction - INFO - Epoch [62][20/792] lr: 3.750e-04, eta: 8:25:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9495, loss_cls: 0.6767, loss: 0.6767, grad_norm: 4.4053, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 10:17:51,317 - mmaction - INFO - Epoch [62][20/792] lr: 3.750e-04, eta: 8:25:57, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9495, loss_cls: 0.6767, loss: 0.6767, grad_norm: 4.3923, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-18 10:18:10,596 - mmaction - INFO - Epoch [62][40/792] lr: 3.750e-04, eta: 8:25:31, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9380, loss_cls: 0.7077, loss: 0.7077, grad_norm: 4.5274, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-18 10:18:11,002 - mmaction - INFO - Epoch [62][40/792] lr: 3.750e-04, eta: 8:25:38, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9380, loss_cls: 0.7077, loss: 0.7077, grad_norm: 4.4834, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 10:18:30,411 - mmaction - INFO - Epoch [62][60/792] lr: 3.750e-04, eta: 8:25:12, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.7163, loss: 0.7163, grad_norm: 4.2465, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5851, loss/aux0: 0.5851 2020-10-18 10:18:30,866 - mmaction - INFO - Epoch [62][60/792] lr: 3.750e-04, eta: 8:25:18, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.7163, loss: 0.7163, grad_norm: 4.2413, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-18 10:18:50,352 - mmaction - INFO - Epoch [62][80/792] lr: 3.750e-04, eta: 8:24:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9458, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.3568, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-18 10:18:50,764 - mmaction - INFO - Epoch [62][80/792] lr: 3.750e-04, eta: 8:24:59, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9458, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.3795, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-18 10:19:10,227 - mmaction - INFO - Epoch [62][100/792] lr: 3.750e-04, eta: 8:24:33, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9401, loss_cls: 0.7045, loss: 0.7045, grad_norm: 4.2834, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6108, loss/aux0: 0.6108 2020-10-18 10:19:10,631 - mmaction - INFO - Epoch [62][100/792] lr: 3.750e-04, eta: 8:24:39, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9401, loss_cls: 0.7045, loss: 0.7045, grad_norm: 4.3081, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-18 10:19:30,137 - mmaction - INFO - Epoch [62][120/792] lr: 3.750e-04, eta: 8:24:13, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9510, loss_cls: 0.6630, loss: 0.6630, grad_norm: 4.4840, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6221, loss/aux0: 0.6221 2020-10-18 10:19:30,546 - mmaction - INFO - Epoch [62][120/792] lr: 3.750e-04, eta: 8:24:20, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9510, loss_cls: 0.6630, loss: 0.6630, grad_norm: 4.5050, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 10:19:50,017 - mmaction - INFO - Epoch [62][140/792] lr: 3.750e-04, eta: 8:23:54, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9354, loss_cls: 0.6719, loss: 0.6719, grad_norm: 4.4679, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6549, loss/aux0: 0.6549 2020-10-18 10:19:50,444 - mmaction - INFO - Epoch [62][140/792] lr: 3.750e-04, eta: 8:24:00, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9354, loss_cls: 0.6719, loss: 0.6719, grad_norm: 4.4289, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6516, loss/aux0: 0.6516 2020-10-18 10:20:09,829 - mmaction - INFO - Epoch [62][160/792] lr: 3.750e-04, eta: 8:23:34, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9464, loss_cls: 0.6533, loss: 0.6533, grad_norm: 4.2687, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6344, loss/aux0: 0.6344 2020-10-18 10:20:10,238 - mmaction - INFO - Epoch [62][160/792] lr: 3.750e-04, eta: 8:23:40, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9464, loss_cls: 0.6533, loss: 0.6533, grad_norm: 4.2508, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6387, loss/aux0: 0.6387 2020-10-18 10:20:29,657 - mmaction - INFO - Epoch [62][180/792] lr: 3.750e-04, eta: 8:23:15, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6598, loss: 0.6598, grad_norm: 4.3639, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-18 10:20:30,089 - mmaction - INFO - Epoch [62][180/792] lr: 3.750e-04, eta: 8:23:21, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6598, loss: 0.6598, grad_norm: 4.3063, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6230, loss/aux0: 0.6230 2020-10-18 10:20:49,442 - mmaction - INFO - Epoch [62][200/792] lr: 3.750e-04, eta: 8:22:55, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9443, loss_cls: 0.6864, loss: 0.6864, grad_norm: 4.3952, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 10:20:49,861 - mmaction - INFO - Epoch [62][200/792] lr: 3.750e-04, eta: 8:23:01, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9443, loss_cls: 0.6864, loss: 0.6864, grad_norm: 4.3752, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-18 10:21:09,400 - mmaction - INFO - Epoch [62][220/792] lr: 3.750e-04, eta: 8:22:35, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9354, loss_cls: 0.7190, loss: 0.7190, grad_norm: 4.3713, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6041, loss/aux0: 0.6041 2020-10-18 10:21:09,822 - mmaction - INFO - Epoch [62][220/792] lr: 3.750e-04, eta: 8:22:42, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9354, loss_cls: 0.7190, loss: 0.7190, grad_norm: 4.3509, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-18 10:21:29,309 - mmaction - INFO - Epoch [62][240/792] lr: 3.750e-04, eta: 8:22:16, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9422, loss_cls: 0.7046, loss: 0.7046, grad_norm: 4.4191, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6317, loss/aux0: 0.6317 2020-10-18 10:21:29,724 - mmaction - INFO - Epoch [62][240/792] lr: 3.750e-04, eta: 8:22:22, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9422, loss_cls: 0.7046, loss: 0.7046, grad_norm: 4.4111, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-18 10:21:49,184 - mmaction - INFO - Epoch [62][260/792] lr: 3.750e-04, eta: 8:21:56, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9401, loss_cls: 0.7148, loss: 0.7148, grad_norm: 4.5579, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 10:21:49,594 - mmaction - INFO - Epoch [62][260/792] lr: 3.750e-04, eta: 8:22:03, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9401, loss_cls: 0.7148, loss: 0.7148, grad_norm: 4.5448, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6302, loss/aux0: 0.6302 2020-10-18 10:22:09,006 - mmaction - INFO - Epoch [62][280/792] lr: 3.750e-04, eta: 8:21:37, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9417, loss_cls: 0.6883, loss: 0.6883, grad_norm: 4.5065, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6284, loss/aux0: 0.6284 2020-10-18 10:22:09,422 - mmaction - INFO - Epoch [62][280/792] lr: 3.750e-04, eta: 8:21:43, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9417, loss_cls: 0.6883, loss: 0.6883, grad_norm: 4.4904, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6299, loss/aux0: 0.6299 2020-10-18 10:22:29,038 - mmaction - INFO - Epoch [62][300/792] lr: 3.750e-04, eta: 8:21:17, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9443, loss_cls: 0.7184, loss: 0.7184, grad_norm: 4.4203, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6313, loss/aux0: 0.6313 2020-10-18 10:22:29,445 - mmaction - INFO - Epoch [62][300/792] lr: 3.750e-04, eta: 8:21:24, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9443, loss_cls: 0.7184, loss: 0.7184, grad_norm: 4.4153, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-18 10:22:48,798 - mmaction - INFO - Epoch [62][320/792] lr: 3.750e-04, eta: 8:20:58, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9354, loss_cls: 0.7164, loss: 0.7164, grad_norm: 4.3534, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6276, loss/aux0: 0.6276 2020-10-18 10:22:49,203 - mmaction - INFO - Epoch [62][320/792] lr: 3.750e-04, eta: 8:21:04, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9354, loss_cls: 0.7164, loss: 0.7164, grad_norm: 4.3758, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 10:23:08,727 - mmaction - INFO - Epoch [62][340/792] lr: 3.750e-04, eta: 8:20:38, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9359, loss_cls: 0.7477, loss: 0.7477, grad_norm: 4.5756, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6275, loss/aux0: 0.6275 2020-10-18 10:23:09,143 - mmaction - INFO - Epoch [62][340/792] lr: 3.750e-04, eta: 8:20:45, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9359, loss_cls: 0.7477, loss: 0.7477, grad_norm: 4.5577, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 10:23:28,570 - mmaction - INFO - Epoch [62][360/792] lr: 3.750e-04, eta: 8:20:19, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9406, loss_cls: 0.7468, loss: 0.7468, grad_norm: 4.3251, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 10:23:28,986 - mmaction - INFO - Epoch [62][360/792] lr: 3.750e-04, eta: 8:20:25, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9406, loss_cls: 0.7468, loss: 0.7468, grad_norm: 4.3456, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6089, loss/aux0: 0.6089 2020-10-18 10:23:48,452 - mmaction - INFO - Epoch [62][380/792] lr: 3.750e-04, eta: 8:19:59, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.7192, loss: 0.7192, grad_norm: 4.5215, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6500, loss/aux0: 0.6500 2020-10-18 10:23:48,874 - mmaction - INFO - Epoch [62][380/792] lr: 3.750e-04, eta: 8:20:05, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.7192, loss: 0.7192, grad_norm: 4.5315, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6503, loss/aux0: 0.6503 2020-10-18 10:24:08,435 - mmaction - INFO - Epoch [62][400/792] lr: 3.750e-04, eta: 8:19:40, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9396, loss_cls: 0.7434, loss: 0.7434, grad_norm: 4.4247, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-18 10:24:08,872 - mmaction - INFO - Epoch [62][400/792] lr: 3.750e-04, eta: 8:19:46, time: 0.505, data_time: 0.001, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9396, loss_cls: 0.7434, loss: 0.7434, grad_norm: 4.3967, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-18 10:24:28,285 - mmaction - INFO - Epoch [62][420/792] lr: 3.750e-04, eta: 8:19:20, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9380, loss_cls: 0.7009, loss: 0.7009, grad_norm: 4.3500, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 10:24:28,719 - mmaction - INFO - Epoch [62][420/792] lr: 3.750e-04, eta: 8:19:26, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9380, loss_cls: 0.7009, loss: 0.7009, grad_norm: 4.3427, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-18 10:24:48,098 - mmaction - INFO - Epoch [62][440/792] lr: 3.750e-04, eta: 8:19:01, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9422, loss_cls: 0.6928, loss: 0.6928, grad_norm: 4.4808, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 10:24:48,527 - mmaction - INFO - Epoch [62][440/792] lr: 3.750e-04, eta: 8:19:07, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9422, loss_cls: 0.6928, loss: 0.6928, grad_norm: 4.4472, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-18 10:25:07,902 - mmaction - INFO - Epoch [62][460/792] lr: 3.750e-04, eta: 8:18:41, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9411, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.5635, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6518, loss/aux0: 0.6518 2020-10-18 10:25:08,320 - mmaction - INFO - Epoch [62][460/792] lr: 3.750e-04, eta: 8:18:47, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9411, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.5670, top1_acc/aux0: 0.8252, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.6561, loss/aux0: 0.6561 2020-10-18 10:25:27,827 - mmaction - INFO - Epoch [62][480/792] lr: 3.750e-04, eta: 8:18:21, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9328, loss_cls: 0.7479, loss: 0.7479, grad_norm: 4.4316, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6342, loss/aux0: 0.6342 2020-10-18 10:25:28,248 - mmaction - INFO - Epoch [62][480/792] lr: 3.750e-04, eta: 8:18:28, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9328, loss_cls: 0.7479, loss: 0.7479, grad_norm: 4.4678, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6395, loss/aux0: 0.6395 2020-10-18 10:25:47,629 - mmaction - INFO - Epoch [62][500/792] lr: 3.750e-04, eta: 8:18:02, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9401, loss_cls: 0.7292, loss: 0.7292, grad_norm: 4.4357, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-18 10:25:48,047 - mmaction - INFO - Epoch [62][500/792] lr: 3.750e-04, eta: 8:18:08, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9401, loss_cls: 0.7292, loss: 0.7292, grad_norm: 4.4614, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 10:26:07,363 - mmaction - INFO - Epoch [62][520/792] lr: 3.750e-04, eta: 8:17:42, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9406, loss_cls: 0.6905, loss: 0.6905, grad_norm: 4.4976, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 10:26:07,773 - mmaction - INFO - Epoch [62][520/792] lr: 3.750e-04, eta: 8:17:48, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9406, loss_cls: 0.6905, loss: 0.6905, grad_norm: 4.4485, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 10:26:27,279 - mmaction - INFO - Epoch [62][540/792] lr: 3.750e-04, eta: 8:17:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9396, loss_cls: 0.7362, loss: 0.7362, grad_norm: 4.4838, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-18 10:26:27,711 - mmaction - INFO - Epoch [62][540/792] lr: 3.750e-04, eta: 8:17:29, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9396, loss_cls: 0.7362, loss: 0.7362, grad_norm: 4.4393, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6197, loss/aux0: 0.6197 2020-10-18 10:26:47,065 - mmaction - INFO - Epoch [62][560/792] lr: 3.750e-04, eta: 8:17:03, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9385, loss_cls: 0.7280, loss: 0.7280, grad_norm: 4.4191, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6327, loss/aux0: 0.6327 2020-10-18 10:26:47,493 - mmaction - INFO - Epoch [62][560/792] lr: 3.750e-04, eta: 8:17:09, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9385, loss_cls: 0.7280, loss: 0.7280, grad_norm: 4.4237, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6331, loss/aux0: 0.6331 2020-10-18 10:27:06,909 - mmaction - INFO - Epoch [62][580/792] lr: 3.750e-04, eta: 8:16:43, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9354, loss_cls: 0.7295, loss: 0.7295, grad_norm: 4.4152, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 10:27:07,334 - mmaction - INFO - Epoch [62][580/792] lr: 3.750e-04, eta: 8:16:50, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9354, loss_cls: 0.7295, loss: 0.7295, grad_norm: 4.4623, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 10:27:26,987 - mmaction - INFO - Epoch [62][600/792] lr: 3.750e-04, eta: 8:16:24, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9365, loss_cls: 0.7291, loss: 0.7291, grad_norm: 4.4993, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 10:27:27,409 - mmaction - INFO - Epoch [62][600/792] lr: 3.750e-04, eta: 8:16:30, time: 0.507, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9365, loss_cls: 0.7291, loss: 0.7291, grad_norm: 4.4894, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6323, loss/aux0: 0.6323 2020-10-18 10:27:46,758 - mmaction - INFO - Epoch [62][620/792] lr: 3.750e-04, eta: 8:16:05, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9391, loss_cls: 0.7222, loss: 0.7222, grad_norm: 4.4057, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6256, loss/aux0: 0.6256 2020-10-18 10:27:47,178 - mmaction - INFO - Epoch [62][620/792] lr: 3.750e-04, eta: 8:16:11, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9391, loss_cls: 0.7222, loss: 0.7222, grad_norm: 4.4365, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 10:28:06,756 - mmaction - INFO - Epoch [62][640/792] lr: 3.750e-04, eta: 8:15:45, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9313, loss_cls: 0.7697, loss: 0.7697, grad_norm: 4.4850, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-18 10:28:07,180 - mmaction - INFO - Epoch [62][640/792] lr: 3.750e-04, eta: 8:15:51, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9313, loss_cls: 0.7697, loss: 0.7697, grad_norm: 4.4455, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 10:28:26,616 - mmaction - INFO - Epoch [62][660/792] lr: 3.750e-04, eta: 8:15:26, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9427, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.4772, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6292, loss/aux0: 0.6292 2020-10-18 10:28:27,038 - mmaction - INFO - Epoch [62][660/792] lr: 3.750e-04, eta: 8:15:32, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9427, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.4714, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6305, loss/aux0: 0.6305 2020-10-18 10:28:46,604 - mmaction - INFO - Epoch [62][680/792] lr: 3.750e-04, eta: 8:15:06, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9385, loss_cls: 0.7014, loss: 0.7014, grad_norm: 4.4447, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 10:28:47,026 - mmaction - INFO - Epoch [62][680/792] lr: 3.750e-04, eta: 8:15:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9385, loss_cls: 0.7014, loss: 0.7014, grad_norm: 4.4764, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 10:29:06,481 - mmaction - INFO - Epoch [62][700/792] lr: 3.750e-04, eta: 8:14:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.7293, loss: 0.7293, grad_norm: 4.3980, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6391, loss/aux0: 0.6391 2020-10-18 10:29:06,911 - mmaction - INFO - Epoch [62][700/792] lr: 3.750e-04, eta: 8:14:53, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.7293, loss: 0.7293, grad_norm: 4.4027, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6368, loss/aux0: 0.6368 2020-10-18 10:29:26,346 - mmaction - INFO - Epoch [62][720/792] lr: 3.750e-04, eta: 8:14:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9391, loss_cls: 0.7359, loss: 0.7359, grad_norm: 4.5546, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6275, loss/aux0: 0.6275 2020-10-18 10:29:26,769 - mmaction - INFO - Epoch [62][720/792] lr: 3.750e-04, eta: 8:14:33, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9391, loss_cls: 0.7359, loss: 0.7359, grad_norm: 4.5877, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6270, loss/aux0: 0.6270 2020-10-18 10:29:46,135 - mmaction - INFO - Epoch [62][740/792] lr: 3.750e-04, eta: 8:14:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9453, loss_cls: 0.6579, loss: 0.6579, grad_norm: 4.3574, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6297, loss/aux0: 0.6297 2020-10-18 10:29:46,546 - mmaction - INFO - Epoch [62][740/792] lr: 3.750e-04, eta: 8:14:14, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9453, loss_cls: 0.6579, loss: 0.6579, grad_norm: 4.3699, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 10:30:05,995 - mmaction - INFO - Epoch [62][760/792] lr: 3.750e-04, eta: 8:13:48, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9385, loss_cls: 0.7214, loss: 0.7214, grad_norm: 4.4895, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-18 10:30:06,407 - mmaction - INFO - Epoch [62][760/792] lr: 3.750e-04, eta: 8:13:54, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9385, loss_cls: 0.7214, loss: 0.7214, grad_norm: 4.4769, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6304, loss/aux0: 0.6304 2020-10-18 10:30:25,808 - mmaction - INFO - Epoch [62][780/792] lr: 3.750e-04, eta: 8:13:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.5505, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6360, loss/aux0: 0.6360 2020-10-18 10:30:26,250 - mmaction - INFO - Epoch [62][780/792] lr: 3.750e-04, eta: 8:13:35, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.5275, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-18 10:30:39,129 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-10-18 10:33:15,226 - mmaction - INFO - Epoch [63][20/792] lr: 3.750e-04, eta: 8:12:50, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9432, loss_cls: 0.7034, loss: 0.7034, grad_norm: 4.4627, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6467, loss/aux0: 0.6467 2020-10-18 10:33:15,656 - mmaction - INFO - Epoch [63][20/792] lr: 3.750e-04, eta: 8:12:56, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9432, loss_cls: 0.7034, loss: 0.7034, grad_norm: 4.4412, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6450, loss/aux0: 0.6450 2020-10-18 10:33:35,180 - mmaction - INFO - Epoch [63][40/792] lr: 3.750e-04, eta: 8:12:31, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9448, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.5091, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6301, loss/aux0: 0.6301 2020-10-18 10:33:35,599 - mmaction - INFO - Epoch [63][40/792] lr: 3.750e-04, eta: 8:12:37, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9448, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.4701, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6296, loss/aux0: 0.6296 2020-10-18 10:33:54,927 - mmaction - INFO - Epoch [63][60/792] lr: 3.750e-04, eta: 8:12:11, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9339, loss_cls: 0.6878, loss: 0.6878, grad_norm: 4.3121, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5968, loss/aux0: 0.5968 2020-10-18 10:33:55,367 - mmaction - INFO - Epoch [63][60/792] lr: 3.750e-04, eta: 8:12:17, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9339, loss_cls: 0.6878, loss: 0.6878, grad_norm: 4.2668, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5917, loss/aux0: 0.5917 2020-10-18 10:34:14,967 - mmaction - INFO - Epoch [63][80/792] lr: 3.750e-04, eta: 8:11:52, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9370, loss_cls: 0.7267, loss: 0.7267, grad_norm: 4.4842, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6089, loss/aux0: 0.6089 2020-10-18 10:34:15,387 - mmaction - INFO - Epoch [63][80/792] lr: 3.750e-04, eta: 8:11:58, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9370, loss_cls: 0.7267, loss: 0.7267, grad_norm: 4.4587, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-18 10:34:34,881 - mmaction - INFO - Epoch [63][100/792] lr: 3.750e-04, eta: 8:11:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9411, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.4560, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6100, loss/aux0: 0.6100 2020-10-18 10:34:35,287 - mmaction - INFO - Epoch [63][100/792] lr: 3.750e-04, eta: 8:11:38, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9411, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.4578, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-18 10:34:54,905 - mmaction - INFO - Epoch [63][120/792] lr: 3.750e-04, eta: 8:11:13, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9469, loss_cls: 0.6569, loss: 0.6569, grad_norm: 4.4032, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-18 10:34:55,325 - mmaction - INFO - Epoch [63][120/792] lr: 3.750e-04, eta: 8:11:19, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9469, loss_cls: 0.6569, loss: 0.6569, grad_norm: 4.4091, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6376, loss/aux0: 0.6376 2020-10-18 10:35:14,670 - mmaction - INFO - Epoch [63][140/792] lr: 3.750e-04, eta: 8:10:53, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9464, loss_cls: 0.6516, loss: 0.6516, grad_norm: 4.4224, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6294, loss/aux0: 0.6294 2020-10-18 10:35:15,092 - mmaction - INFO - Epoch [63][140/792] lr: 3.750e-04, eta: 8:10:59, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9464, loss_cls: 0.6516, loss: 0.6516, grad_norm: 4.4101, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6326, loss/aux0: 0.6326 2020-10-18 10:35:34,544 - mmaction - INFO - Epoch [63][160/792] lr: 3.750e-04, eta: 8:10:34, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9422, loss_cls: 0.7085, loss: 0.7085, grad_norm: 4.4692, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-18 10:35:34,965 - mmaction - INFO - Epoch [63][160/792] lr: 3.750e-04, eta: 8:10:40, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9422, loss_cls: 0.7085, loss: 0.7085, grad_norm: 4.4773, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 10:35:54,353 - mmaction - INFO - Epoch [63][180/792] lr: 3.750e-04, eta: 8:10:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9427, loss_cls: 0.7310, loss: 0.7310, grad_norm: 4.4351, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-18 10:35:54,778 - mmaction - INFO - Epoch [63][180/792] lr: 3.750e-04, eta: 8:10:20, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9427, loss_cls: 0.7310, loss: 0.7310, grad_norm: 4.4183, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-18 10:36:14,218 - mmaction - INFO - Epoch [63][200/792] lr: 3.750e-04, eta: 8:09:54, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9427, loss_cls: 0.6656, loss: 0.6656, grad_norm: 4.4092, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 10:36:14,638 - mmaction - INFO - Epoch [63][200/792] lr: 3.750e-04, eta: 8:10:01, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9427, loss_cls: 0.6656, loss: 0.6656, grad_norm: 4.3636, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 10:36:33,990 - mmaction - INFO - Epoch [63][220/792] lr: 3.750e-04, eta: 8:09:35, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7485, loss: 0.7485, grad_norm: 4.4910, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6369, loss/aux0: 0.6369 2020-10-18 10:36:34,411 - mmaction - INFO - Epoch [63][220/792] lr: 3.750e-04, eta: 8:09:41, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7485, loss: 0.7485, grad_norm: 4.4472, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6357, loss/aux0: 0.6357 2020-10-18 10:36:53,826 - mmaction - INFO - Epoch [63][240/792] lr: 3.750e-04, eta: 8:09:15, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9417, loss_cls: 0.7211, loss: 0.7211, grad_norm: 4.4691, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6131, loss/aux0: 0.6131 2020-10-18 10:36:54,251 - mmaction - INFO - Epoch [63][240/792] lr: 3.750e-04, eta: 8:09:21, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9417, loss_cls: 0.7211, loss: 0.7211, grad_norm: 4.4680, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6145, loss/aux0: 0.6145 2020-10-18 10:37:13,704 - mmaction - INFO - Epoch [63][260/792] lr: 3.750e-04, eta: 8:08:56, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9500, loss_cls: 0.6573, loss: 0.6573, grad_norm: 4.5866, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6263, loss/aux0: 0.6263 2020-10-18 10:37:14,114 - mmaction - INFO - Epoch [63][260/792] lr: 3.750e-04, eta: 8:09:02, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9500, loss_cls: 0.6573, loss: 0.6573, grad_norm: 4.5685, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 10:37:33,718 - mmaction - INFO - Epoch [63][280/792] lr: 3.750e-04, eta: 8:08:36, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9437, loss_cls: 0.6876, loss: 0.6876, grad_norm: 4.4752, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6418, loss/aux0: 0.6418 2020-10-18 10:37:34,174 - mmaction - INFO - Epoch [63][280/792] lr: 3.750e-04, eta: 8:08:43, time: 0.507, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9437, loss_cls: 0.6876, loss: 0.6876, grad_norm: 4.4862, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6378, loss/aux0: 0.6378 2020-10-18 10:37:53,611 - mmaction - INFO - Epoch [63][300/792] lr: 3.750e-04, eta: 8:08:17, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9365, loss_cls: 0.7178, loss: 0.7178, grad_norm: 4.4506, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 10:37:54,023 - mmaction - INFO - Epoch [63][300/792] lr: 3.750e-04, eta: 8:08:23, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9365, loss_cls: 0.7178, loss: 0.7178, grad_norm: 4.4193, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6149, loss/aux0: 0.6149 2020-10-18 10:38:13,438 - mmaction - INFO - Epoch [63][320/792] lr: 3.750e-04, eta: 8:07:57, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.7145, loss: 0.7145, grad_norm: 4.3312, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 10:38:13,864 - mmaction - INFO - Epoch [63][320/792] lr: 3.750e-04, eta: 8:08:03, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.7145, loss: 0.7145, grad_norm: 4.3541, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-18 10:38:33,258 - mmaction - INFO - Epoch [63][340/792] lr: 3.750e-04, eta: 8:07:38, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9375, loss_cls: 0.7141, loss: 0.7141, grad_norm: 4.6800, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6571, loss/aux0: 0.6571 2020-10-18 10:38:33,669 - mmaction - INFO - Epoch [63][340/792] lr: 3.750e-04, eta: 8:07:44, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9375, loss_cls: 0.7141, loss: 0.7141, grad_norm: 4.6083, top1_acc/aux0: 0.8259, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6593, loss/aux0: 0.6593 2020-10-18 10:38:53,123 - mmaction - INFO - Epoch [63][360/792] lr: 3.750e-04, eta: 8:07:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9443, loss_cls: 0.6780, loss: 0.6780, grad_norm: 4.3656, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6210, loss/aux0: 0.6210 2020-10-18 10:38:53,523 - mmaction - INFO - Epoch [63][360/792] lr: 3.750e-04, eta: 8:07:24, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9443, loss_cls: 0.6780, loss: 0.6780, grad_norm: 4.3671, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 10:39:13,131 - mmaction - INFO - Epoch [63][380/792] lr: 3.750e-04, eta: 8:06:59, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9385, loss_cls: 0.6606, loss: 0.6606, grad_norm: 4.3848, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 10:39:13,538 - mmaction - INFO - Epoch [63][380/792] lr: 3.750e-04, eta: 8:07:05, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9385, loss_cls: 0.6606, loss: 0.6606, grad_norm: 4.3677, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 10:39:32,905 - mmaction - INFO - Epoch [63][400/792] lr: 3.750e-04, eta: 8:06:39, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9474, loss_cls: 0.6918, loss: 0.6918, grad_norm: 4.5354, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6302, loss/aux0: 0.6302 2020-10-18 10:39:33,355 - mmaction - INFO - Epoch [63][400/792] lr: 3.750e-04, eta: 8:06:45, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9474, loss_cls: 0.6918, loss: 0.6918, grad_norm: 4.5448, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6316, loss/aux0: 0.6316 2020-10-18 10:39:52,829 - mmaction - INFO - Epoch [63][420/792] lr: 3.750e-04, eta: 8:06:20, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.7128, loss: 0.7128, grad_norm: 4.5815, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 10:39:53,248 - mmaction - INFO - Epoch [63][420/792] lr: 3.750e-04, eta: 8:06:26, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.7128, loss: 0.7128, grad_norm: 4.6217, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-18 10:40:12,700 - mmaction - INFO - Epoch [63][440/792] lr: 3.750e-04, eta: 8:06:00, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9292, loss_cls: 0.7416, loss: 0.7416, grad_norm: 4.4383, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6458, loss/aux0: 0.6458 2020-10-18 10:40:13,131 - mmaction - INFO - Epoch [63][440/792] lr: 3.750e-04, eta: 8:06:06, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9292, loss_cls: 0.7416, loss: 0.7416, grad_norm: 4.4254, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-18 10:40:32,633 - mmaction - INFO - Epoch [63][460/792] lr: 3.750e-04, eta: 8:05:41, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9448, loss_cls: 0.7162, loss: 0.7162, grad_norm: 4.4427, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5895, loss/aux0: 0.5895 2020-10-18 10:40:33,123 - mmaction - INFO - Epoch [63][460/792] lr: 3.750e-04, eta: 8:05:47, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9448, loss_cls: 0.7162, loss: 0.7162, grad_norm: 4.4477, top1_acc/aux0: 0.8455, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-18 10:40:52,417 - mmaction - INFO - Epoch [63][480/792] lr: 3.750e-04, eta: 8:05:21, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9297, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.4427, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6200, loss/aux0: 0.6200 2020-10-18 10:40:52,843 - mmaction - INFO - Epoch [63][480/792] lr: 3.750e-04, eta: 8:05:27, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9297, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.3939, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 10:41:12,319 - mmaction - INFO - Epoch [63][500/792] lr: 3.750e-04, eta: 8:05:01, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9484, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.4663, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 10:41:12,740 - mmaction - INFO - Epoch [63][500/792] lr: 3.750e-04, eta: 8:05:07, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9484, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.4555, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-18 10:41:32,301 - mmaction - INFO - Epoch [63][520/792] lr: 3.750e-04, eta: 8:04:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9417, loss_cls: 0.6958, loss: 0.6958, grad_norm: 4.4468, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6219, loss/aux0: 0.6219 2020-10-18 10:41:32,714 - mmaction - INFO - Epoch [63][520/792] lr: 3.750e-04, eta: 8:04:48, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9417, loss_cls: 0.6958, loss: 0.6958, grad_norm: 4.4832, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 10:41:52,133 - mmaction - INFO - Epoch [63][540/792] lr: 3.750e-04, eta: 8:04:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9432, loss_cls: 0.7008, loss: 0.7008, grad_norm: 4.4121, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6230, loss/aux0: 0.6230 2020-10-18 10:41:52,560 - mmaction - INFO - Epoch [63][540/792] lr: 3.750e-04, eta: 8:04:28, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9432, loss_cls: 0.7008, loss: 0.7008, grad_norm: 4.4315, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 10:42:12,108 - mmaction - INFO - Epoch [63][560/792] lr: 3.750e-04, eta: 8:04:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6864, loss: 0.6864, grad_norm: 4.4096, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-18 10:42:12,561 - mmaction - INFO - Epoch [63][560/792] lr: 3.750e-04, eta: 8:04:09, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6864, loss: 0.6864, grad_norm: 4.3744, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 10:42:32,082 - mmaction - INFO - Epoch [63][580/792] lr: 3.750e-04, eta: 8:03:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9427, loss_cls: 0.7120, loss: 0.7120, grad_norm: 4.4724, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-18 10:42:32,504 - mmaction - INFO - Epoch [63][580/792] lr: 3.750e-04, eta: 8:03:49, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9427, loss_cls: 0.7120, loss: 0.7120, grad_norm: 4.5031, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 10:42:51,974 - mmaction - INFO - Epoch [63][600/792] lr: 3.750e-04, eta: 8:03:24, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9396, loss_cls: 0.6900, loss: 0.6900, grad_norm: 4.4728, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6325, loss/aux0: 0.6325 2020-10-18 10:42:52,377 - mmaction - INFO - Epoch [63][600/792] lr: 3.750e-04, eta: 8:03:30, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9396, loss_cls: 0.6900, loss: 0.6900, grad_norm: 4.5235, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-18 10:43:11,844 - mmaction - INFO - Epoch [63][620/792] lr: 3.750e-04, eta: 8:03:04, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9417, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.3139, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-18 10:43:12,255 - mmaction - INFO - Epoch [63][620/792] lr: 3.750e-04, eta: 8:03:10, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9417, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.3530, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-18 10:43:31,691 - mmaction - INFO - Epoch [63][640/792] lr: 3.750e-04, eta: 8:02:45, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9391, loss_cls: 0.7101, loss: 0.7101, grad_norm: 4.4604, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-18 10:43:32,102 - mmaction - INFO - Epoch [63][640/792] lr: 3.750e-04, eta: 8:02:51, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9391, loss_cls: 0.7101, loss: 0.7101, grad_norm: 4.4660, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-18 10:43:51,474 - mmaction - INFO - Epoch [63][660/792] lr: 3.750e-04, eta: 8:02:25, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6719, loss: 0.6719, grad_norm: 4.4942, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-18 10:43:51,889 - mmaction - INFO - Epoch [63][660/792] lr: 3.750e-04, eta: 8:02:31, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6719, loss: 0.6719, grad_norm: 4.4941, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 10:44:11,299 - mmaction - INFO - Epoch [63][680/792] lr: 3.750e-04, eta: 8:02:05, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9302, loss_cls: 0.7154, loss: 0.7154, grad_norm: 4.4942, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-18 10:44:11,742 - mmaction - INFO - Epoch [63][680/792] lr: 3.750e-04, eta: 8:02:11, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9302, loss_cls: 0.7154, loss: 0.7154, grad_norm: 4.4954, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6207, loss/aux0: 0.6207 2020-10-18 10:44:31,242 - mmaction - INFO - Epoch [63][700/792] lr: 3.750e-04, eta: 8:01:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9401, loss_cls: 0.7197, loss: 0.7197, grad_norm: 4.4892, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 10:44:31,654 - mmaction - INFO - Epoch [63][700/792] lr: 3.750e-04, eta: 8:01:52, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9401, loss_cls: 0.7197, loss: 0.7197, grad_norm: 4.4756, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-18 10:44:51,128 - mmaction - INFO - Epoch [63][720/792] lr: 3.750e-04, eta: 8:01:26, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9370, loss_cls: 0.7536, loss: 0.7536, grad_norm: 4.4443, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6419, loss/aux0: 0.6419 2020-10-18 10:44:51,540 - mmaction - INFO - Epoch [63][720/792] lr: 3.750e-04, eta: 8:01:32, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9370, loss_cls: 0.7536, loss: 0.7536, grad_norm: 4.4596, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6418, loss/aux0: 0.6418 2020-10-18 10:45:10,982 - mmaction - INFO - Epoch [63][740/792] lr: 3.750e-04, eta: 8:01:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9448, loss_cls: 0.7026, loss: 0.7026, grad_norm: 4.4722, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6274, loss/aux0: 0.6274 2020-10-18 10:45:11,401 - mmaction - INFO - Epoch [63][740/792] lr: 3.750e-04, eta: 8:01:13, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9448, loss_cls: 0.7026, loss: 0.7026, grad_norm: 4.5164, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 10:45:31,075 - mmaction - INFO - Epoch [63][760/792] lr: 3.750e-04, eta: 8:00:48, time: 0.509, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6482, loss: 0.6482, grad_norm: 4.3573, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6181, loss/aux0: 0.6181 2020-10-18 10:45:31,482 - mmaction - INFO - Epoch [63][760/792] lr: 3.750e-04, eta: 8:00:54, time: 0.509, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6482, loss: 0.6482, grad_norm: 4.3425, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 10:45:50,960 - mmaction - INFO - Epoch [63][780/792] lr: 3.750e-04, eta: 8:00:28, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9271, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.4900, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6340, loss/aux0: 0.6340 2020-10-18 10:45:51,380 - mmaction - INFO - Epoch [63][780/792] lr: 3.750e-04, eta: 8:00:34, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9271, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.4777, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-18 10:46:04,240 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-10-18 10:49:00,468 - mmaction - INFO - Epoch [64][20/792] lr: 3.750e-04, eta: 7:59:50, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9432, loss_cls: 0.6796, loss: 0.6796, grad_norm: 4.4083, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-18 10:49:00,893 - mmaction - INFO - Epoch [64][20/792] lr: 3.750e-04, eta: 7:59:56, time: 0.496, data_time: 0.005, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9432, loss_cls: 0.6796, loss: 0.6796, grad_norm: 4.4369, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-18 10:49:20,191 - mmaction - INFO - Epoch [64][40/792] lr: 3.750e-04, eta: 7:59:30, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9474, loss_cls: 0.6314, loss: 0.6314, grad_norm: 4.2678, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 10:49:20,613 - mmaction - INFO - Epoch [64][40/792] lr: 3.750e-04, eta: 7:59:36, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9474, loss_cls: 0.6314, loss: 0.6314, grad_norm: 4.2560, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-18 10:49:39,860 - mmaction - INFO - Epoch [64][60/792] lr: 3.750e-04, eta: 7:59:11, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9484, loss_cls: 0.7065, loss: 0.7065, grad_norm: 4.5576, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-18 10:49:40,302 - mmaction - INFO - Epoch [64][60/792] lr: 3.750e-04, eta: 7:59:16, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9484, loss_cls: 0.7065, loss: 0.7065, grad_norm: 4.5582, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-18 10:49:59,711 - mmaction - INFO - Epoch [64][80/792] lr: 3.750e-04, eta: 7:58:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.4054, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 10:50:00,128 - mmaction - INFO - Epoch [64][80/792] lr: 3.750e-04, eta: 7:58:57, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.3939, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6222, loss/aux0: 0.6222 2020-10-18 10:50:19,571 - mmaction - INFO - Epoch [64][100/792] lr: 3.750e-04, eta: 7:58:31, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9339, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.4011, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6301, loss/aux0: 0.6301 2020-10-18 10:50:19,990 - mmaction - INFO - Epoch [64][100/792] lr: 3.750e-04, eta: 7:58:37, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9339, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.3942, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6278, loss/aux0: 0.6278 2020-10-18 10:50:39,452 - mmaction - INFO - Epoch [64][120/792] lr: 3.750e-04, eta: 7:58:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9427, loss_cls: 0.7017, loss: 0.7017, grad_norm: 4.5182, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 10:50:39,857 - mmaction - INFO - Epoch [64][120/792] lr: 3.750e-04, eta: 7:58:18, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9427, loss_cls: 0.7017, loss: 0.7017, grad_norm: 4.5226, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6246, loss/aux0: 0.6246 2020-10-18 10:50:59,318 - mmaction - INFO - Epoch [64][140/792] lr: 3.750e-04, eta: 7:57:52, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9417, loss_cls: 0.6789, loss: 0.6789, grad_norm: 4.3581, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6374, loss/aux0: 0.6374 2020-10-18 10:50:59,742 - mmaction - INFO - Epoch [64][140/792] lr: 3.750e-04, eta: 7:57:58, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9417, loss_cls: 0.6789, loss: 0.6789, grad_norm: 4.3454, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6410, loss/aux0: 0.6410 2020-10-18 10:51:19,311 - mmaction - INFO - Epoch [64][160/792] lr: 3.750e-04, eta: 7:57:33, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9375, loss_cls: 0.7040, loss: 0.7040, grad_norm: 4.4533, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 10:51:19,716 - mmaction - INFO - Epoch [64][160/792] lr: 3.750e-04, eta: 7:57:39, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9375, loss_cls: 0.7040, loss: 0.7040, grad_norm: 4.5111, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 10:51:39,135 - mmaction - INFO - Epoch [64][180/792] lr: 3.750e-04, eta: 7:57:13, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9391, loss_cls: 0.6835, loss: 0.6835, grad_norm: 4.2918, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 10:51:39,546 - mmaction - INFO - Epoch [64][180/792] lr: 3.750e-04, eta: 7:57:19, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9391, loss_cls: 0.6835, loss: 0.6835, grad_norm: 4.3257, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-18 10:51:59,141 - mmaction - INFO - Epoch [64][200/792] lr: 3.750e-04, eta: 7:56:54, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9453, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.3652, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 10:51:59,549 - mmaction - INFO - Epoch [64][200/792] lr: 3.750e-04, eta: 7:57:00, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9453, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.3582, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-18 10:52:19,002 - mmaction - INFO - Epoch [64][220/792] lr: 3.750e-04, eta: 7:56:34, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9464, loss_cls: 0.6693, loss: 0.6693, grad_norm: 4.5639, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-18 10:52:19,420 - mmaction - INFO - Epoch [64][220/792] lr: 3.750e-04, eta: 7:56:40, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9464, loss_cls: 0.6693, loss: 0.6693, grad_norm: 4.5609, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6408, loss/aux0: 0.6408 2020-10-18 10:52:39,154 - mmaction - INFO - Epoch [64][240/792] lr: 3.750e-04, eta: 7:56:15, time: 0.506, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9339, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.4163, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 10:52:39,566 - mmaction - INFO - Epoch [64][240/792] lr: 3.750e-04, eta: 7:56:21, time: 0.507, data_time: 0.003, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9339, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.4114, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-18 10:52:58,867 - mmaction - INFO - Epoch [64][260/792] lr: 3.750e-04, eta: 7:55:56, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9417, loss_cls: 0.6682, loss: 0.6682, grad_norm: 4.4725, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-18 10:52:59,275 - mmaction - INFO - Epoch [64][260/792] lr: 3.750e-04, eta: 7:56:01, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9417, loss_cls: 0.6682, loss: 0.6682, grad_norm: 4.4621, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6311, loss/aux0: 0.6311 2020-10-18 10:53:18,669 - mmaction - INFO - Epoch [64][280/792] lr: 3.750e-04, eta: 7:55:36, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.7044, loss: 0.7044, grad_norm: 4.4821, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-18 10:53:19,076 - mmaction - INFO - Epoch [64][280/792] lr: 3.750e-04, eta: 7:55:42, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.7044, loss: 0.7044, grad_norm: 4.5179, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-18 10:53:38,563 - mmaction - INFO - Epoch [64][300/792] lr: 3.750e-04, eta: 7:55:16, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9448, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.3847, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 10:53:38,983 - mmaction - INFO - Epoch [64][300/792] lr: 3.750e-04, eta: 7:55:22, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9448, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.3947, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 10:53:58,467 - mmaction - INFO - Epoch [64][320/792] lr: 3.750e-04, eta: 7:54:57, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9422, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.4319, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 10:53:58,888 - mmaction - INFO - Epoch [64][320/792] lr: 3.750e-04, eta: 7:55:02, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9422, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.4689, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6286, loss/aux0: 0.6286 2020-10-18 10:54:18,364 - mmaction - INFO - Epoch [64][340/792] lr: 3.750e-04, eta: 7:54:37, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9443, loss_cls: 0.6909, loss: 0.6909, grad_norm: 4.4099, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-18 10:54:18,768 - mmaction - INFO - Epoch [64][340/792] lr: 3.750e-04, eta: 7:54:43, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9443, loss_cls: 0.6909, loss: 0.6909, grad_norm: 4.3829, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-18 10:54:38,239 - mmaction - INFO - Epoch [64][360/792] lr: 3.750e-04, eta: 7:54:18, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9437, loss_cls: 0.6968, loss: 0.6968, grad_norm: 4.5617, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6342, loss/aux0: 0.6342 2020-10-18 10:54:38,668 - mmaction - INFO - Epoch [64][360/792] lr: 3.750e-04, eta: 7:54:23, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9437, loss_cls: 0.6968, loss: 0.6968, grad_norm: 4.5242, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-18 10:54:58,194 - mmaction - INFO - Epoch [64][380/792] lr: 3.750e-04, eta: 7:53:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9443, loss_cls: 0.6918, loss: 0.6918, grad_norm: 4.4690, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 10:54:58,610 - mmaction - INFO - Epoch [64][380/792] lr: 3.750e-04, eta: 7:54:04, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9443, loss_cls: 0.6918, loss: 0.6918, grad_norm: 4.4234, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-18 10:55:18,090 - mmaction - INFO - Epoch [64][400/792] lr: 3.750e-04, eta: 7:53:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9401, loss_cls: 0.6905, loss: 0.6905, grad_norm: 4.5352, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-18 10:55:18,500 - mmaction - INFO - Epoch [64][400/792] lr: 3.750e-04, eta: 7:53:44, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9401, loss_cls: 0.6905, loss: 0.6905, grad_norm: 4.5033, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6083, loss/aux0: 0.6083 2020-10-18 10:55:37,998 - mmaction - INFO - Epoch [64][420/792] lr: 3.750e-04, eta: 7:53:19, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.6873, loss: 0.6873, grad_norm: 4.4111, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-18 10:55:38,405 - mmaction - INFO - Epoch [64][420/792] lr: 3.750e-04, eta: 7:53:25, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.6873, loss: 0.6873, grad_norm: 4.4287, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 10:55:57,759 - mmaction - INFO - Epoch [64][440/792] lr: 3.750e-04, eta: 7:52:59, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9396, loss_cls: 0.7364, loss: 0.7364, grad_norm: 4.5662, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6252, loss/aux0: 0.6252 2020-10-18 10:55:58,176 - mmaction - INFO - Epoch [64][440/792] lr: 3.750e-04, eta: 7:53:05, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9396, loss_cls: 0.7364, loss: 0.7364, grad_norm: 4.5731, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 10:56:17,651 - mmaction - INFO - Epoch [64][460/792] lr: 3.750e-04, eta: 7:52:40, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9380, loss_cls: 0.7278, loss: 0.7278, grad_norm: 4.4331, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-18 10:56:18,067 - mmaction - INFO - Epoch [64][460/792] lr: 3.750e-04, eta: 7:52:46, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9380, loss_cls: 0.7278, loss: 0.7278, grad_norm: 4.4200, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-18 10:56:37,498 - mmaction - INFO - Epoch [64][480/792] lr: 3.750e-04, eta: 7:52:20, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9484, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.4265, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 10:56:37,929 - mmaction - INFO - Epoch [64][480/792] lr: 3.750e-04, eta: 7:52:26, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9484, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.4685, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-18 10:56:57,383 - mmaction - INFO - Epoch [64][500/792] lr: 3.750e-04, eta: 7:52:01, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6983, loss: 0.6983, grad_norm: 4.5831, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 10:56:57,830 - mmaction - INFO - Epoch [64][500/792] lr: 3.750e-04, eta: 7:52:06, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6983, loss: 0.6983, grad_norm: 4.5817, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6283, loss/aux0: 0.6283 2020-10-18 10:57:17,215 - mmaction - INFO - Epoch [64][520/792] lr: 3.750e-04, eta: 7:51:41, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9422, loss_cls: 0.7183, loss: 0.7183, grad_norm: 4.3747, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-18 10:57:17,632 - mmaction - INFO - Epoch [64][520/792] lr: 3.750e-04, eta: 7:51:47, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9422, loss_cls: 0.7183, loss: 0.7183, grad_norm: 4.3761, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-18 10:57:37,097 - mmaction - INFO - Epoch [64][540/792] lr: 3.750e-04, eta: 7:51:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9432, loss_cls: 0.6878, loss: 0.6878, grad_norm: 4.3635, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-18 10:57:37,515 - mmaction - INFO - Epoch [64][540/792] lr: 3.750e-04, eta: 7:51:27, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9432, loss_cls: 0.6878, loss: 0.6878, grad_norm: 4.3695, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6158, loss/aux0: 0.6158 2020-10-18 10:57:56,936 - mmaction - INFO - Epoch [64][560/792] lr: 3.750e-04, eta: 7:51:02, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9427, loss_cls: 0.7006, loss: 0.7006, grad_norm: 4.5017, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6319, loss/aux0: 0.6319 2020-10-18 10:57:57,363 - mmaction - INFO - Epoch [64][560/792] lr: 3.750e-04, eta: 7:51:08, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9427, loss_cls: 0.7006, loss: 0.7006, grad_norm: 4.4985, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6292, loss/aux0: 0.6292 2020-10-18 10:58:16,879 - mmaction - INFO - Epoch [64][580/792] lr: 3.750e-04, eta: 7:50:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9286, loss_cls: 0.7659, loss: 0.7659, grad_norm: 4.4943, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 10:58:17,284 - mmaction - INFO - Epoch [64][580/792] lr: 3.750e-04, eta: 7:50:48, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9286, loss_cls: 0.7659, loss: 0.7659, grad_norm: 4.4962, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-18 10:58:36,730 - mmaction - INFO - Epoch [64][600/792] lr: 3.750e-04, eta: 7:50:23, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9297, loss_cls: 0.7054, loss: 0.7054, grad_norm: 4.3769, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 10:58:37,153 - mmaction - INFO - Epoch [64][600/792] lr: 3.750e-04, eta: 7:50:29, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9297, loss_cls: 0.7054, loss: 0.7054, grad_norm: 4.3353, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6089, loss/aux0: 0.6089 2020-10-18 10:58:56,686 - mmaction - INFO - Epoch [64][620/792] lr: 3.750e-04, eta: 7:50:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9448, loss_cls: 0.6982, loss: 0.6982, grad_norm: 4.5174, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6284, loss/aux0: 0.6284 2020-10-18 10:58:57,100 - mmaction - INFO - Epoch [64][620/792] lr: 3.750e-04, eta: 7:50:09, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9448, loss_cls: 0.6982, loss: 0.6982, grad_norm: 4.5245, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6349, loss/aux0: 0.6349 2020-10-18 10:59:16,545 - mmaction - INFO - Epoch [64][640/792] lr: 3.750e-04, eta: 7:49:44, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9359, loss_cls: 0.7171, loss: 0.7171, grad_norm: 4.4395, top1_acc/aux0: 0.8262, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6448, loss/aux0: 0.6448 2020-10-18 10:59:16,963 - mmaction - INFO - Epoch [64][640/792] lr: 3.750e-04, eta: 7:49:50, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9359, loss_cls: 0.7171, loss: 0.7171, grad_norm: 4.4647, top1_acc/aux0: 0.8267, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6436, loss/aux0: 0.6436 2020-10-18 10:59:36,558 - mmaction - INFO - Epoch [64][660/792] lr: 3.750e-04, eta: 7:49:25, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9406, loss_cls: 0.7432, loss: 0.7432, grad_norm: 4.4651, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6206, loss/aux0: 0.6206 2020-10-18 10:59:36,993 - mmaction - INFO - Epoch [64][660/792] lr: 3.750e-04, eta: 7:49:30, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9406, loss_cls: 0.7432, loss: 0.7432, grad_norm: 4.4728, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 10:59:56,342 - mmaction - INFO - Epoch [64][680/792] lr: 3.750e-04, eta: 7:49:05, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9417, loss_cls: 0.7084, loss: 0.7084, grad_norm: 4.4627, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 10:59:56,750 - mmaction - INFO - Epoch [64][680/792] lr: 3.750e-04, eta: 7:49:11, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9417, loss_cls: 0.7084, loss: 0.7084, grad_norm: 4.4507, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 11:00:16,224 - mmaction - INFO - Epoch [64][700/792] lr: 3.750e-04, eta: 7:48:45, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9448, loss_cls: 0.6907, loss: 0.6907, grad_norm: 4.3285, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 11:00:16,643 - mmaction - INFO - Epoch [64][700/792] lr: 3.750e-04, eta: 7:48:51, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9448, loss_cls: 0.6907, loss: 0.6907, grad_norm: 4.3368, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 11:00:36,300 - mmaction - INFO - Epoch [64][720/792] lr: 3.750e-04, eta: 7:48:26, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9453, loss_cls: 0.6825, loss: 0.6825, grad_norm: 4.3636, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5942, loss/aux0: 0.5942 2020-10-18 11:00:36,716 - mmaction - INFO - Epoch [64][720/792] lr: 3.750e-04, eta: 7:48:31, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9453, loss_cls: 0.6825, loss: 0.6825, grad_norm: 4.4005, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 11:00:56,073 - mmaction - INFO - Epoch [64][740/792] lr: 3.750e-04, eta: 7:48:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9411, loss_cls: 0.7165, loss: 0.7165, grad_norm: 4.6528, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6560, loss/aux0: 0.6560 2020-10-18 11:00:56,493 - mmaction - INFO - Epoch [64][740/792] lr: 3.750e-04, eta: 7:48:12, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9411, loss_cls: 0.7165, loss: 0.7165, grad_norm: 4.6449, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6519, loss/aux0: 0.6519 2020-10-18 11:01:16,038 - mmaction - INFO - Epoch [64][760/792] lr: 3.750e-04, eta: 7:47:47, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9396, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.5197, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.6486, loss/aux0: 0.6486 2020-10-18 11:01:16,454 - mmaction - INFO - Epoch [64][760/792] lr: 3.750e-04, eta: 7:47:52, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9396, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.5322, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-18 11:01:35,924 - mmaction - INFO - Epoch [64][780/792] lr: 3.750e-04, eta: 7:47:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9370, loss_cls: 0.7064, loss: 0.7064, grad_norm: 4.4749, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-18 11:01:36,338 - mmaction - INFO - Epoch [64][780/792] lr: 3.750e-04, eta: 7:47:33, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9370, loss_cls: 0.7064, loss: 0.7064, grad_norm: 4.4540, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5942, loss/aux0: 0.5942 2020-10-18 11:01:50,465 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-18 11:04:27,763 - mmaction - INFO - Epoch [65][20/792] lr: 3.750e-04, eta: 7:46:49, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9474, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.3008, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6176, loss/aux0: 0.6176 2020-10-18 11:04:28,176 - mmaction - INFO - Epoch [65][20/792] lr: 3.750e-04, eta: 7:46:55, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9474, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.3412, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 11:04:47,447 - mmaction - INFO - Epoch [65][40/792] lr: 3.750e-04, eta: 7:46:30, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9464, loss_cls: 0.6659, loss: 0.6659, grad_norm: 4.3233, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 11:04:47,887 - mmaction - INFO - Epoch [65][40/792] lr: 3.750e-04, eta: 7:46:35, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9464, loss_cls: 0.6659, loss: 0.6659, grad_norm: 4.3316, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6057, loss/aux0: 0.6057 2020-10-18 11:05:07,409 - mmaction - INFO - Epoch [65][60/792] lr: 3.750e-04, eta: 7:46:10, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9422, loss_cls: 0.7155, loss: 0.7155, grad_norm: 4.3869, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 11:05:07,841 - mmaction - INFO - Epoch [65][60/792] lr: 3.750e-04, eta: 7:46:16, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9422, loss_cls: 0.7155, loss: 0.7155, grad_norm: 4.3646, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6114, loss/aux0: 0.6114 2020-10-18 11:05:27,433 - mmaction - INFO - Epoch [65][80/792] lr: 3.750e-04, eta: 7:45:51, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9437, loss_cls: 0.6720, loss: 0.6720, grad_norm: 4.3807, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 11:05:27,863 - mmaction - INFO - Epoch [65][80/792] lr: 3.750e-04, eta: 7:45:56, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9437, loss_cls: 0.6720, loss: 0.6720, grad_norm: 4.3758, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6353, loss/aux0: 0.6353 2020-10-18 11:05:47,235 - mmaction - INFO - Epoch [65][100/792] lr: 3.750e-04, eta: 7:45:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9479, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.3608, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-18 11:05:47,643 - mmaction - INFO - Epoch [65][100/792] lr: 3.750e-04, eta: 7:45:37, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9479, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.4111, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-18 11:06:07,069 - mmaction - INFO - Epoch [65][120/792] lr: 3.750e-04, eta: 7:45:12, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9417, loss_cls: 0.6761, loss: 0.6761, grad_norm: 4.4710, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 11:06:07,487 - mmaction - INFO - Epoch [65][120/792] lr: 3.750e-04, eta: 7:45:17, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9417, loss_cls: 0.6761, loss: 0.6761, grad_norm: 4.4896, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-18 11:06:27,028 - mmaction - INFO - Epoch [65][140/792] lr: 3.750e-04, eta: 7:44:52, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9391, loss_cls: 0.6921, loss: 0.6921, grad_norm: 4.5068, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6287, loss/aux0: 0.6287 2020-10-18 11:06:27,430 - mmaction - INFO - Epoch [65][140/792] lr: 3.750e-04, eta: 7:44:58, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9391, loss_cls: 0.6921, loss: 0.6921, grad_norm: 4.5182, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6339, loss/aux0: 0.6339 2020-10-18 11:06:46,864 - mmaction - INFO - Epoch [65][160/792] lr: 3.750e-04, eta: 7:44:33, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9292, loss_cls: 0.7333, loss: 0.7333, grad_norm: 4.4424, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 11:06:47,265 - mmaction - INFO - Epoch [65][160/792] lr: 3.750e-04, eta: 7:44:38, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9292, loss_cls: 0.7333, loss: 0.7333, grad_norm: 4.4409, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-18 11:07:06,737 - mmaction - INFO - Epoch [65][180/792] lr: 3.750e-04, eta: 7:44:13, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9427, loss_cls: 0.7125, loss: 0.7125, grad_norm: 4.4713, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-18 11:07:07,152 - mmaction - INFO - Epoch [65][180/792] lr: 3.750e-04, eta: 7:44:19, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9427, loss_cls: 0.7125, loss: 0.7125, grad_norm: 4.4119, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-18 11:07:26,759 - mmaction - INFO - Epoch [65][200/792] lr: 3.750e-04, eta: 7:43:54, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9526, loss_cls: 0.6539, loss: 0.6539, grad_norm: 4.4308, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-18 11:07:27,172 - mmaction - INFO - Epoch [65][200/792] lr: 3.750e-04, eta: 7:43:59, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9526, loss_cls: 0.6539, loss: 0.6539, grad_norm: 4.4421, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6332, loss/aux0: 0.6332 2020-10-18 11:07:46,635 - mmaction - INFO - Epoch [65][220/792] lr: 3.750e-04, eta: 7:43:34, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9437, loss_cls: 0.6867, loss: 0.6867, grad_norm: 4.4546, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-18 11:07:47,051 - mmaction - INFO - Epoch [65][220/792] lr: 3.750e-04, eta: 7:43:40, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9437, loss_cls: 0.6867, loss: 0.6867, grad_norm: 4.4274, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6357, loss/aux0: 0.6357 2020-10-18 11:08:06,528 - mmaction - INFO - Epoch [65][240/792] lr: 3.750e-04, eta: 7:43:15, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9443, loss_cls: 0.6793, loss: 0.6793, grad_norm: 4.5274, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6378, loss/aux0: 0.6378 2020-10-18 11:08:06,942 - mmaction - INFO - Epoch [65][240/792] lr: 3.750e-04, eta: 7:43:20, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9443, loss_cls: 0.6793, loss: 0.6793, grad_norm: 4.5281, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-18 11:08:26,346 - mmaction - INFO - Epoch [65][260/792] lr: 3.750e-04, eta: 7:42:55, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9448, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.4338, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 11:08:26,764 - mmaction - INFO - Epoch [65][260/792] lr: 3.750e-04, eta: 7:43:00, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9448, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.4401, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 11:08:46,167 - mmaction - INFO - Epoch [65][280/792] lr: 3.750e-04, eta: 7:42:35, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.7030, loss: 0.7030, grad_norm: 4.4220, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-18 11:08:46,571 - mmaction - INFO - Epoch [65][280/792] lr: 3.750e-04, eta: 7:42:41, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.7030, loss: 0.7030, grad_norm: 4.4760, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-18 11:09:05,914 - mmaction - INFO - Epoch [65][300/792] lr: 3.750e-04, eta: 7:42:16, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9562, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.6358, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6493, loss/aux0: 0.6493 2020-10-18 11:09:06,325 - mmaction - INFO - Epoch [65][300/792] lr: 3.750e-04, eta: 7:42:21, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9562, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.5783, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6449, loss/aux0: 0.6449 2020-10-18 11:09:25,830 - mmaction - INFO - Epoch [65][320/792] lr: 3.750e-04, eta: 7:41:56, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9453, loss_cls: 0.6778, loss: 0.6778, grad_norm: 4.4925, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6038, loss/aux0: 0.6038 2020-10-18 11:09:26,240 - mmaction - INFO - Epoch [65][320/792] lr: 3.750e-04, eta: 7:42:02, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9453, loss_cls: 0.6778, loss: 0.6778, grad_norm: 4.4395, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 11:09:45,756 - mmaction - INFO - Epoch [65][340/792] lr: 3.750e-04, eta: 7:41:37, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9484, loss_cls: 0.6769, loss: 0.6769, grad_norm: 4.3894, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5898, loss/aux0: 0.5898 2020-10-18 11:09:46,201 - mmaction - INFO - Epoch [65][340/792] lr: 3.750e-04, eta: 7:41:42, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9484, loss_cls: 0.6769, loss: 0.6769, grad_norm: 4.4146, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6016, loss/aux0: 0.6016 2020-10-18 11:10:05,772 - mmaction - INFO - Epoch [65][360/792] lr: 3.750e-04, eta: 7:41:17, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9260, loss_cls: 0.7696, loss: 0.7696, grad_norm: 4.5780, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6409, loss/aux0: 0.6409 2020-10-18 11:10:06,226 - mmaction - INFO - Epoch [65][360/792] lr: 3.750e-04, eta: 7:41:23, time: 0.506, data_time: 0.003, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9260, loss_cls: 0.7696, loss: 0.7696, grad_norm: 4.5869, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6373, loss/aux0: 0.6373 2020-10-18 11:10:25,609 - mmaction - INFO - Epoch [65][380/792] lr: 3.750e-04, eta: 7:40:58, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9411, loss_cls: 0.7159, loss: 0.7159, grad_norm: 4.3640, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6141, loss/aux0: 0.6141 2020-10-18 11:10:26,011 - mmaction - INFO - Epoch [65][380/792] lr: 3.750e-04, eta: 7:41:03, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9411, loss_cls: 0.7159, loss: 0.7159, grad_norm: 4.3995, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 11:10:45,506 - mmaction - INFO - Epoch [65][400/792] lr: 3.750e-04, eta: 7:40:38, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9479, loss_cls: 0.6876, loss: 0.6876, grad_norm: 4.4397, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 11:10:45,928 - mmaction - INFO - Epoch [65][400/792] lr: 3.750e-04, eta: 7:40:44, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9479, loss_cls: 0.6876, loss: 0.6876, grad_norm: 4.4662, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6202, loss/aux0: 0.6202 2020-10-18 11:11:05,372 - mmaction - INFO - Epoch [65][420/792] lr: 3.750e-04, eta: 7:40:19, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9443, loss_cls: 0.6945, loss: 0.6945, grad_norm: 4.4313, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6307, loss/aux0: 0.6307 2020-10-18 11:11:05,794 - mmaction - INFO - Epoch [65][420/792] lr: 3.750e-04, eta: 7:40:24, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9443, loss_cls: 0.6945, loss: 0.6945, grad_norm: 4.4738, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-18 11:11:25,209 - mmaction - INFO - Epoch [65][440/792] lr: 3.750e-04, eta: 7:39:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9370, loss_cls: 0.7167, loss: 0.7167, grad_norm: 4.5173, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 11:11:25,622 - mmaction - INFO - Epoch [65][440/792] lr: 3.750e-04, eta: 7:40:04, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9370, loss_cls: 0.7167, loss: 0.7167, grad_norm: 4.4973, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 11:11:45,102 - mmaction - INFO - Epoch [65][460/792] lr: 3.750e-04, eta: 7:39:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9432, loss_cls: 0.7063, loss: 0.7063, grad_norm: 4.5034, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6260, loss/aux0: 0.6260 2020-10-18 11:11:45,511 - mmaction - INFO - Epoch [65][460/792] lr: 3.750e-04, eta: 7:39:45, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9432, loss_cls: 0.7063, loss: 0.7063, grad_norm: 4.4733, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 11:12:05,010 - mmaction - INFO - Epoch [65][480/792] lr: 3.750e-04, eta: 7:39:20, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9417, loss_cls: 0.6695, loss: 0.6695, grad_norm: 4.3156, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 11:12:05,425 - mmaction - INFO - Epoch [65][480/792] lr: 3.750e-04, eta: 7:39:25, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9417, loss_cls: 0.6695, loss: 0.6695, grad_norm: 4.3363, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6302, loss/aux0: 0.6302 2020-10-18 11:12:24,963 - mmaction - INFO - Epoch [65][500/792] lr: 3.750e-04, eta: 7:39:00, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9401, loss_cls: 0.6928, loss: 0.6928, grad_norm: 4.4024, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6328, loss/aux0: 0.6328 2020-10-18 11:12:25,384 - mmaction - INFO - Epoch [65][500/792] lr: 3.750e-04, eta: 7:39:06, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9401, loss_cls: 0.6928, loss: 0.6928, grad_norm: 4.3938, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-18 11:12:44,885 - mmaction - INFO - Epoch [65][520/792] lr: 3.750e-04, eta: 7:38:41, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9469, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.3522, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6057, loss/aux0: 0.6057 2020-10-18 11:12:45,308 - mmaction - INFO - Epoch [65][520/792] lr: 3.750e-04, eta: 7:38:46, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9469, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.3671, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 11:13:04,787 - mmaction - INFO - Epoch [65][540/792] lr: 3.750e-04, eta: 7:38:21, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9448, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.3485, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-18 11:13:05,220 - mmaction - INFO - Epoch [65][540/792] lr: 3.750e-04, eta: 7:38:27, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9448, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.3781, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 11:13:24,794 - mmaction - INFO - Epoch [65][560/792] lr: 3.750e-04, eta: 7:38:02, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9464, loss_cls: 0.7033, loss: 0.7033, grad_norm: 4.3209, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-18 11:13:25,223 - mmaction - INFO - Epoch [65][560/792] lr: 3.750e-04, eta: 7:38:07, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9464, loss_cls: 0.7033, loss: 0.7033, grad_norm: 4.3742, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 11:13:44,647 - mmaction - INFO - Epoch [65][580/792] lr: 3.750e-04, eta: 7:37:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9391, loss_cls: 0.7119, loss: 0.7119, grad_norm: 4.4873, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-18 11:13:45,054 - mmaction - INFO - Epoch [65][580/792] lr: 3.750e-04, eta: 7:37:48, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9391, loss_cls: 0.7119, loss: 0.7119, grad_norm: 4.5002, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-18 11:14:04,520 - mmaction - INFO - Epoch [65][600/792] lr: 3.750e-04, eta: 7:37:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9349, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.4759, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6203, loss/aux0: 0.6203 2020-10-18 11:14:04,942 - mmaction - INFO - Epoch [65][600/792] lr: 3.750e-04, eta: 7:37:28, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9349, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.4843, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-18 11:14:24,522 - mmaction - INFO - Epoch [65][620/792] lr: 3.750e-04, eta: 7:37:03, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9359, loss_cls: 0.7297, loss: 0.7297, grad_norm: 4.4701, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6353, loss/aux0: 0.6353 2020-10-18 11:14:24,920 - mmaction - INFO - Epoch [65][620/792] lr: 3.750e-04, eta: 7:37:09, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9359, loss_cls: 0.7297, loss: 0.7297, grad_norm: 4.4880, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-18 11:14:44,491 - mmaction - INFO - Epoch [65][640/792] lr: 3.750e-04, eta: 7:36:44, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9323, loss_cls: 0.7346, loss: 0.7346, grad_norm: 4.6035, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 11:14:44,903 - mmaction - INFO - Epoch [65][640/792] lr: 3.750e-04, eta: 7:36:49, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9323, loss_cls: 0.7346, loss: 0.7346, grad_norm: 4.5302, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-18 11:15:04,393 - mmaction - INFO - Epoch [65][660/792] lr: 3.750e-04, eta: 7:36:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9495, loss_cls: 0.6753, loss: 0.6753, grad_norm: 4.4782, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-18 11:15:04,801 - mmaction - INFO - Epoch [65][660/792] lr: 3.750e-04, eta: 7:36:30, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9495, loss_cls: 0.6753, loss: 0.6753, grad_norm: 4.5036, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-18 11:15:24,209 - mmaction - INFO - Epoch [65][680/792] lr: 3.750e-04, eta: 7:36:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9422, loss_cls: 0.6981, loss: 0.6981, grad_norm: 4.5010, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 11:15:24,616 - mmaction - INFO - Epoch [65][680/792] lr: 3.750e-04, eta: 7:36:10, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9422, loss_cls: 0.6981, loss: 0.6981, grad_norm: 4.5016, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 11:15:44,064 - mmaction - INFO - Epoch [65][700/792] lr: 3.750e-04, eta: 7:35:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9479, loss_cls: 0.6901, loss: 0.6901, grad_norm: 4.5929, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-18 11:15:44,494 - mmaction - INFO - Epoch [65][700/792] lr: 3.750e-04, eta: 7:35:51, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9479, loss_cls: 0.6901, loss: 0.6901, grad_norm: 4.5987, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 11:16:04,052 - mmaction - INFO - Epoch [65][720/792] lr: 3.750e-04, eta: 7:35:26, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9437, loss_cls: 0.6793, loss: 0.6793, grad_norm: 4.3861, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-18 11:16:04,457 - mmaction - INFO - Epoch [65][720/792] lr: 3.750e-04, eta: 7:35:31, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9437, loss_cls: 0.6793, loss: 0.6793, grad_norm: 4.3945, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 11:16:23,935 - mmaction - INFO - Epoch [65][740/792] lr: 3.750e-04, eta: 7:35:06, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9453, loss_cls: 0.7154, loss: 0.7154, grad_norm: 4.4514, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 11:16:24,361 - mmaction - INFO - Epoch [65][740/792] lr: 3.750e-04, eta: 7:35:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9453, loss_cls: 0.7154, loss: 0.7154, grad_norm: 4.4435, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 11:16:43,745 - mmaction - INFO - Epoch [65][760/792] lr: 3.750e-04, eta: 7:34:47, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9391, loss_cls: 0.7042, loss: 0.7042, grad_norm: 4.4957, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-18 11:16:44,205 - mmaction - INFO - Epoch [65][760/792] lr: 3.750e-04, eta: 7:34:52, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9391, loss_cls: 0.7042, loss: 0.7042, grad_norm: 4.5098, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6431, loss/aux0: 0.6431 2020-10-18 11:17:03,611 - mmaction - INFO - Epoch [65][780/792] lr: 3.750e-04, eta: 7:34:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9448, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.5629, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 11:17:04,022 - mmaction - INFO - Epoch [65][780/792] lr: 3.750e-04, eta: 7:34:32, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9448, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.5593, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-18 11:17:17,158 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-10-18 11:18:39,326 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 11:18:39,443 - mmaction - INFO - top1_acc 0.7819 top5_acc 0.9376 2020-10-18 11:18:39,443 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 11:18:39,494 - mmaction - INFO - mean_acc 0.7823 2020-10-18 11:18:39,496 - mmaction - INFO - Epoch(val) [65][792] top1_acc: 0.7819, top5_acc: 0.9376, mean_class_accuracy: 0.7823 2020-10-18 11:21:29,731 - mmaction - INFO - Epoch [66][20/792] lr: 3.750e-04, eta: 7:33:49, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9448, loss_cls: 0.6583, loss: 0.6583, grad_norm: 4.3293, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5920, loss/aux0: 0.5920 2020-10-18 11:21:30,169 - mmaction - INFO - Epoch [66][20/792] lr: 3.750e-04, eta: 7:33:55, time: 0.497, data_time: 0.005, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9448, loss_cls: 0.6583, loss: 0.6583, grad_norm: 4.3568, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-18 11:21:49,478 - mmaction - INFO - Epoch [66][40/792] lr: 3.750e-04, eta: 7:33:30, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9427, loss_cls: 0.7032, loss: 0.7032, grad_norm: 4.4219, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-18 11:21:49,890 - mmaction - INFO - Epoch [66][40/792] lr: 3.750e-04, eta: 7:33:35, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9427, loss_cls: 0.7032, loss: 0.7032, grad_norm: 4.3875, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-18 11:22:09,404 - mmaction - INFO - Epoch [66][60/792] lr: 3.750e-04, eta: 7:33:10, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9349, loss_cls: 0.7214, loss: 0.7214, grad_norm: 4.4025, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6197, loss/aux0: 0.6197 2020-10-18 11:22:09,829 - mmaction - INFO - Epoch [66][60/792] lr: 3.750e-04, eta: 7:33:16, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9349, loss_cls: 0.7214, loss: 0.7214, grad_norm: 4.4045, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6253, loss/aux0: 0.6253 2020-10-18 11:22:29,262 - mmaction - INFO - Epoch [66][80/792] lr: 3.750e-04, eta: 7:32:51, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9385, loss_cls: 0.7066, loss: 0.7066, grad_norm: 4.4886, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-18 11:22:29,694 - mmaction - INFO - Epoch [66][80/792] lr: 3.750e-04, eta: 7:32:56, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9385, loss_cls: 0.7066, loss: 0.7066, grad_norm: 4.4867, top1_acc/aux0: 0.8274, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-18 11:22:49,114 - mmaction - INFO - Epoch [66][100/792] lr: 3.750e-04, eta: 7:32:31, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9432, loss_cls: 0.7095, loss: 0.7095, grad_norm: 4.5113, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-18 11:22:49,534 - mmaction - INFO - Epoch [66][100/792] lr: 3.750e-04, eta: 7:32:36, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9432, loss_cls: 0.7095, loss: 0.7095, grad_norm: 4.5388, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6322, loss/aux0: 0.6322 2020-10-18 11:23:08,865 - mmaction - INFO - Epoch [66][120/792] lr: 3.750e-04, eta: 7:32:12, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9375, loss_cls: 0.7481, loss: 0.7481, grad_norm: 4.5030, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-18 11:23:09,282 - mmaction - INFO - Epoch [66][120/792] lr: 3.750e-04, eta: 7:32:17, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9375, loss_cls: 0.7481, loss: 0.7481, grad_norm: 4.5096, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-18 11:23:28,780 - mmaction - INFO - Epoch [66][140/792] lr: 3.750e-04, eta: 7:31:52, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9385, loss_cls: 0.7102, loss: 0.7102, grad_norm: 4.4874, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 11:23:29,187 - mmaction - INFO - Epoch [66][140/792] lr: 3.750e-04, eta: 7:31:57, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9385, loss_cls: 0.7102, loss: 0.7102, grad_norm: 4.4525, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-18 11:23:48,674 - mmaction - INFO - Epoch [66][160/792] lr: 3.750e-04, eta: 7:31:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9365, loss_cls: 0.7259, loss: 0.7259, grad_norm: 4.5168, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-18 11:23:49,086 - mmaction - INFO - Epoch [66][160/792] lr: 3.750e-04, eta: 7:31:38, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9365, loss_cls: 0.7259, loss: 0.7259, grad_norm: 4.5493, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-18 11:24:08,528 - mmaction - INFO - Epoch [66][180/792] lr: 3.750e-04, eta: 7:31:13, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9396, loss_cls: 0.7380, loss: 0.7380, grad_norm: 4.5272, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 11:24:08,948 - mmaction - INFO - Epoch [66][180/792] lr: 3.750e-04, eta: 7:31:18, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9396, loss_cls: 0.7380, loss: 0.7380, grad_norm: 4.5915, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-18 11:24:28,419 - mmaction - INFO - Epoch [66][200/792] lr: 3.750e-04, eta: 7:30:53, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9349, loss_cls: 0.7076, loss: 0.7076, grad_norm: 4.4317, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-18 11:24:28,838 - mmaction - INFO - Epoch [66][200/792] lr: 3.750e-04, eta: 7:30:59, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9349, loss_cls: 0.7076, loss: 0.7076, grad_norm: 4.4874, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-18 11:24:48,309 - mmaction - INFO - Epoch [66][220/792] lr: 3.750e-04, eta: 7:30:34, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9432, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.5733, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6093, loss/aux0: 0.6093 2020-10-18 11:24:48,749 - mmaction - INFO - Epoch [66][220/792] lr: 3.750e-04, eta: 7:30:39, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9432, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.5831, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-18 11:25:08,312 - mmaction - INFO - Epoch [66][240/792] lr: 3.750e-04, eta: 7:30:14, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9490, loss_cls: 0.6645, loss: 0.6645, grad_norm: 4.5263, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-18 11:25:08,747 - mmaction - INFO - Epoch [66][240/792] lr: 3.750e-04, eta: 7:30:20, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9490, loss_cls: 0.6645, loss: 0.6645, grad_norm: 4.5342, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-18 11:25:28,155 - mmaction - INFO - Epoch [66][260/792] lr: 3.750e-04, eta: 7:29:55, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9516, loss_cls: 0.6571, loss: 0.6571, grad_norm: 4.4779, top1_acc/aux0: 0.8256, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6556, loss/aux0: 0.6556 2020-10-18 11:25:28,559 - mmaction - INFO - Epoch [66][260/792] lr: 3.750e-04, eta: 7:30:00, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9516, loss_cls: 0.6571, loss: 0.6571, grad_norm: 4.4170, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6475, loss/aux0: 0.6475 2020-10-18 11:25:48,119 - mmaction - INFO - Epoch [66][280/792] lr: 3.750e-04, eta: 7:29:35, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9318, loss_cls: 0.7340, loss: 0.7340, grad_norm: 4.4736, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5912, loss/aux0: 0.5912 2020-10-18 11:25:48,526 - mmaction - INFO - Epoch [66][280/792] lr: 3.750e-04, eta: 7:29:41, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9318, loss_cls: 0.7340, loss: 0.7340, grad_norm: 4.4755, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-18 11:26:07,915 - mmaction - INFO - Epoch [66][300/792] lr: 3.750e-04, eta: 7:29:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9474, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.4840, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-18 11:26:08,357 - mmaction - INFO - Epoch [66][300/792] lr: 3.750e-04, eta: 7:29:21, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9474, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.4496, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6142, loss/aux0: 0.6142 2020-10-18 11:26:27,978 - mmaction - INFO - Epoch [66][320/792] lr: 3.750e-04, eta: 7:28:56, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9495, loss_cls: 0.6197, loss: 0.6197, grad_norm: 4.4610, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 11:26:28,410 - mmaction - INFO - Epoch [66][320/792] lr: 3.750e-04, eta: 7:29:02, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9495, loss_cls: 0.6197, loss: 0.6197, grad_norm: 4.4806, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6228, loss/aux0: 0.6228 2020-10-18 11:26:47,870 - mmaction - INFO - Epoch [66][340/792] lr: 3.750e-04, eta: 7:28:37, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9500, loss_cls: 0.6261, loss: 0.6261, grad_norm: 4.5549, top1_acc/aux0: 0.8300, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6400, loss/aux0: 0.6400 2020-10-18 11:26:48,275 - mmaction - INFO - Epoch [66][340/792] lr: 3.750e-04, eta: 7:28:42, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9500, loss_cls: 0.6261, loss: 0.6261, grad_norm: 4.5511, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6342, loss/aux0: 0.6342 2020-10-18 11:27:07,800 - mmaction - INFO - Epoch [66][360/792] lr: 3.750e-04, eta: 7:28:17, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9474, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.4736, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-18 11:27:08,218 - mmaction - INFO - Epoch [66][360/792] lr: 3.750e-04, eta: 7:28:22, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9474, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.4580, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-18 11:27:27,664 - mmaction - INFO - Epoch [66][380/792] lr: 3.750e-04, eta: 7:27:58, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.6724, loss: 0.6724, grad_norm: 4.4124, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-18 11:27:28,075 - mmaction - INFO - Epoch [66][380/792] lr: 3.750e-04, eta: 7:28:03, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.6724, loss: 0.6724, grad_norm: 4.3514, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 11:27:47,531 - mmaction - INFO - Epoch [66][400/792] lr: 3.750e-04, eta: 7:27:38, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9479, loss_cls: 0.7206, loss: 0.7206, grad_norm: 4.4751, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-18 11:27:47,980 - mmaction - INFO - Epoch [66][400/792] lr: 3.750e-04, eta: 7:27:43, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9479, loss_cls: 0.7206, loss: 0.7206, grad_norm: 4.5108, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-18 11:28:07,536 - mmaction - INFO - Epoch [66][420/792] lr: 3.750e-04, eta: 7:27:19, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9474, loss_cls: 0.6427, loss: 0.6427, grad_norm: 4.4850, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6426, loss/aux0: 0.6426 2020-10-18 11:28:07,994 - mmaction - INFO - Epoch [66][420/792] lr: 3.750e-04, eta: 7:27:24, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9474, loss_cls: 0.6427, loss: 0.6427, grad_norm: 4.4757, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6387, loss/aux0: 0.6387 2020-10-18 11:28:27,350 - mmaction - INFO - Epoch [66][440/792] lr: 3.750e-04, eta: 7:26:59, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9495, loss_cls: 0.6790, loss: 0.6790, grad_norm: 4.5234, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 11:28:27,768 - mmaction - INFO - Epoch [66][440/792] lr: 3.750e-04, eta: 7:27:04, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9495, loss_cls: 0.6790, loss: 0.6790, grad_norm: 4.4727, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 11:28:47,214 - mmaction - INFO - Epoch [66][460/792] lr: 3.750e-04, eta: 7:26:40, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9464, loss_cls: 0.6891, loss: 0.6891, grad_norm: 4.4516, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-18 11:28:47,629 - mmaction - INFO - Epoch [66][460/792] lr: 3.750e-04, eta: 7:26:45, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9464, loss_cls: 0.6891, loss: 0.6891, grad_norm: 4.4609, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 11:29:07,177 - mmaction - INFO - Epoch [66][480/792] lr: 3.750e-04, eta: 7:26:20, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9380, loss_cls: 0.6738, loss: 0.6738, grad_norm: 4.3927, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-18 11:29:07,599 - mmaction - INFO - Epoch [66][480/792] lr: 3.750e-04, eta: 7:26:25, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9380, loss_cls: 0.6738, loss: 0.6738, grad_norm: 4.4324, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6210, loss/aux0: 0.6210 2020-10-18 11:29:27,109 - mmaction - INFO - Epoch [66][500/792] lr: 3.750e-04, eta: 7:26:00, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7152, loss: 0.7152, grad_norm: 4.3734, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-18 11:29:27,526 - mmaction - INFO - Epoch [66][500/792] lr: 3.750e-04, eta: 7:26:06, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7152, loss: 0.7152, grad_norm: 4.3691, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5961, loss/aux0: 0.5961 2020-10-18 11:29:47,025 - mmaction - INFO - Epoch [66][520/792] lr: 3.750e-04, eta: 7:25:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9474, loss_cls: 0.6730, loss: 0.6730, grad_norm: 4.4621, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-18 11:29:47,441 - mmaction - INFO - Epoch [66][520/792] lr: 3.750e-04, eta: 7:25:46, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9474, loss_cls: 0.6730, loss: 0.6730, grad_norm: 4.4851, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-18 11:30:06,823 - mmaction - INFO - Epoch [66][540/792] lr: 3.750e-04, eta: 7:25:21, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9385, loss_cls: 0.6932, loss: 0.6932, grad_norm: 4.4528, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6307, loss/aux0: 0.6307 2020-10-18 11:30:07,243 - mmaction - INFO - Epoch [66][540/792] lr: 3.750e-04, eta: 7:25:27, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9385, loss_cls: 0.6932, loss: 0.6932, grad_norm: 4.4240, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 11:30:26,685 - mmaction - INFO - Epoch [66][560/792] lr: 3.750e-04, eta: 7:25:02, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9266, loss_cls: 0.7451, loss: 0.7451, grad_norm: 4.5163, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6009, loss/aux0: 0.6009 2020-10-18 11:30:27,108 - mmaction - INFO - Epoch [66][560/792] lr: 3.750e-04, eta: 7:25:07, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9266, loss_cls: 0.7451, loss: 0.7451, grad_norm: 4.5030, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6016, loss/aux0: 0.6016 2020-10-18 11:30:46,638 - mmaction - INFO - Epoch [66][580/792] lr: 3.750e-04, eta: 7:24:42, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9516, loss_cls: 0.6749, loss: 0.6749, grad_norm: 4.4004, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9538, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 11:30:47,044 - mmaction - INFO - Epoch [66][580/792] lr: 3.750e-04, eta: 7:24:47, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9516, loss_cls: 0.6749, loss: 0.6749, grad_norm: 4.3929, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-18 11:31:06,563 - mmaction - INFO - Epoch [66][600/792] lr: 3.750e-04, eta: 7:24:23, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9396, loss_cls: 0.7340, loss: 0.7340, grad_norm: 4.6013, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6142, loss/aux0: 0.6142 2020-10-18 11:31:06,976 - mmaction - INFO - Epoch [66][600/792] lr: 3.750e-04, eta: 7:24:28, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9396, loss_cls: 0.7340, loss: 0.7340, grad_norm: 4.5736, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 11:31:26,620 - mmaction - INFO - Epoch [66][620/792] lr: 3.750e-04, eta: 7:24:03, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9458, loss_cls: 0.6745, loss: 0.6745, grad_norm: 4.4552, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 11:31:27,031 - mmaction - INFO - Epoch [66][620/792] lr: 3.750e-04, eta: 7:24:08, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9458, loss_cls: 0.6745, loss: 0.6745, grad_norm: 4.4379, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 11:31:46,553 - mmaction - INFO - Epoch [66][640/792] lr: 3.750e-04, eta: 7:23:44, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9448, loss_cls: 0.6929, loss: 0.6929, grad_norm: 4.6431, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6398, loss/aux0: 0.6398 2020-10-18 11:31:46,973 - mmaction - INFO - Epoch [66][640/792] lr: 3.750e-04, eta: 7:23:49, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9448, loss_cls: 0.6929, loss: 0.6929, grad_norm: 4.6841, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6475, loss/aux0: 0.6475 2020-10-18 11:32:06,470 - mmaction - INFO - Epoch [66][660/792] lr: 3.750e-04, eta: 7:23:24, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9359, loss_cls: 0.7344, loss: 0.7344, grad_norm: 4.4842, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6400, loss/aux0: 0.6400 2020-10-18 11:32:06,896 - mmaction - INFO - Epoch [66][660/792] lr: 3.750e-04, eta: 7:23:29, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9359, loss_cls: 0.7344, loss: 0.7344, grad_norm: 4.4956, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-18 11:32:26,337 - mmaction - INFO - Epoch [66][680/792] lr: 3.750e-04, eta: 7:23:04, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9510, loss_cls: 0.6569, loss: 0.6569, grad_norm: 4.4655, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-18 11:32:26,766 - mmaction - INFO - Epoch [66][680/792] lr: 3.750e-04, eta: 7:23:10, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9510, loss_cls: 0.6569, loss: 0.6569, grad_norm: 4.4627, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6277, loss/aux0: 0.6277 2020-10-18 11:32:46,257 - mmaction - INFO - Epoch [66][700/792] lr: 3.750e-04, eta: 7:22:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9375, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.5270, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6149, loss/aux0: 0.6149 2020-10-18 11:32:46,666 - mmaction - INFO - Epoch [66][700/792] lr: 3.750e-04, eta: 7:22:50, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9375, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.4933, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-18 11:33:06,180 - mmaction - INFO - Epoch [66][720/792] lr: 3.750e-04, eta: 7:22:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9437, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.6089, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.6497, loss/aux0: 0.6497 2020-10-18 11:33:06,597 - mmaction - INFO - Epoch [66][720/792] lr: 3.750e-04, eta: 7:22:30, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9437, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.6117, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6529, loss/aux0: 0.6529 2020-10-18 11:33:26,086 - mmaction - INFO - Epoch [66][740/792] lr: 3.750e-04, eta: 7:22:06, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9490, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.6268, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-18 11:33:26,507 - mmaction - INFO - Epoch [66][740/792] lr: 3.750e-04, eta: 7:22:11, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9490, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.6481, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-18 11:33:45,878 - mmaction - INFO - Epoch [66][760/792] lr: 3.750e-04, eta: 7:21:46, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9495, loss_cls: 0.6669, loss: 0.6669, grad_norm: 4.3701, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6339, loss/aux0: 0.6339 2020-10-18 11:33:46,288 - mmaction - INFO - Epoch [66][760/792] lr: 3.750e-04, eta: 7:21:51, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9495, loss_cls: 0.6669, loss: 0.6669, grad_norm: 4.3925, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6409, loss/aux0: 0.6409 2020-10-18 11:34:05,744 - mmaction - INFO - Epoch [66][780/792] lr: 3.750e-04, eta: 7:21:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9422, loss_cls: 0.6774, loss: 0.6774, grad_norm: 4.3849, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 11:34:06,164 - mmaction - INFO - Epoch [66][780/792] lr: 3.750e-04, eta: 7:21:32, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9422, loss_cls: 0.6774, loss: 0.6774, grad_norm: 4.4260, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6197, loss/aux0: 0.6197 2020-10-18 11:34:19,602 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-10-18 11:36:55,318 - mmaction - INFO - Epoch [67][20/792] lr: 3.750e-04, eta: 7:20:49, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.7303, loss: 0.7303, grad_norm: 4.5293, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6302, loss/aux0: 0.6302 2020-10-18 11:36:55,725 - mmaction - INFO - Epoch [67][20/792] lr: 3.750e-04, eta: 7:20:54, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.7303, loss: 0.7303, grad_norm: 4.5198, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 11:37:15,012 - mmaction - INFO - Epoch [67][40/792] lr: 3.750e-04, eta: 7:20:29, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9474, loss_cls: 0.6379, loss: 0.6379, grad_norm: 4.4104, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 11:37:15,422 - mmaction - INFO - Epoch [67][40/792] lr: 3.750e-04, eta: 7:20:35, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9474, loss_cls: 0.6379, loss: 0.6379, grad_norm: 4.3882, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 11:37:34,801 - mmaction - INFO - Epoch [67][60/792] lr: 3.750e-04, eta: 7:20:10, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9448, loss_cls: 0.6695, loss: 0.6695, grad_norm: 4.4741, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-18 11:37:35,208 - mmaction - INFO - Epoch [67][60/792] lr: 3.750e-04, eta: 7:20:15, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9448, loss_cls: 0.6695, loss: 0.6695, grad_norm: 4.4682, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-18 11:37:54,568 - mmaction - INFO - Epoch [67][80/792] lr: 3.750e-04, eta: 7:19:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9464, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.5390, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6142, loss/aux0: 0.6142 2020-10-18 11:37:54,981 - mmaction - INFO - Epoch [67][80/792] lr: 3.750e-04, eta: 7:19:55, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9464, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.4617, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-18 11:38:14,518 - mmaction - INFO - Epoch [67][100/792] lr: 3.750e-04, eta: 7:19:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9411, loss_cls: 0.6780, loss: 0.6780, grad_norm: 4.3485, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5935, loss/aux0: 0.5935 2020-10-18 11:38:14,926 - mmaction - INFO - Epoch [67][100/792] lr: 3.750e-04, eta: 7:19:36, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9411, loss_cls: 0.6780, loss: 0.6780, grad_norm: 4.3007, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5925, loss/aux0: 0.5925 2020-10-18 11:38:34,384 - mmaction - INFO - Epoch [67][120/792] lr: 3.750e-04, eta: 7:19:11, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9521, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.6309, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 11:38:34,794 - mmaction - INFO - Epoch [67][120/792] lr: 3.750e-04, eta: 7:19:16, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9521, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.5990, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 11:38:54,300 - mmaction - INFO - Epoch [67][140/792] lr: 3.750e-04, eta: 7:18:52, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9396, loss_cls: 0.7123, loss: 0.7123, grad_norm: 4.5358, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-18 11:38:54,718 - mmaction - INFO - Epoch [67][140/792] lr: 3.750e-04, eta: 7:18:57, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9396, loss_cls: 0.7123, loss: 0.7123, grad_norm: 4.4549, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5856, loss/aux0: 0.5856 2020-10-18 11:39:14,188 - mmaction - INFO - Epoch [67][160/792] lr: 3.750e-04, eta: 7:18:32, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9417, loss_cls: 0.7212, loss: 0.7212, grad_norm: 4.5046, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-18 11:39:14,600 - mmaction - INFO - Epoch [67][160/792] lr: 3.750e-04, eta: 7:18:37, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9417, loss_cls: 0.7212, loss: 0.7212, grad_norm: 4.5251, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 11:39:34,121 - mmaction - INFO - Epoch [67][180/792] lr: 3.750e-04, eta: 7:18:13, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9453, loss_cls: 0.6706, loss: 0.6706, grad_norm: 4.5079, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-18 11:39:34,531 - mmaction - INFO - Epoch [67][180/792] lr: 3.750e-04, eta: 7:18:18, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9453, loss_cls: 0.6706, loss: 0.6706, grad_norm: 4.4783, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-18 11:39:54,109 - mmaction - INFO - Epoch [67][200/792] lr: 3.750e-04, eta: 7:17:53, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9385, loss_cls: 0.7279, loss: 0.7279, grad_norm: 4.5866, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6149, loss/aux0: 0.6149 2020-10-18 11:39:54,525 - mmaction - INFO - Epoch [67][200/792] lr: 3.750e-04, eta: 7:17:58, time: 0.506, data_time: 0.002, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9385, loss_cls: 0.7279, loss: 0.7279, grad_norm: 4.5955, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-18 11:40:14,042 - mmaction - INFO - Epoch [67][220/792] lr: 3.750e-04, eta: 7:17:34, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9479, loss_cls: 0.6688, loss: 0.6688, grad_norm: 4.4778, top1_acc/aux0: 0.8244, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6484, loss/aux0: 0.6484 2020-10-18 11:40:14,462 - mmaction - INFO - Epoch [67][220/792] lr: 3.750e-04, eta: 7:17:39, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9479, loss_cls: 0.6688, loss: 0.6688, grad_norm: 4.4884, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6460, loss/aux0: 0.6460 2020-10-18 11:40:33,825 - mmaction - INFO - Epoch [67][240/792] lr: 3.750e-04, eta: 7:17:14, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9396, loss_cls: 0.7069, loss: 0.7069, grad_norm: 4.4932, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6089, loss/aux0: 0.6089 2020-10-18 11:40:34,242 - mmaction - INFO - Epoch [67][240/792] lr: 3.750e-04, eta: 7:17:19, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9396, loss_cls: 0.7069, loss: 0.7069, grad_norm: 4.4817, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-18 11:40:53,795 - mmaction - INFO - Epoch [67][260/792] lr: 3.750e-04, eta: 7:16:55, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9385, loss_cls: 0.6755, loss: 0.6755, grad_norm: 4.5310, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-18 11:40:54,226 - mmaction - INFO - Epoch [67][260/792] lr: 3.750e-04, eta: 7:17:00, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9385, loss_cls: 0.6755, loss: 0.6755, grad_norm: 4.4629, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 11:41:13,609 - mmaction - INFO - Epoch [67][280/792] lr: 3.750e-04, eta: 7:16:35, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9563, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.3705, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6109, loss/aux0: 0.6109 2020-10-18 11:41:14,026 - mmaction - INFO - Epoch [67][280/792] lr: 3.750e-04, eta: 7:16:40, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9563, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.3792, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6126, loss/aux0: 0.6126 2020-10-18 11:41:33,473 - mmaction - INFO - Epoch [67][300/792] lr: 3.750e-04, eta: 7:16:15, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9406, loss_cls: 0.6618, loss: 0.6618, grad_norm: 4.3566, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6265, loss/aux0: 0.6265 2020-10-18 11:41:33,925 - mmaction - INFO - Epoch [67][300/792] lr: 3.750e-04, eta: 7:16:20, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9406, loss_cls: 0.6618, loss: 0.6618, grad_norm: 4.3774, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 11:41:53,302 - mmaction - INFO - Epoch [67][320/792] lr: 3.750e-04, eta: 7:15:56, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9464, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.5784, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6296, loss/aux0: 0.6296 2020-10-18 11:41:53,722 - mmaction - INFO - Epoch [67][320/792] lr: 3.750e-04, eta: 7:16:01, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9464, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.5593, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 11:42:13,236 - mmaction - INFO - Epoch [67][340/792] lr: 3.750e-04, eta: 7:15:36, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9531, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.4606, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-18 11:42:13,658 - mmaction - INFO - Epoch [67][340/792] lr: 3.750e-04, eta: 7:15:41, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9531, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.4101, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6387, loss/aux0: 0.6387 2020-10-18 11:42:33,170 - mmaction - INFO - Epoch [67][360/792] lr: 3.750e-04, eta: 7:15:17, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9448, loss_cls: 0.6870, loss: 0.6870, grad_norm: 4.4833, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-18 11:42:33,591 - mmaction - INFO - Epoch [67][360/792] lr: 3.750e-04, eta: 7:15:22, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9448, loss_cls: 0.6870, loss: 0.6870, grad_norm: 4.4856, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6348, loss/aux0: 0.6348 2020-10-18 11:42:52,960 - mmaction - INFO - Epoch [67][380/792] lr: 3.750e-04, eta: 7:14:57, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9380, loss_cls: 0.7389, loss: 0.7389, grad_norm: 4.4837, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6149, loss/aux0: 0.6149 2020-10-18 11:42:53,382 - mmaction - INFO - Epoch [67][380/792] lr: 3.750e-04, eta: 7:15:02, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9380, loss_cls: 0.7389, loss: 0.7389, grad_norm: 4.5138, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 11:43:12,852 - mmaction - INFO - Epoch [67][400/792] lr: 3.750e-04, eta: 7:14:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9458, loss_cls: 0.6754, loss: 0.6754, grad_norm: 4.4144, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6267, loss/aux0: 0.6267 2020-10-18 11:43:13,273 - mmaction - INFO - Epoch [67][400/792] lr: 3.750e-04, eta: 7:14:43, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9458, loss_cls: 0.6754, loss: 0.6754, grad_norm: 4.4081, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-18 11:43:32,917 - mmaction - INFO - Epoch [67][420/792] lr: 3.750e-04, eta: 7:14:18, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9401, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.5206, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-18 11:43:33,333 - mmaction - INFO - Epoch [67][420/792] lr: 3.750e-04, eta: 7:14:23, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9401, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.4955, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6170, loss/aux0: 0.6170 2020-10-18 11:43:52,811 - mmaction - INFO - Epoch [67][440/792] lr: 3.750e-04, eta: 7:13:59, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9443, loss_cls: 0.7197, loss: 0.7197, grad_norm: 4.5528, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6176, loss/aux0: 0.6176 2020-10-18 11:43:53,220 - mmaction - INFO - Epoch [67][440/792] lr: 3.750e-04, eta: 7:14:04, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9443, loss_cls: 0.7197, loss: 0.7197, grad_norm: 4.5441, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-18 11:44:12,592 - mmaction - INFO - Epoch [67][460/792] lr: 3.750e-04, eta: 7:13:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.3827, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.5985, loss/aux0: 0.5985 2020-10-18 11:44:13,006 - mmaction - INFO - Epoch [67][460/792] lr: 3.750e-04, eta: 7:13:44, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.4046, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-18 11:44:32,472 - mmaction - INFO - Epoch [67][480/792] lr: 3.750e-04, eta: 7:13:19, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9422, loss_cls: 0.7329, loss: 0.7329, grad_norm: 4.5540, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6123, loss/aux0: 0.6123 2020-10-18 11:44:32,878 - mmaction - INFO - Epoch [67][480/792] lr: 3.750e-04, eta: 7:13:24, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9422, loss_cls: 0.7329, loss: 0.7329, grad_norm: 4.6031, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 11:44:52,381 - mmaction - INFO - Epoch [67][500/792] lr: 3.750e-04, eta: 7:13:00, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9505, loss_cls: 0.6629, loss: 0.6629, grad_norm: 4.3350, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 11:44:52,802 - mmaction - INFO - Epoch [67][500/792] lr: 3.750e-04, eta: 7:13:05, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9505, loss_cls: 0.6629, loss: 0.6629, grad_norm: 4.3588, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-18 11:45:12,224 - mmaction - INFO - Epoch [67][520/792] lr: 3.750e-04, eta: 7:12:40, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9573, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.3818, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 11:45:12,643 - mmaction - INFO - Epoch [67][520/792] lr: 3.750e-04, eta: 7:12:45, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9573, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.4105, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-18 11:45:32,038 - mmaction - INFO - Epoch [67][540/792] lr: 3.750e-04, eta: 7:12:21, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9411, loss_cls: 0.6809, loss: 0.6809, grad_norm: 4.4939, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6243, loss/aux0: 0.6243 2020-10-18 11:45:32,446 - mmaction - INFO - Epoch [67][540/792] lr: 3.750e-04, eta: 7:12:26, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9411, loss_cls: 0.6809, loss: 0.6809, grad_norm: 4.5205, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 11:45:51,876 - mmaction - INFO - Epoch [67][560/792] lr: 3.750e-04, eta: 7:12:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.6956, loss: 0.6956, grad_norm: 4.4201, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 11:45:52,287 - mmaction - INFO - Epoch [67][560/792] lr: 3.750e-04, eta: 7:12:06, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.6956, loss: 0.6956, grad_norm: 4.4356, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 11:46:11,723 - mmaction - INFO - Epoch [67][580/792] lr: 3.750e-04, eta: 7:11:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.7045, loss: 0.7045, grad_norm: 4.4886, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 11:46:12,124 - mmaction - INFO - Epoch [67][580/792] lr: 3.750e-04, eta: 7:11:47, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.7045, loss: 0.7045, grad_norm: 4.5258, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6252, loss/aux0: 0.6252 2020-10-18 11:46:31,672 - mmaction - INFO - Epoch [67][600/792] lr: 3.750e-04, eta: 7:11:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9432, loss_cls: 0.7253, loss: 0.7253, grad_norm: 4.5319, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6385, loss/aux0: 0.6385 2020-10-18 11:46:32,091 - mmaction - INFO - Epoch [67][600/792] lr: 3.750e-04, eta: 7:11:27, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9432, loss_cls: 0.7253, loss: 0.7253, grad_norm: 4.4811, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6354, loss/aux0: 0.6354 2020-10-18 11:46:51,726 - mmaction - INFO - Epoch [67][620/792] lr: 3.750e-04, eta: 7:11:03, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9432, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.4930, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-18 11:46:52,154 - mmaction - INFO - Epoch [67][620/792] lr: 3.750e-04, eta: 7:11:08, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9432, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.4979, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-18 11:47:11,644 - mmaction - INFO - Epoch [67][640/792] lr: 3.750e-04, eta: 7:10:43, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9443, loss_cls: 0.7103, loss: 0.7103, grad_norm: 4.5873, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-18 11:47:12,056 - mmaction - INFO - Epoch [67][640/792] lr: 3.750e-04, eta: 7:10:48, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9443, loss_cls: 0.7103, loss: 0.7103, grad_norm: 4.5671, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-18 11:47:31,670 - mmaction - INFO - Epoch [67][660/792] lr: 3.750e-04, eta: 7:10:24, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9453, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.5320, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 11:47:32,096 - mmaction - INFO - Epoch [67][660/792] lr: 3.750e-04, eta: 7:10:29, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9453, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.5613, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-18 11:47:51,587 - mmaction - INFO - Epoch [67][680/792] lr: 3.750e-04, eta: 7:10:04, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9406, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.5458, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-18 11:47:52,053 - mmaction - INFO - Epoch [67][680/792] lr: 3.750e-04, eta: 7:10:09, time: 0.506, data_time: 0.004, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9406, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.5256, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 11:48:11,478 - mmaction - INFO - Epoch [67][700/792] lr: 3.750e-04, eta: 7:09:45, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9427, loss_cls: 0.6975, loss: 0.6975, grad_norm: 4.4494, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 11:48:11,898 - mmaction - INFO - Epoch [67][700/792] lr: 3.750e-04, eta: 7:09:50, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9427, loss_cls: 0.6975, loss: 0.6975, grad_norm: 4.4176, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-18 11:48:31,376 - mmaction - INFO - Epoch [67][720/792] lr: 3.750e-04, eta: 7:09:25, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9474, loss_cls: 0.6659, loss: 0.6659, grad_norm: 4.4654, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 11:48:31,786 - mmaction - INFO - Epoch [67][720/792] lr: 3.750e-04, eta: 7:09:30, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9474, loss_cls: 0.6659, loss: 0.6659, grad_norm: 4.4811, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-18 11:48:51,188 - mmaction - INFO - Epoch [67][740/792] lr: 3.750e-04, eta: 7:09:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9302, loss_cls: 0.7149, loss: 0.7149, grad_norm: 4.6423, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6331, loss/aux0: 0.6331 2020-10-18 11:48:51,611 - mmaction - INFO - Epoch [67][740/792] lr: 3.750e-04, eta: 7:09:11, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9302, loss_cls: 0.7149, loss: 0.7149, grad_norm: 4.6385, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-18 11:49:11,225 - mmaction - INFO - Epoch [67][760/792] lr: 3.750e-04, eta: 7:08:46, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9427, loss_cls: 0.6720, loss: 0.6720, grad_norm: 4.5240, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5904, loss/aux0: 0.5904 2020-10-18 11:49:11,638 - mmaction - INFO - Epoch [67][760/792] lr: 3.750e-04, eta: 7:08:51, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9427, loss_cls: 0.6720, loss: 0.6720, grad_norm: 4.5079, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-18 11:49:31,034 - mmaction - INFO - Epoch [67][780/792] lr: 3.750e-04, eta: 7:08:27, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.6871, loss: 0.6871, grad_norm: 4.4492, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-18 11:49:31,445 - mmaction - INFO - Epoch [67][780/792] lr: 3.750e-04, eta: 7:08:31, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.6871, loss: 0.6871, grad_norm: 4.4039, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 11:49:46,069 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-10-18 11:52:31,715 - mmaction - INFO - Epoch [68][20/792] lr: 3.750e-04, eta: 7:07:49, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9391, loss_cls: 0.6896, loss: 0.6896, grad_norm: 4.5100, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6041, loss/aux0: 0.6041 2020-10-18 11:52:32,159 - mmaction - INFO - Epoch [68][20/792] lr: 3.750e-04, eta: 7:07:54, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9391, loss_cls: 0.6896, loss: 0.6896, grad_norm: 4.5116, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 11:52:51,431 - mmaction - INFO - Epoch [68][40/792] lr: 3.750e-04, eta: 7:07:30, time: 0.488, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9484, loss_cls: 0.6551, loss: 0.6551, grad_norm: 4.4976, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-18 11:52:51,858 - mmaction - INFO - Epoch [68][40/792] lr: 3.750e-04, eta: 7:07:35, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9484, loss_cls: 0.6551, loss: 0.6551, grad_norm: 4.4973, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-18 11:53:11,125 - mmaction - INFO - Epoch [68][60/792] lr: 3.750e-04, eta: 7:07:10, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9453, loss_cls: 0.6611, loss: 0.6611, grad_norm: 4.4346, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-18 11:53:11,532 - mmaction - INFO - Epoch [68][60/792] lr: 3.750e-04, eta: 7:07:15, time: 0.490, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9453, loss_cls: 0.6611, loss: 0.6611, grad_norm: 4.4834, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6068, loss/aux0: 0.6068 2020-10-18 11:53:30,968 - mmaction - INFO - Epoch [68][80/792] lr: 3.750e-04, eta: 7:06:50, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9391, loss_cls: 0.6908, loss: 0.6908, grad_norm: 4.4844, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 11:53:31,396 - mmaction - INFO - Epoch [68][80/792] lr: 3.750e-04, eta: 7:06:55, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9391, loss_cls: 0.6908, loss: 0.6908, grad_norm: 4.4902, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 11:53:50,822 - mmaction - INFO - Epoch [68][100/792] lr: 3.750e-04, eta: 7:06:31, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9448, loss_cls: 0.6544, loss: 0.6544, grad_norm: 4.3813, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 11:53:51,242 - mmaction - INFO - Epoch [68][100/792] lr: 3.750e-04, eta: 7:06:36, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9448, loss_cls: 0.6544, loss: 0.6544, grad_norm: 4.3509, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 11:54:10,718 - mmaction - INFO - Epoch [68][120/792] lr: 3.750e-04, eta: 7:06:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9417, loss_cls: 0.6938, loss: 0.6938, grad_norm: 4.4202, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5999, loss/aux0: 0.5999 2020-10-18 11:54:11,136 - mmaction - INFO - Epoch [68][120/792] lr: 3.750e-04, eta: 7:06:16, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9417, loss_cls: 0.6938, loss: 0.6938, grad_norm: 4.4361, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-18 11:54:30,758 - mmaction - INFO - Epoch [68][140/792] lr: 3.750e-04, eta: 7:05:52, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9479, loss_cls: 0.6754, loss: 0.6754, grad_norm: 4.6367, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-18 11:54:31,161 - mmaction - INFO - Epoch [68][140/792] lr: 3.750e-04, eta: 7:05:57, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9479, loss_cls: 0.6754, loss: 0.6754, grad_norm: 4.5978, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 11:54:50,684 - mmaction - INFO - Epoch [68][160/792] lr: 3.750e-04, eta: 7:05:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9396, loss_cls: 0.7122, loss: 0.7122, grad_norm: 4.3976, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-18 11:54:51,110 - mmaction - INFO - Epoch [68][160/792] lr: 3.750e-04, eta: 7:05:37, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9396, loss_cls: 0.7122, loss: 0.7122, grad_norm: 4.4008, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 11:55:10,570 - mmaction - INFO - Epoch [68][180/792] lr: 3.750e-04, eta: 7:05:13, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9443, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.4933, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-18 11:55:10,991 - mmaction - INFO - Epoch [68][180/792] lr: 3.750e-04, eta: 7:05:18, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9443, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.5300, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 11:55:30,542 - mmaction - INFO - Epoch [68][200/792] lr: 3.750e-04, eta: 7:04:53, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.6753, loss: 0.6753, grad_norm: 4.4356, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-18 11:55:30,952 - mmaction - INFO - Epoch [68][200/792] lr: 3.750e-04, eta: 7:04:58, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.6753, loss: 0.6753, grad_norm: 4.4596, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6278, loss/aux0: 0.6278 2020-10-18 11:55:50,551 - mmaction - INFO - Epoch [68][220/792] lr: 3.750e-04, eta: 7:04:34, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9344, loss_cls: 0.7099, loss: 0.7099, grad_norm: 4.5800, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6277, loss/aux0: 0.6277 2020-10-18 11:55:50,962 - mmaction - INFO - Epoch [68][220/792] lr: 3.750e-04, eta: 7:04:39, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9344, loss_cls: 0.7099, loss: 0.7099, grad_norm: 4.5693, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 11:56:10,504 - mmaction - INFO - Epoch [68][240/792] lr: 3.750e-04, eta: 7:04:14, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.6807, loss: 0.6807, grad_norm: 4.4330, top1_acc/aux0: 0.8280, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6319, loss/aux0: 0.6319 2020-10-18 11:56:10,921 - mmaction - INFO - Epoch [68][240/792] lr: 3.750e-04, eta: 7:04:19, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.6807, loss: 0.6807, grad_norm: 4.4580, top1_acc/aux0: 0.8277, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6357, loss/aux0: 0.6357 2020-10-18 11:56:30,477 - mmaction - INFO - Epoch [68][260/792] lr: 3.750e-04, eta: 7:03:55, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9458, loss_cls: 0.6826, loss: 0.6826, grad_norm: 4.5425, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 11:56:30,890 - mmaction - INFO - Epoch [68][260/792] lr: 3.750e-04, eta: 7:04:00, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9458, loss_cls: 0.6826, loss: 0.6826, grad_norm: 4.5854, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-18 11:56:50,356 - mmaction - INFO - Epoch [68][280/792] lr: 3.750e-04, eta: 7:03:35, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9375, loss_cls: 0.6932, loss: 0.6932, grad_norm: 4.5244, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6168, loss/aux0: 0.6168 2020-10-18 11:56:50,785 - mmaction - INFO - Epoch [68][280/792] lr: 3.750e-04, eta: 7:03:40, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9375, loss_cls: 0.6932, loss: 0.6932, grad_norm: 4.4619, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-18 11:57:10,355 - mmaction - INFO - Epoch [68][300/792] lr: 3.750e-04, eta: 7:03:16, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9505, loss_cls: 0.6589, loss: 0.6589, grad_norm: 4.4988, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 11:57:10,758 - mmaction - INFO - Epoch [68][300/792] lr: 3.750e-04, eta: 7:03:20, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9505, loss_cls: 0.6589, loss: 0.6589, grad_norm: 4.5356, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-18 11:57:30,245 - mmaction - INFO - Epoch [68][320/792] lr: 3.750e-04, eta: 7:02:56, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9370, loss_cls: 0.7097, loss: 0.7097, grad_norm: 4.5038, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 11:57:30,651 - mmaction - INFO - Epoch [68][320/792] lr: 3.750e-04, eta: 7:03:01, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9370, loss_cls: 0.7097, loss: 0.7097, grad_norm: 4.4991, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-18 11:57:50,127 - mmaction - INFO - Epoch [68][340/792] lr: 3.750e-04, eta: 7:02:37, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9411, loss_cls: 0.7072, loss: 0.7072, grad_norm: 4.5132, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-18 11:57:50,543 - mmaction - INFO - Epoch [68][340/792] lr: 3.750e-04, eta: 7:02:41, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9411, loss_cls: 0.7072, loss: 0.7072, grad_norm: 4.5468, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 11:58:09,986 - mmaction - INFO - Epoch [68][360/792] lr: 3.750e-04, eta: 7:02:17, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9375, loss_cls: 0.7290, loss: 0.7290, grad_norm: 4.4324, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 11:58:10,401 - mmaction - INFO - Epoch [68][360/792] lr: 3.750e-04, eta: 7:02:22, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9375, loss_cls: 0.7290, loss: 0.7290, grad_norm: 4.4633, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-18 11:58:29,815 - mmaction - INFO - Epoch [68][380/792] lr: 3.750e-04, eta: 7:01:57, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.6750, loss: 0.6750, grad_norm: 4.5776, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-18 11:58:30,235 - mmaction - INFO - Epoch [68][380/792] lr: 3.750e-04, eta: 7:02:02, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.6750, loss: 0.6750, grad_norm: 4.5991, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-18 11:58:49,770 - mmaction - INFO - Epoch [68][400/792] lr: 3.750e-04, eta: 7:01:38, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9437, loss_cls: 0.7136, loss: 0.7136, grad_norm: 4.5941, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 11:58:50,208 - mmaction - INFO - Epoch [68][400/792] lr: 3.750e-04, eta: 7:01:43, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9437, loss_cls: 0.7136, loss: 0.7136, grad_norm: 4.5986, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-18 11:59:09,630 - mmaction - INFO - Epoch [68][420/792] lr: 3.750e-04, eta: 7:01:18, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9417, loss_cls: 0.7119, loss: 0.7119, grad_norm: 4.4498, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6144, loss/aux0: 0.6144 2020-10-18 11:59:10,035 - mmaction - INFO - Epoch [68][420/792] lr: 3.750e-04, eta: 7:01:23, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9417, loss_cls: 0.7119, loss: 0.7119, grad_norm: 4.4475, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6148, loss/aux0: 0.6148 2020-10-18 11:59:29,495 - mmaction - INFO - Epoch [68][440/792] lr: 3.750e-04, eta: 7:00:59, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.6792, loss: 0.6792, grad_norm: 4.3949, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-18 11:59:29,902 - mmaction - INFO - Epoch [68][440/792] lr: 3.750e-04, eta: 7:01:03, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.6792, loss: 0.6792, grad_norm: 4.3334, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5975, loss/aux0: 0.5975 2020-10-18 11:59:49,457 - mmaction - INFO - Epoch [68][460/792] lr: 3.750e-04, eta: 7:00:39, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9401, loss_cls: 0.6890, loss: 0.6890, grad_norm: 4.5614, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6333, loss/aux0: 0.6333 2020-10-18 11:59:49,874 - mmaction - INFO - Epoch [68][460/792] lr: 3.750e-04, eta: 7:00:44, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9401, loss_cls: 0.6890, loss: 0.6890, grad_norm: 4.5440, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-18 12:00:13,483 - mmaction - INFO - Epoch [68][480/792] lr: 3.750e-04, eta: 7:00:22, time: 0.705, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9427, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.4906, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6463, loss/aux0: 0.6463 2020-10-18 12:00:14,012 - mmaction - INFO - Epoch [68][480/792] lr: 3.750e-04, eta: 7:00:28, time: 0.713, data_time: 0.009, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9427, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.5162, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6438, loss/aux0: 0.6438 2020-10-18 12:00:33,371 - mmaction - INFO - Epoch [68][500/792] lr: 3.750e-04, eta: 7:00:04, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9490, loss_cls: 0.6489, loss: 0.6489, grad_norm: 4.4443, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-18 12:00:33,787 - mmaction - INFO - Epoch [68][500/792] lr: 3.750e-04, eta: 7:00:09, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9490, loss_cls: 0.6489, loss: 0.6489, grad_norm: 4.4595, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 12:00:53,252 - mmaction - INFO - Epoch [68][520/792] lr: 3.750e-04, eta: 6:59:45, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9453, loss_cls: 0.6899, loss: 0.6899, grad_norm: 4.3873, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6176, loss/aux0: 0.6176 2020-10-18 12:00:53,658 - mmaction - INFO - Epoch [68][520/792] lr: 3.750e-04, eta: 6:59:49, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9453, loss_cls: 0.6899, loss: 0.6899, grad_norm: 4.3887, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-18 12:01:13,044 - mmaction - INFO - Epoch [68][540/792] lr: 3.750e-04, eta: 6:59:25, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9443, loss_cls: 0.6976, loss: 0.6976, grad_norm: 4.3938, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6202, loss/aux0: 0.6202 2020-10-18 12:01:13,460 - mmaction - INFO - Epoch [68][540/792] lr: 3.750e-04, eta: 6:59:30, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9443, loss_cls: 0.6976, loss: 0.6976, grad_norm: 4.3612, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 12:01:33,016 - mmaction - INFO - Epoch [68][560/792] lr: 3.750e-04, eta: 6:59:05, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9427, loss_cls: 0.7251, loss: 0.7251, grad_norm: 4.4769, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-18 12:01:33,422 - mmaction - INFO - Epoch [68][560/792] lr: 3.750e-04, eta: 6:59:10, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9427, loss_cls: 0.7251, loss: 0.7251, grad_norm: 4.4881, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-18 12:01:53,120 - mmaction - INFO - Epoch [68][580/792] lr: 3.750e-04, eta: 6:58:46, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6666, loss: 0.6666, grad_norm: 4.4822, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6068, loss/aux0: 0.6068 2020-10-18 12:01:53,528 - mmaction - INFO - Epoch [68][580/792] lr: 3.750e-04, eta: 6:58:51, time: 0.509, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6666, loss: 0.6666, grad_norm: 4.4492, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6089, loss/aux0: 0.6089 2020-10-18 12:02:13,016 - mmaction - INFO - Epoch [68][600/792] lr: 3.750e-04, eta: 6:58:27, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9469, loss_cls: 0.6530, loss: 0.6530, grad_norm: 4.2949, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6109, loss/aux0: 0.6109 2020-10-18 12:02:13,435 - mmaction - INFO - Epoch [68][600/792] lr: 3.750e-04, eta: 6:58:31, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9469, loss_cls: 0.6530, loss: 0.6530, grad_norm: 4.3107, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6094, loss/aux0: 0.6094 2020-10-18 12:02:32,895 - mmaction - INFO - Epoch [68][620/792] lr: 3.750e-04, eta: 6:58:07, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.6978, loss: 0.6978, grad_norm: 4.5761, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-18 12:02:33,299 - mmaction - INFO - Epoch [68][620/792] lr: 3.750e-04, eta: 6:58:12, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.6978, loss: 0.6978, grad_norm: 4.5781, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6211, loss/aux0: 0.6211 2020-10-18 12:02:52,795 - mmaction - INFO - Epoch [68][640/792] lr: 3.750e-04, eta: 6:57:48, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9516, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.4668, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 12:02:53,214 - mmaction - INFO - Epoch [68][640/792] lr: 3.750e-04, eta: 6:57:52, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9516, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.4461, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6228, loss/aux0: 0.6228 2020-10-18 12:03:12,623 - mmaction - INFO - Epoch [68][660/792] lr: 3.750e-04, eta: 6:57:28, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9401, loss_cls: 0.7060, loss: 0.7060, grad_norm: 4.5521, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6243, loss/aux0: 0.6243 2020-10-18 12:03:13,027 - mmaction - INFO - Epoch [68][660/792] lr: 3.750e-04, eta: 6:57:33, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9401, loss_cls: 0.7060, loss: 0.7060, grad_norm: 4.5552, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6287, loss/aux0: 0.6287 2020-10-18 12:03:32,428 - mmaction - INFO - Epoch [68][680/792] lr: 3.750e-04, eta: 6:57:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9490, loss_cls: 0.6740, loss: 0.6740, grad_norm: 4.4706, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 12:03:32,850 - mmaction - INFO - Epoch [68][680/792] lr: 3.750e-04, eta: 6:57:13, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9490, loss_cls: 0.6740, loss: 0.6740, grad_norm: 4.4726, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-18 12:03:52,391 - mmaction - INFO - Epoch [68][700/792] lr: 3.750e-04, eta: 6:56:49, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9474, loss_cls: 0.6739, loss: 0.6739, grad_norm: 4.5849, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 12:03:52,811 - mmaction - INFO - Epoch [68][700/792] lr: 3.750e-04, eta: 6:56:54, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9474, loss_cls: 0.6739, loss: 0.6739, grad_norm: 4.6076, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-18 12:04:12,273 - mmaction - INFO - Epoch [68][720/792] lr: 3.750e-04, eta: 6:56:29, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9339, loss_cls: 0.7447, loss: 0.7447, grad_norm: 4.5484, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 12:04:12,683 - mmaction - INFO - Epoch [68][720/792] lr: 3.750e-04, eta: 6:56:34, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9339, loss_cls: 0.7447, loss: 0.7447, grad_norm: 4.5229, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-18 12:04:32,150 - mmaction - INFO - Epoch [68][740/792] lr: 3.750e-04, eta: 6:56:10, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9396, loss_cls: 0.7362, loss: 0.7362, grad_norm: 4.4996, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 12:04:32,575 - mmaction - INFO - Epoch [68][740/792] lr: 3.750e-04, eta: 6:56:14, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9396, loss_cls: 0.7362, loss: 0.7362, grad_norm: 4.5335, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6286, loss/aux0: 0.6286 2020-10-18 12:04:52,038 - mmaction - INFO - Epoch [68][760/792] lr: 3.750e-04, eta: 6:55:50, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9365, loss_cls: 0.7476, loss: 0.7476, grad_norm: 4.4739, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 12:04:52,457 - mmaction - INFO - Epoch [68][760/792] lr: 3.750e-04, eta: 6:55:55, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9365, loss_cls: 0.7476, loss: 0.7476, grad_norm: 4.4945, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6296, loss/aux0: 0.6296 2020-10-18 12:05:11,985 - mmaction - INFO - Epoch [68][780/792] lr: 3.750e-04, eta: 6:55:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9432, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.4691, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6320, loss/aux0: 0.6320 2020-10-18 12:05:12,402 - mmaction - INFO - Epoch [68][780/792] lr: 3.750e-04, eta: 6:55:35, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9432, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.4968, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6252, loss/aux0: 0.6252 2020-10-18 12:05:28,759 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-10-18 12:08:17,226 - mmaction - INFO - Epoch [69][20/792] lr: 3.750e-04, eta: 6:54:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9396, loss_cls: 0.6960, loss: 0.6960, grad_norm: 4.4584, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 12:08:17,676 - mmaction - INFO - Epoch [69][20/792] lr: 3.750e-04, eta: 6:54:58, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9396, loss_cls: 0.6960, loss: 0.6960, grad_norm: 4.5067, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 12:08:37,097 - mmaction - INFO - Epoch [69][40/792] lr: 3.750e-04, eta: 6:54:34, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9495, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.5005, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-18 12:08:37,517 - mmaction - INFO - Epoch [69][40/792] lr: 3.750e-04, eta: 6:54:39, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9495, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.5211, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 12:08:56,992 - mmaction - INFO - Epoch [69][60/792] lr: 3.750e-04, eta: 6:54:15, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9516, loss_cls: 0.6175, loss: 0.6175, grad_norm: 4.4011, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 12:08:57,413 - mmaction - INFO - Epoch [69][60/792] lr: 3.750e-04, eta: 6:54:19, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9516, loss_cls: 0.6175, loss: 0.6175, grad_norm: 4.4236, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 12:09:16,903 - mmaction - INFO - Epoch [69][80/792] lr: 3.750e-04, eta: 6:53:55, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9344, loss_cls: 0.7243, loss: 0.7243, grad_norm: 4.4014, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6051, loss/aux0: 0.6051 2020-10-18 12:09:17,316 - mmaction - INFO - Epoch [69][80/792] lr: 3.750e-04, eta: 6:54:00, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9344, loss_cls: 0.7243, loss: 0.7243, grad_norm: 4.3925, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-18 12:09:36,781 - mmaction - INFO - Epoch [69][100/792] lr: 3.750e-04, eta: 6:53:35, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9510, loss_cls: 0.6508, loss: 0.6508, grad_norm: 4.4425, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 12:09:37,195 - mmaction - INFO - Epoch [69][100/792] lr: 3.750e-04, eta: 6:53:40, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9510, loss_cls: 0.6508, loss: 0.6508, grad_norm: 4.4266, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-18 12:09:56,706 - mmaction - INFO - Epoch [69][120/792] lr: 3.750e-04, eta: 6:53:16, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9427, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.5670, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-18 12:09:57,112 - mmaction - INFO - Epoch [69][120/792] lr: 3.750e-04, eta: 6:53:21, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9427, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.5650, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6338, loss/aux0: 0.6338 2020-10-18 12:10:16,482 - mmaction - INFO - Epoch [69][140/792] lr: 3.750e-04, eta: 6:52:56, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6931, loss: 0.6931, grad_norm: 4.3083, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5898, loss/aux0: 0.5898 2020-10-18 12:10:16,904 - mmaction - INFO - Epoch [69][140/792] lr: 3.750e-04, eta: 6:53:01, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6931, loss: 0.6931, grad_norm: 4.3232, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-18 12:10:36,413 - mmaction - INFO - Epoch [69][160/792] lr: 3.750e-04, eta: 6:52:37, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9479, loss_cls: 0.6544, loss: 0.6544, grad_norm: 4.5499, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-18 12:10:36,826 - mmaction - INFO - Epoch [69][160/792] lr: 3.750e-04, eta: 6:52:41, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9479, loss_cls: 0.6544, loss: 0.6544, grad_norm: 4.5509, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6304, loss/aux0: 0.6304 2020-10-18 12:10:56,367 - mmaction - INFO - Epoch [69][180/792] lr: 3.750e-04, eta: 6:52:17, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9401, loss_cls: 0.6944, loss: 0.6944, grad_norm: 4.3624, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-18 12:10:56,797 - mmaction - INFO - Epoch [69][180/792] lr: 3.750e-04, eta: 6:52:22, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9401, loss_cls: 0.6944, loss: 0.6944, grad_norm: 4.3918, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6022, loss/aux0: 0.6022 2020-10-18 12:11:16,280 - mmaction - INFO - Epoch [69][200/792] lr: 3.750e-04, eta: 6:51:58, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9370, loss_cls: 0.6801, loss: 0.6801, grad_norm: 4.4474, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9543, loss_cls/aux0: 0.5915, loss/aux0: 0.5915 2020-10-18 12:11:16,693 - mmaction - INFO - Epoch [69][200/792] lr: 3.750e-04, eta: 6:52:02, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9370, loss_cls: 0.6801, loss: 0.6801, grad_norm: 4.4089, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9543, loss_cls/aux0: 0.5916, loss/aux0: 0.5916 2020-10-18 12:11:36,315 - mmaction - INFO - Epoch [69][220/792] lr: 3.750e-04, eta: 6:51:38, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9406, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.3458, top1_acc/aux0: 0.8461, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5870, loss/aux0: 0.5870 2020-10-18 12:11:36,735 - mmaction - INFO - Epoch [69][220/792] lr: 3.750e-04, eta: 6:51:43, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9406, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.3428, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-18 12:11:56,233 - mmaction - INFO - Epoch [69][240/792] lr: 3.750e-04, eta: 6:51:19, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9422, loss_cls: 0.6938, loss: 0.6938, grad_norm: 4.5247, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-18 12:11:56,651 - mmaction - INFO - Epoch [69][240/792] lr: 3.750e-04, eta: 6:51:23, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9422, loss_cls: 0.6938, loss: 0.6938, grad_norm: 4.5041, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 12:12:16,133 - mmaction - INFO - Epoch [69][260/792] lr: 3.750e-04, eta: 6:50:59, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9323, loss_cls: 0.7493, loss: 0.7493, grad_norm: 4.5632, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6237, loss/aux0: 0.6237 2020-10-18 12:12:16,546 - mmaction - INFO - Epoch [69][260/792] lr: 3.750e-04, eta: 6:51:04, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9323, loss_cls: 0.7493, loss: 0.7493, grad_norm: 4.5375, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-18 12:12:36,146 - mmaction - INFO - Epoch [69][280/792] lr: 3.750e-04, eta: 6:50:40, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9469, loss_cls: 0.6325, loss: 0.6325, grad_norm: 4.5018, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6332, loss/aux0: 0.6332 2020-10-18 12:12:36,555 - mmaction - INFO - Epoch [69][280/792] lr: 3.750e-04, eta: 6:50:44, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9469, loss_cls: 0.6325, loss: 0.6325, grad_norm: 4.4757, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6332, loss/aux0: 0.6332 2020-10-18 12:12:56,027 - mmaction - INFO - Epoch [69][300/792] lr: 3.750e-04, eta: 6:50:20, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9406, loss_cls: 0.7369, loss: 0.7369, grad_norm: 4.6536, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6038, loss/aux0: 0.6038 2020-10-18 12:12:56,448 - mmaction - INFO - Epoch [69][300/792] lr: 3.750e-04, eta: 6:50:25, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9406, loss_cls: 0.7369, loss: 0.7369, grad_norm: 4.6288, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 12:13:15,988 - mmaction - INFO - Epoch [69][320/792] lr: 3.750e-04, eta: 6:50:00, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9443, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.5316, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 12:13:16,424 - mmaction - INFO - Epoch [69][320/792] lr: 3.750e-04, eta: 6:50:05, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9443, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.5066, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6253, loss/aux0: 0.6253 2020-10-18 12:13:35,912 - mmaction - INFO - Epoch [69][340/792] lr: 3.750e-04, eta: 6:49:41, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9427, loss_cls: 0.7056, loss: 0.7056, grad_norm: 4.5483, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6263, loss/aux0: 0.6263 2020-10-18 12:13:36,322 - mmaction - INFO - Epoch [69][340/792] lr: 3.750e-04, eta: 6:49:46, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9427, loss_cls: 0.7056, loss: 0.7056, grad_norm: 4.5553, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6223, loss/aux0: 0.6223 2020-10-18 12:13:55,885 - mmaction - INFO - Epoch [69][360/792] lr: 3.750e-04, eta: 6:49:21, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9333, loss_cls: 0.7346, loss: 0.7346, grad_norm: 4.4117, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-18 12:13:56,305 - mmaction - INFO - Epoch [69][360/792] lr: 3.750e-04, eta: 6:49:26, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9333, loss_cls: 0.7346, loss: 0.7346, grad_norm: 4.3985, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-18 12:14:15,824 - mmaction - INFO - Epoch [69][380/792] lr: 3.750e-04, eta: 6:49:02, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9385, loss_cls: 0.7144, loss: 0.7144, grad_norm: 4.6035, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 12:14:16,238 - mmaction - INFO - Epoch [69][380/792] lr: 3.750e-04, eta: 6:49:06, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9385, loss_cls: 0.7144, loss: 0.7144, grad_norm: 4.5901, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-18 12:14:35,605 - mmaction - INFO - Epoch [69][400/792] lr: 3.750e-04, eta: 6:48:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9365, loss_cls: 0.6969, loss: 0.6969, grad_norm: 4.6919, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6333, loss/aux0: 0.6333 2020-10-18 12:14:36,020 - mmaction - INFO - Epoch [69][400/792] lr: 3.750e-04, eta: 6:48:47, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9365, loss_cls: 0.6969, loss: 0.6969, grad_norm: 4.6516, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-18 12:14:55,599 - mmaction - INFO - Epoch [69][420/792] lr: 3.750e-04, eta: 6:48:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9448, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.5880, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-18 12:14:56,007 - mmaction - INFO - Epoch [69][420/792] lr: 3.750e-04, eta: 6:48:27, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9448, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.5677, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6176, loss/aux0: 0.6176 2020-10-18 12:15:15,465 - mmaction - INFO - Epoch [69][440/792] lr: 3.750e-04, eta: 6:48:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9365, loss_cls: 0.7332, loss: 0.7332, grad_norm: 4.5248, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 12:15:15,886 - mmaction - INFO - Epoch [69][440/792] lr: 3.750e-04, eta: 6:48:08, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9365, loss_cls: 0.7332, loss: 0.7332, grad_norm: 4.5483, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 12:15:35,297 - mmaction - INFO - Epoch [69][460/792] lr: 3.750e-04, eta: 6:47:44, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9448, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.4550, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 12:15:35,708 - mmaction - INFO - Epoch [69][460/792] lr: 3.750e-04, eta: 6:47:48, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9448, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.5188, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-18 12:15:55,008 - mmaction - INFO - Epoch [69][480/792] lr: 3.750e-04, eta: 6:47:24, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9411, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.5080, top1_acc/aux0: 0.8231, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6414, loss/aux0: 0.6414 2020-10-18 12:15:55,431 - mmaction - INFO - Epoch [69][480/792] lr: 3.750e-04, eta: 6:47:28, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9411, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.5148, top1_acc/aux0: 0.8248, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6382, loss/aux0: 0.6382 2020-10-18 12:16:14,909 - mmaction - INFO - Epoch [69][500/792] lr: 3.750e-04, eta: 6:47:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9417, loss_cls: 0.6672, loss: 0.6672, grad_norm: 4.4142, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-18 12:16:15,327 - mmaction - INFO - Epoch [69][500/792] lr: 3.750e-04, eta: 6:47:09, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9417, loss_cls: 0.6672, loss: 0.6672, grad_norm: 4.4155, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-18 12:16:34,802 - mmaction - INFO - Epoch [69][520/792] lr: 3.750e-04, eta: 6:46:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9432, loss_cls: 0.6894, loss: 0.6894, grad_norm: 4.6072, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6260, loss/aux0: 0.6260 2020-10-18 12:16:35,236 - mmaction - INFO - Epoch [69][520/792] lr: 3.750e-04, eta: 6:46:49, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9432, loss_cls: 0.6894, loss: 0.6894, grad_norm: 4.6225, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-18 12:16:54,880 - mmaction - INFO - Epoch [69][540/792] lr: 3.750e-04, eta: 6:46:25, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.3813, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5919, loss/aux0: 0.5919 2020-10-18 12:16:55,287 - mmaction - INFO - Epoch [69][540/792] lr: 3.750e-04, eta: 6:46:30, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.3989, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5916, loss/aux0: 0.5916 2020-10-18 12:17:14,793 - mmaction - INFO - Epoch [69][560/792] lr: 3.750e-04, eta: 6:46:06, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9401, loss_cls: 0.6881, loss: 0.6881, grad_norm: 4.4469, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 12:17:15,197 - mmaction - INFO - Epoch [69][560/792] lr: 3.750e-04, eta: 6:46:10, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9401, loss_cls: 0.6881, loss: 0.6881, grad_norm: 4.4558, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6149, loss/aux0: 0.6149 2020-10-18 12:17:34,766 - mmaction - INFO - Epoch [69][580/792] lr: 3.750e-04, eta: 6:45:46, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6674, loss: 0.6674, grad_norm: 4.4913, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 12:17:35,185 - mmaction - INFO - Epoch [69][580/792] lr: 3.750e-04, eta: 6:45:51, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6674, loss: 0.6674, grad_norm: 4.5234, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-18 12:17:54,874 - mmaction - INFO - Epoch [69][600/792] lr: 3.750e-04, eta: 6:45:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9464, loss_cls: 0.6711, loss: 0.6711, grad_norm: 4.4134, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 12:17:55,289 - mmaction - INFO - Epoch [69][600/792] lr: 3.750e-04, eta: 6:45:31, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9464, loss_cls: 0.6711, loss: 0.6711, grad_norm: 4.4255, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-18 12:18:14,839 - mmaction - INFO - Epoch [69][620/792] lr: 3.750e-04, eta: 6:45:07, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9437, loss_cls: 0.6618, loss: 0.6618, grad_norm: 4.5296, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-18 12:18:15,241 - mmaction - INFO - Epoch [69][620/792] lr: 3.750e-04, eta: 6:45:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9437, loss_cls: 0.6618, loss: 0.6618, grad_norm: 4.5205, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6228, loss/aux0: 0.6228 2020-10-18 12:18:34,782 - mmaction - INFO - Epoch [69][640/792] lr: 3.750e-04, eta: 6:44:48, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9458, loss_cls: 0.6684, loss: 0.6684, grad_norm: 4.4240, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-18 12:18:35,207 - mmaction - INFO - Epoch [69][640/792] lr: 3.750e-04, eta: 6:44:52, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9458, loss_cls: 0.6684, loss: 0.6684, grad_norm: 4.4423, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 12:18:54,616 - mmaction - INFO - Epoch [69][660/792] lr: 3.750e-04, eta: 6:44:28, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9349, loss_cls: 0.7323, loss: 0.7323, grad_norm: 4.5364, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 12:18:55,036 - mmaction - INFO - Epoch [69][660/792] lr: 3.750e-04, eta: 6:44:33, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9349, loss_cls: 0.7323, loss: 0.7323, grad_norm: 4.5618, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-18 12:19:14,562 - mmaction - INFO - Epoch [69][680/792] lr: 3.750e-04, eta: 6:44:09, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9354, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.5293, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-18 12:19:14,990 - mmaction - INFO - Epoch [69][680/792] lr: 3.750e-04, eta: 6:44:13, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9354, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.5817, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-18 12:19:34,444 - mmaction - INFO - Epoch [69][700/792] lr: 3.750e-04, eta: 6:43:49, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9401, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.5805, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-18 12:19:34,865 - mmaction - INFO - Epoch [69][700/792] lr: 3.750e-04, eta: 6:43:53, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9401, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.5808, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-18 12:19:54,292 - mmaction - INFO - Epoch [69][720/792] lr: 3.750e-04, eta: 6:43:29, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9391, loss_cls: 0.7088, loss: 0.7088, grad_norm: 4.4706, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-18 12:19:54,699 - mmaction - INFO - Epoch [69][720/792] lr: 3.750e-04, eta: 6:43:34, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9391, loss_cls: 0.7088, loss: 0.7088, grad_norm: 4.4970, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6031, loss/aux0: 0.6031 2020-10-18 12:20:14,119 - mmaction - INFO - Epoch [69][740/792] lr: 3.750e-04, eta: 6:43:10, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9464, loss_cls: 0.6822, loss: 0.6822, grad_norm: 4.5201, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-18 12:20:14,544 - mmaction - INFO - Epoch [69][740/792] lr: 3.750e-04, eta: 6:43:14, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9464, loss_cls: 0.6822, loss: 0.6822, grad_norm: 4.5110, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-18 12:20:34,068 - mmaction - INFO - Epoch [69][760/792] lr: 3.750e-04, eta: 6:42:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9417, loss_cls: 0.7000, loss: 0.7000, grad_norm: 4.5152, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6223, loss/aux0: 0.6223 2020-10-18 12:20:34,480 - mmaction - INFO - Epoch [69][760/792] lr: 3.750e-04, eta: 6:42:55, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9417, loss_cls: 0.7000, loss: 0.7000, grad_norm: 4.5197, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6265, loss/aux0: 0.6265 2020-10-18 12:20:54,024 - mmaction - INFO - Epoch [69][780/792] lr: 3.750e-04, eta: 6:42:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9453, loss_cls: 0.6811, loss: 0.6811, grad_norm: 4.4444, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-18 12:20:54,430 - mmaction - INFO - Epoch [69][780/792] lr: 3.750e-04, eta: 6:42:35, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9453, loss_cls: 0.6811, loss: 0.6811, grad_norm: 4.4778, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 12:21:07,381 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-10-18 12:23:43,668 - mmaction - INFO - Epoch [70][20/792] lr: 3.750e-04, eta: 6:41:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9427, loss_cls: 0.6903, loss: 0.6903, grad_norm: 4.4806, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-18 12:23:44,084 - mmaction - INFO - Epoch [70][20/792] lr: 3.750e-04, eta: 6:41:58, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9427, loss_cls: 0.6903, loss: 0.6903, grad_norm: 4.4752, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-18 12:24:03,496 - mmaction - INFO - Epoch [70][40/792] lr: 3.750e-04, eta: 6:41:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9464, loss_cls: 0.6779, loss: 0.6779, grad_norm: 4.4391, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 12:24:03,902 - mmaction - INFO - Epoch [70][40/792] lr: 3.750e-04, eta: 6:41:39, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9464, loss_cls: 0.6779, loss: 0.6779, grad_norm: 4.4739, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-18 12:24:23,360 - mmaction - INFO - Epoch [70][60/792] lr: 3.750e-04, eta: 6:41:15, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9474, loss_cls: 0.6745, loss: 0.6745, grad_norm: 4.4720, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 12:24:23,768 - mmaction - INFO - Epoch [70][60/792] lr: 3.750e-04, eta: 6:41:19, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9474, loss_cls: 0.6745, loss: 0.6745, grad_norm: 4.4561, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5935, loss/aux0: 0.5935 2020-10-18 12:24:43,156 - mmaction - INFO - Epoch [70][80/792] lr: 3.750e-04, eta: 6:40:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9437, loss_cls: 0.6845, loss: 0.6845, grad_norm: 4.4532, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6118, loss/aux0: 0.6118 2020-10-18 12:24:43,576 - mmaction - INFO - Epoch [70][80/792] lr: 3.750e-04, eta: 6:41:00, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9437, loss_cls: 0.6845, loss: 0.6845, grad_norm: 4.4600, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-18 12:25:02,993 - mmaction - INFO - Epoch [70][100/792] lr: 3.750e-04, eta: 6:40:36, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.6497, loss: 0.6497, grad_norm: 4.5355, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 12:25:03,411 - mmaction - INFO - Epoch [70][100/792] lr: 3.750e-04, eta: 6:40:40, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.6497, loss: 0.6497, grad_norm: 4.5927, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 12:25:22,868 - mmaction - INFO - Epoch [70][120/792] lr: 3.750e-04, eta: 6:40:16, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9542, loss_cls: 0.6495, loss: 0.6495, grad_norm: 4.5404, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 12:25:23,285 - mmaction - INFO - Epoch [70][120/792] lr: 3.750e-04, eta: 6:40:21, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9542, loss_cls: 0.6495, loss: 0.6495, grad_norm: 4.6043, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-18 12:25:42,673 - mmaction - INFO - Epoch [70][140/792] lr: 3.750e-04, eta: 6:39:57, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9495, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.5086, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 12:25:43,080 - mmaction - INFO - Epoch [70][140/792] lr: 3.750e-04, eta: 6:40:01, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9495, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.5197, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-18 12:26:02,528 - mmaction - INFO - Epoch [70][160/792] lr: 3.750e-04, eta: 6:39:37, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9401, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.4757, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-18 12:26:02,935 - mmaction - INFO - Epoch [70][160/792] lr: 3.750e-04, eta: 6:39:41, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9401, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.4910, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-18 12:26:22,449 - mmaction - INFO - Epoch [70][180/792] lr: 3.750e-04, eta: 6:39:17, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9354, loss_cls: 0.7208, loss: 0.7208, grad_norm: 4.4345, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-18 12:26:22,855 - mmaction - INFO - Epoch [70][180/792] lr: 3.750e-04, eta: 6:39:22, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9354, loss_cls: 0.7208, loss: 0.7208, grad_norm: 4.5127, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-18 12:26:42,350 - mmaction - INFO - Epoch [70][200/792] lr: 3.750e-04, eta: 6:38:58, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6711, loss: 0.6711, grad_norm: 4.3779, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-18 12:26:42,769 - mmaction - INFO - Epoch [70][200/792] lr: 3.750e-04, eta: 6:39:02, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6711, loss: 0.6711, grad_norm: 4.3868, top1_acc/aux0: 0.8451, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-18 12:27:02,292 - mmaction - INFO - Epoch [70][220/792] lr: 3.750e-04, eta: 6:38:38, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9500, loss_cls: 0.6500, loss: 0.6500, grad_norm: 4.4522, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5998, loss/aux0: 0.5998 2020-10-18 12:27:02,707 - mmaction - INFO - Epoch [70][220/792] lr: 3.750e-04, eta: 6:38:43, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9500, loss_cls: 0.6500, loss: 0.6500, grad_norm: 4.4423, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-18 12:27:22,242 - mmaction - INFO - Epoch [70][240/792] lr: 3.750e-04, eta: 6:38:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9401, loss_cls: 0.6762, loss: 0.6762, grad_norm: 4.5936, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6325, loss/aux0: 0.6325 2020-10-18 12:27:22,658 - mmaction - INFO - Epoch [70][240/792] lr: 3.750e-04, eta: 6:38:23, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9401, loss_cls: 0.6762, loss: 0.6762, grad_norm: 4.5720, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-18 12:27:42,074 - mmaction - INFO - Epoch [70][260/792] lr: 3.750e-04, eta: 6:37:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9323, loss_cls: 0.7458, loss: 0.7458, grad_norm: 4.5236, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6093, loss/aux0: 0.6093 2020-10-18 12:27:42,491 - mmaction - INFO - Epoch [70][260/792] lr: 3.750e-04, eta: 6:38:04, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9323, loss_cls: 0.7458, loss: 0.7458, grad_norm: 4.5112, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-18 12:28:01,925 - mmaction - INFO - Epoch [70][280/792] lr: 3.750e-04, eta: 6:37:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9406, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.4400, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 12:28:02,340 - mmaction - INFO - Epoch [70][280/792] lr: 3.750e-04, eta: 6:37:44, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9406, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.4103, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 12:28:21,637 - mmaction - INFO - Epoch [70][300/792] lr: 3.750e-04, eta: 6:37:20, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9432, loss_cls: 0.6553, loss: 0.6553, grad_norm: 4.4809, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 12:28:22,105 - mmaction - INFO - Epoch [70][300/792] lr: 3.750e-04, eta: 6:37:24, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9432, loss_cls: 0.6553, loss: 0.6553, grad_norm: 4.4839, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6223, loss/aux0: 0.6223 2020-10-18 12:28:41,542 - mmaction - INFO - Epoch [70][320/792] lr: 3.750e-04, eta: 6:37:00, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9557, loss_cls: 0.6331, loss: 0.6331, grad_norm: 4.4679, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-18 12:28:41,964 - mmaction - INFO - Epoch [70][320/792] lr: 3.750e-04, eta: 6:37:05, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9557, loss_cls: 0.6331, loss: 0.6331, grad_norm: 4.4420, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 12:29:01,469 - mmaction - INFO - Epoch [70][340/792] lr: 3.750e-04, eta: 6:36:41, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.6908, loss: 0.6908, grad_norm: 4.4338, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-18 12:29:01,872 - mmaction - INFO - Epoch [70][340/792] lr: 3.750e-04, eta: 6:36:45, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.6908, loss: 0.6908, grad_norm: 4.4404, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 12:29:21,327 - mmaction - INFO - Epoch [70][360/792] lr: 3.750e-04, eta: 6:36:21, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9380, loss_cls: 0.7267, loss: 0.7267, grad_norm: 4.5239, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6357, loss/aux0: 0.6357 2020-10-18 12:29:21,745 - mmaction - INFO - Epoch [70][360/792] lr: 3.750e-04, eta: 6:36:26, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9380, loss_cls: 0.7267, loss: 0.7267, grad_norm: 4.5877, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6398, loss/aux0: 0.6398 2020-10-18 12:29:41,143 - mmaction - INFO - Epoch [70][380/792] lr: 3.750e-04, eta: 6:36:02, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9380, loss_cls: 0.7025, loss: 0.7025, grad_norm: 4.7450, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6514, loss/aux0: 0.6514 2020-10-18 12:29:41,552 - mmaction - INFO - Epoch [70][380/792] lr: 3.750e-04, eta: 6:36:06, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9380, loss_cls: 0.7025, loss: 0.7025, grad_norm: 4.7040, top1_acc/aux0: 0.8283, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6478, loss/aux0: 0.6478 2020-10-18 12:30:01,140 - mmaction - INFO - Epoch [70][400/792] lr: 3.750e-04, eta: 6:35:42, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9479, loss_cls: 0.6382, loss: 0.6382, grad_norm: 4.5237, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 12:30:01,570 - mmaction - INFO - Epoch [70][400/792] lr: 3.750e-04, eta: 6:35:47, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9479, loss_cls: 0.6382, loss: 0.6382, grad_norm: 4.5714, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-18 12:30:21,100 - mmaction - INFO - Epoch [70][420/792] lr: 3.750e-04, eta: 6:35:23, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9516, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.5388, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-18 12:30:21,513 - mmaction - INFO - Epoch [70][420/792] lr: 3.750e-04, eta: 6:35:27, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9516, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.4923, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 12:30:41,016 - mmaction - INFO - Epoch [70][440/792] lr: 3.750e-04, eta: 6:35:03, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9453, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.4232, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-18 12:30:41,427 - mmaction - INFO - Epoch [70][440/792] lr: 3.750e-04, eta: 6:35:07, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9453, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.4336, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 12:31:00,865 - mmaction - INFO - Epoch [70][460/792] lr: 3.750e-04, eta: 6:34:43, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9380, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.5124, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-18 12:31:01,283 - mmaction - INFO - Epoch [70][460/792] lr: 3.750e-04, eta: 6:34:48, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9380, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.5116, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 12:31:20,827 - mmaction - INFO - Epoch [70][480/792] lr: 3.750e-04, eta: 6:34:24, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.7266, loss: 0.7266, grad_norm: 4.5557, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-18 12:31:21,243 - mmaction - INFO - Epoch [70][480/792] lr: 3.750e-04, eta: 6:34:28, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.7266, loss: 0.7266, grad_norm: 4.5715, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6274, loss/aux0: 0.6274 2020-10-18 12:31:40,849 - mmaction - INFO - Epoch [70][500/792] lr: 3.750e-04, eta: 6:34:04, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9562, loss_cls: 0.6209, loss: 0.6209, grad_norm: 4.3697, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 12:31:41,286 - mmaction - INFO - Epoch [70][500/792] lr: 3.750e-04, eta: 6:34:09, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9562, loss_cls: 0.6209, loss: 0.6209, grad_norm: 4.3701, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6206, loss/aux0: 0.6206 2020-10-18 12:32:00,724 - mmaction - INFO - Epoch [70][520/792] lr: 3.750e-04, eta: 6:33:45, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9365, loss_cls: 0.6910, loss: 0.6910, grad_norm: 4.5170, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-18 12:32:01,139 - mmaction - INFO - Epoch [70][520/792] lr: 3.750e-04, eta: 6:33:49, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9365, loss_cls: 0.6910, loss: 0.6910, grad_norm: 4.5178, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-18 12:32:20,617 - mmaction - INFO - Epoch [70][540/792] lr: 3.750e-04, eta: 6:33:25, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9354, loss_cls: 0.7296, loss: 0.7296, grad_norm: 4.5043, top1_acc/aux0: 0.8446, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5944, loss/aux0: 0.5944 2020-10-18 12:32:21,021 - mmaction - INFO - Epoch [70][540/792] lr: 3.750e-04, eta: 6:33:30, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9354, loss_cls: 0.7296, loss: 0.7296, grad_norm: 4.5724, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-18 12:32:40,636 - mmaction - INFO - Epoch [70][560/792] lr: 3.750e-04, eta: 6:33:06, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9464, loss_cls: 0.6963, loss: 0.6963, grad_norm: 4.5388, top1_acc/aux0: 0.8251, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6380, loss/aux0: 0.6380 2020-10-18 12:32:41,066 - mmaction - INFO - Epoch [70][560/792] lr: 3.750e-04, eta: 6:33:10, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9464, loss_cls: 0.6963, loss: 0.6963, grad_norm: 4.5181, top1_acc/aux0: 0.8254, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6333, loss/aux0: 0.6333 2020-10-18 12:33:00,513 - mmaction - INFO - Epoch [70][580/792] lr: 3.750e-04, eta: 6:32:46, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.7088, loss: 0.7088, grad_norm: 4.5003, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6176, loss/aux0: 0.6176 2020-10-18 12:33:00,932 - mmaction - INFO - Epoch [70][580/792] lr: 3.750e-04, eta: 6:32:51, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.7088, loss: 0.7088, grad_norm: 4.4849, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-18 12:33:20,420 - mmaction - INFO - Epoch [70][600/792] lr: 3.750e-04, eta: 6:32:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9500, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.3889, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-18 12:33:20,842 - mmaction - INFO - Epoch [70][600/792] lr: 3.750e-04, eta: 6:32:31, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9500, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.4060, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 12:33:40,237 - mmaction - INFO - Epoch [70][620/792] lr: 3.750e-04, eta: 6:32:07, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9510, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.4025, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-18 12:33:40,643 - mmaction - INFO - Epoch [70][620/792] lr: 3.750e-04, eta: 6:32:11, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9510, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.3827, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-18 12:34:00,207 - mmaction - INFO - Epoch [70][640/792] lr: 3.750e-04, eta: 6:31:48, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9453, loss_cls: 0.6725, loss: 0.6725, grad_norm: 4.5503, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 12:34:00,618 - mmaction - INFO - Epoch [70][640/792] lr: 3.750e-04, eta: 6:31:52, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9453, loss_cls: 0.6725, loss: 0.6725, grad_norm: 4.5374, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-18 12:34:20,241 - mmaction - INFO - Epoch [70][660/792] lr: 3.750e-04, eta: 6:31:28, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9354, loss_cls: 0.7181, loss: 0.7181, grad_norm: 4.5488, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 12:34:20,682 - mmaction - INFO - Epoch [70][660/792] lr: 3.750e-04, eta: 6:31:32, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9354, loss_cls: 0.7181, loss: 0.7181, grad_norm: 4.5128, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 12:34:40,191 - mmaction - INFO - Epoch [70][680/792] lr: 3.750e-04, eta: 6:31:08, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9458, loss_cls: 0.7121, loss: 0.7121, grad_norm: 4.5922, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5944, loss/aux0: 0.5944 2020-10-18 12:34:40,606 - mmaction - INFO - Epoch [70][680/792] lr: 3.750e-04, eta: 6:31:13, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9458, loss_cls: 0.7121, loss: 0.7121, grad_norm: 4.6027, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 12:35:00,138 - mmaction - INFO - Epoch [70][700/792] lr: 3.750e-04, eta: 6:30:49, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.7044, loss: 0.7044, grad_norm: 4.4923, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-18 12:35:00,544 - mmaction - INFO - Epoch [70][700/792] lr: 3.750e-04, eta: 6:30:53, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.7044, loss: 0.7044, grad_norm: 4.4926, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 12:35:19,960 - mmaction - INFO - Epoch [70][720/792] lr: 3.750e-04, eta: 6:30:29, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9380, loss_cls: 0.7239, loss: 0.7239, grad_norm: 4.4075, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5840, loss/aux0: 0.5840 2020-10-18 12:35:20,361 - mmaction - INFO - Epoch [70][720/792] lr: 3.750e-04, eta: 6:30:34, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9380, loss_cls: 0.7239, loss: 0.7239, grad_norm: 4.3992, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-18 12:35:39,818 - mmaction - INFO - Epoch [70][740/792] lr: 3.750e-04, eta: 6:30:10, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9437, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.5984, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 12:35:40,238 - mmaction - INFO - Epoch [70][740/792] lr: 3.750e-04, eta: 6:30:14, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9437, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.5750, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 12:35:59,576 - mmaction - INFO - Epoch [70][760/792] lr: 3.750e-04, eta: 6:29:50, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9422, loss_cls: 0.6661, loss: 0.6661, grad_norm: 4.5513, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 12:35:59,987 - mmaction - INFO - Epoch [70][760/792] lr: 3.750e-04, eta: 6:29:55, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9422, loss_cls: 0.6661, loss: 0.6661, grad_norm: 4.5175, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 12:36:19,401 - mmaction - INFO - Epoch [70][780/792] lr: 3.750e-04, eta: 6:29:31, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9427, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.4150, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-18 12:36:19,826 - mmaction - INFO - Epoch [70][780/792] lr: 3.750e-04, eta: 6:29:35, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9427, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.4649, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 12:36:32,768 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-10-18 12:37:50,369 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 12:37:50,501 - mmaction - INFO - top1_acc 0.7815 top5_acc 0.9374 2020-10-18 12:37:50,501 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 12:37:50,539 - mmaction - INFO - mean_acc 0.7819 2020-10-18 12:37:50,541 - mmaction - INFO - Epoch(val) [70][792] top1_acc: 0.7815, top5_acc: 0.9374, mean_class_accuracy: 0.7819 2020-10-18 12:40:24,187 - mmaction - INFO - Epoch [71][20/792] lr: 3.750e-04, eta: 6:28:54, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9464, loss_cls: 0.6712, loss: 0.6712, grad_norm: 4.4741, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6378, loss/aux0: 0.6378 2020-10-18 12:40:24,595 - mmaction - INFO - Epoch [71][20/792] lr: 3.750e-04, eta: 6:28:58, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9464, loss_cls: 0.6712, loss: 0.6712, grad_norm: 4.4817, top1_acc/aux0: 0.8293, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6436, loss/aux0: 0.6436 2020-10-18 12:40:43,986 - mmaction - INFO - Epoch [71][40/792] lr: 3.750e-04, eta: 6:28:35, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9516, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.5975, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6232, loss/aux0: 0.6232 2020-10-18 12:40:44,399 - mmaction - INFO - Epoch [71][40/792] lr: 3.750e-04, eta: 6:28:39, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9516, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.5814, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6148, loss/aux0: 0.6148 2020-10-18 12:41:03,793 - mmaction - INFO - Epoch [71][60/792] lr: 3.750e-04, eta: 6:28:15, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9458, loss_cls: 0.6571, loss: 0.6571, grad_norm: 4.4027, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-18 12:41:04,214 - mmaction - INFO - Epoch [71][60/792] lr: 3.750e-04, eta: 6:28:19, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9458, loss_cls: 0.6571, loss: 0.6571, grad_norm: 4.4104, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 12:41:23,717 - mmaction - INFO - Epoch [71][80/792] lr: 3.750e-04, eta: 6:27:55, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9432, loss_cls: 0.6347, loss: 0.6347, grad_norm: 4.5906, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-18 12:41:24,126 - mmaction - INFO - Epoch [71][80/792] lr: 3.750e-04, eta: 6:28:00, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9432, loss_cls: 0.6347, loss: 0.6347, grad_norm: 4.5768, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6380, loss/aux0: 0.6380 2020-10-18 12:41:43,592 - mmaction - INFO - Epoch [71][100/792] lr: 3.750e-04, eta: 6:27:36, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9432, loss_cls: 0.6893, loss: 0.6893, grad_norm: 4.6416, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-18 12:41:43,999 - mmaction - INFO - Epoch [71][100/792] lr: 3.750e-04, eta: 6:27:40, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9432, loss_cls: 0.6893, loss: 0.6893, grad_norm: 4.6292, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6250, loss/aux0: 0.6250 2020-10-18 12:42:03,496 - mmaction - INFO - Epoch [71][120/792] lr: 3.750e-04, eta: 6:27:16, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9479, loss_cls: 0.6765, loss: 0.6765, grad_norm: 4.4146, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 12:42:03,939 - mmaction - INFO - Epoch [71][120/792] lr: 3.750e-04, eta: 6:27:21, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9479, loss_cls: 0.6765, loss: 0.6765, grad_norm: 4.3876, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-18 12:42:23,417 - mmaction - INFO - Epoch [71][140/792] lr: 3.750e-04, eta: 6:26:57, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9583, loss_cls: 0.6263, loss: 0.6263, grad_norm: 4.5225, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 12:42:23,823 - mmaction - INFO - Epoch [71][140/792] lr: 3.750e-04, eta: 6:27:01, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9583, loss_cls: 0.6263, loss: 0.6263, grad_norm: 4.5477, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6349, loss/aux0: 0.6349 2020-10-18 12:42:43,339 - mmaction - INFO - Epoch [71][160/792] lr: 3.750e-04, eta: 6:26:37, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9380, loss_cls: 0.6678, loss: 0.6678, grad_norm: 4.4702, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-18 12:42:43,758 - mmaction - INFO - Epoch [71][160/792] lr: 3.750e-04, eta: 6:26:42, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9380, loss_cls: 0.6678, loss: 0.6678, grad_norm: 4.5198, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6022, loss/aux0: 0.6022 2020-10-18 12:43:03,274 - mmaction - INFO - Epoch [71][180/792] lr: 3.750e-04, eta: 6:26:18, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9500, loss_cls: 0.6606, loss: 0.6606, grad_norm: 4.5534, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 12:43:03,694 - mmaction - INFO - Epoch [71][180/792] lr: 3.750e-04, eta: 6:26:22, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9500, loss_cls: 0.6606, loss: 0.6606, grad_norm: 4.5959, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-18 12:43:23,299 - mmaction - INFO - Epoch [71][200/792] lr: 3.750e-04, eta: 6:25:58, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9474, loss_cls: 0.6513, loss: 0.6513, grad_norm: 4.6083, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 12:43:23,716 - mmaction - INFO - Epoch [71][200/792] lr: 3.750e-04, eta: 6:26:03, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9474, loss_cls: 0.6513, loss: 0.6513, grad_norm: 4.6054, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 12:43:43,360 - mmaction - INFO - Epoch [71][220/792] lr: 3.750e-04, eta: 6:25:39, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9385, loss_cls: 0.6935, loss: 0.6935, grad_norm: 4.5444, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-18 12:43:43,766 - mmaction - INFO - Epoch [71][220/792] lr: 3.750e-04, eta: 6:25:43, time: 0.505, data_time: 0.001, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9385, loss_cls: 0.6935, loss: 0.6935, grad_norm: 4.5234, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-18 12:44:03,182 - mmaction - INFO - Epoch [71][240/792] lr: 3.750e-04, eta: 6:25:19, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9437, loss_cls: 0.6583, loss: 0.6583, grad_norm: 4.4953, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 12:44:03,585 - mmaction - INFO - Epoch [71][240/792] lr: 3.750e-04, eta: 6:25:24, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9437, loss_cls: 0.6583, loss: 0.6583, grad_norm: 4.4442, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6141, loss/aux0: 0.6141 2020-10-18 12:44:23,026 - mmaction - INFO - Epoch [71][260/792] lr: 3.750e-04, eta: 6:25:00, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9474, loss_cls: 0.6530, loss: 0.6530, grad_norm: 4.4393, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6105, loss/aux0: 0.6105 2020-10-18 12:44:23,450 - mmaction - INFO - Epoch [71][260/792] lr: 3.750e-04, eta: 6:25:04, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9474, loss_cls: 0.6530, loss: 0.6530, grad_norm: 4.4590, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6142, loss/aux0: 0.6142 2020-10-18 12:44:42,913 - mmaction - INFO - Epoch [71][280/792] lr: 3.750e-04, eta: 6:24:40, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9500, loss_cls: 0.6138, loss: 0.6138, grad_norm: 4.5032, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-18 12:44:43,352 - mmaction - INFO - Epoch [71][280/792] lr: 3.750e-04, eta: 6:24:44, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9500, loss_cls: 0.6138, loss: 0.6138, grad_norm: 4.5196, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-18 12:45:02,845 - mmaction - INFO - Epoch [71][300/792] lr: 3.750e-04, eta: 6:24:21, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9375, loss_cls: 0.6608, loss: 0.6608, grad_norm: 4.4850, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6395, loss/aux0: 0.6395 2020-10-18 12:45:03,264 - mmaction - INFO - Epoch [71][300/792] lr: 3.750e-04, eta: 6:24:25, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9375, loss_cls: 0.6608, loss: 0.6608, grad_norm: 4.4921, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-18 12:45:22,630 - mmaction - INFO - Epoch [71][320/792] lr: 3.750e-04, eta: 6:24:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9401, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.4257, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5924, loss/aux0: 0.5924 2020-10-18 12:45:23,032 - mmaction - INFO - Epoch [71][320/792] lr: 3.750e-04, eta: 6:24:05, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9401, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.4419, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-18 12:45:42,575 - mmaction - INFO - Epoch [71][340/792] lr: 3.750e-04, eta: 6:23:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9458, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.4598, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6332, loss/aux0: 0.6332 2020-10-18 12:45:42,991 - mmaction - INFO - Epoch [71][340/792] lr: 3.750e-04, eta: 6:23:46, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9458, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.4688, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-18 12:46:02,598 - mmaction - INFO - Epoch [71][360/792] lr: 3.750e-04, eta: 6:23:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9427, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.5959, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6202, loss/aux0: 0.6202 2020-10-18 12:46:03,014 - mmaction - INFO - Epoch [71][360/792] lr: 3.750e-04, eta: 6:23:26, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9427, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.5905, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6201, loss/aux0: 0.6201 2020-10-18 12:46:22,537 - mmaction - INFO - Epoch [71][380/792] lr: 3.750e-04, eta: 6:23:03, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9406, loss_cls: 0.6917, loss: 0.6917, grad_norm: 4.4579, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-18 12:46:22,947 - mmaction - INFO - Epoch [71][380/792] lr: 3.750e-04, eta: 6:23:07, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9406, loss_cls: 0.6917, loss: 0.6917, grad_norm: 4.4476, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-18 12:46:42,391 - mmaction - INFO - Epoch [71][400/792] lr: 3.750e-04, eta: 6:22:43, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9479, loss_cls: 0.6642, loss: 0.6642, grad_norm: 4.4567, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-18 12:46:42,804 - mmaction - INFO - Epoch [71][400/792] lr: 3.750e-04, eta: 6:22:47, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9479, loss_cls: 0.6642, loss: 0.6642, grad_norm: 4.5024, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6098, loss/aux0: 0.6098 2020-10-18 12:47:02,320 - mmaction - INFO - Epoch [71][420/792] lr: 3.750e-04, eta: 6:22:23, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9354, loss_cls: 0.6939, loss: 0.6939, grad_norm: 4.5419, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 12:47:02,726 - mmaction - INFO - Epoch [71][420/792] lr: 3.750e-04, eta: 6:22:28, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9354, loss_cls: 0.6939, loss: 0.6939, grad_norm: 4.5671, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6170, loss/aux0: 0.6170 2020-10-18 12:47:22,105 - mmaction - INFO - Epoch [71][440/792] lr: 3.750e-04, eta: 6:22:04, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9396, loss_cls: 0.6935, loss: 0.6935, grad_norm: 4.6674, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6481, loss/aux0: 0.6481 2020-10-18 12:47:22,516 - mmaction - INFO - Epoch [71][440/792] lr: 3.750e-04, eta: 6:22:08, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9396, loss_cls: 0.6935, loss: 0.6935, grad_norm: 4.6254, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6446, loss/aux0: 0.6446 2020-10-18 12:47:41,954 - mmaction - INFO - Epoch [71][460/792] lr: 3.750e-04, eta: 6:21:44, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9490, loss_cls: 0.6428, loss: 0.6428, grad_norm: 4.4991, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-18 12:47:42,359 - mmaction - INFO - Epoch [71][460/792] lr: 3.750e-04, eta: 6:21:49, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9490, loss_cls: 0.6428, loss: 0.6428, grad_norm: 4.4720, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-18 12:48:01,713 - mmaction - INFO - Epoch [71][480/792] lr: 3.750e-04, eta: 6:21:25, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9391, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.4448, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-18 12:48:02,120 - mmaction - INFO - Epoch [71][480/792] lr: 3.750e-04, eta: 6:21:29, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9391, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.4218, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-18 12:48:21,527 - mmaction - INFO - Epoch [71][500/792] lr: 3.750e-04, eta: 6:21:05, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9375, loss_cls: 0.7191, loss: 0.7191, grad_norm: 4.7154, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 12:48:21,936 - mmaction - INFO - Epoch [71][500/792] lr: 3.750e-04, eta: 6:21:09, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9375, loss_cls: 0.7191, loss: 0.7191, grad_norm: 4.7153, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6275, loss/aux0: 0.6275 2020-10-18 12:48:41,309 - mmaction - INFO - Epoch [71][520/792] lr: 3.750e-04, eta: 6:20:46, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9552, loss_cls: 0.6223, loss: 0.6223, grad_norm: 4.4713, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 12:48:41,734 - mmaction - INFO - Epoch [71][520/792] lr: 3.750e-04, eta: 6:20:50, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9552, loss_cls: 0.6223, loss: 0.6223, grad_norm: 4.4448, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 12:49:01,221 - mmaction - INFO - Epoch [71][540/792] lr: 3.750e-04, eta: 6:20:26, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9453, loss_cls: 0.6842, loss: 0.6842, grad_norm: 4.6479, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-18 12:49:01,644 - mmaction - INFO - Epoch [71][540/792] lr: 3.750e-04, eta: 6:20:30, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9453, loss_cls: 0.6842, loss: 0.6842, grad_norm: 4.6637, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 12:49:21,133 - mmaction - INFO - Epoch [71][560/792] lr: 3.750e-04, eta: 6:20:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9453, loss_cls: 0.6926, loss: 0.6926, grad_norm: 4.5479, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-18 12:49:21,551 - mmaction - INFO - Epoch [71][560/792] lr: 3.750e-04, eta: 6:20:11, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9453, loss_cls: 0.6926, loss: 0.6926, grad_norm: 4.5795, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 12:49:41,076 - mmaction - INFO - Epoch [71][580/792] lr: 3.750e-04, eta: 6:19:47, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9453, loss_cls: 0.6752, loss: 0.6752, grad_norm: 4.6045, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 12:49:41,518 - mmaction - INFO - Epoch [71][580/792] lr: 3.750e-04, eta: 6:19:51, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9453, loss_cls: 0.6752, loss: 0.6752, grad_norm: 4.5656, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6155, loss/aux0: 0.6155 2020-10-18 12:50:00,953 - mmaction - INFO - Epoch [71][600/792] lr: 3.750e-04, eta: 6:19:27, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9411, loss_cls: 0.6912, loss: 0.6912, grad_norm: 4.5291, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-18 12:50:01,424 - mmaction - INFO - Epoch [71][600/792] lr: 3.750e-04, eta: 6:19:31, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9411, loss_cls: 0.6912, loss: 0.6912, grad_norm: 4.4902, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-18 12:50:20,788 - mmaction - INFO - Epoch [71][620/792] lr: 3.750e-04, eta: 6:19:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9365, loss_cls: 0.7188, loss: 0.7188, grad_norm: 4.6358, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-18 12:50:21,198 - mmaction - INFO - Epoch [71][620/792] lr: 3.750e-04, eta: 6:19:12, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9365, loss_cls: 0.7188, loss: 0.7188, grad_norm: 4.6345, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 12:50:40,708 - mmaction - INFO - Epoch [71][640/792] lr: 3.750e-04, eta: 6:18:48, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9448, loss_cls: 0.6907, loss: 0.6907, grad_norm: 4.6241, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 12:50:41,125 - mmaction - INFO - Epoch [71][640/792] lr: 3.750e-04, eta: 6:18:52, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9448, loss_cls: 0.6907, loss: 0.6907, grad_norm: 4.6277, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-18 12:51:00,697 - mmaction - INFO - Epoch [71][660/792] lr: 3.750e-04, eta: 6:18:29, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9479, loss_cls: 0.6852, loss: 0.6852, grad_norm: 4.4627, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-18 12:51:01,099 - mmaction - INFO - Epoch [71][660/792] lr: 3.750e-04, eta: 6:18:33, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9479, loss_cls: 0.6852, loss: 0.6852, grad_norm: 4.4760, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-18 12:51:20,510 - mmaction - INFO - Epoch [71][680/792] lr: 3.750e-04, eta: 6:18:09, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9391, loss_cls: 0.6840, loss: 0.6840, grad_norm: 4.5446, top1_acc/aux0: 0.8278, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6527, loss/aux0: 0.6527 2020-10-18 12:51:20,927 - mmaction - INFO - Epoch [71][680/792] lr: 3.750e-04, eta: 6:18:13, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9391, loss_cls: 0.6840, loss: 0.6840, grad_norm: 4.5787, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6528, loss/aux0: 0.6528 2020-10-18 12:51:40,438 - mmaction - INFO - Epoch [71][700/792] lr: 3.750e-04, eta: 6:17:49, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9422, loss_cls: 0.6967, loss: 0.6967, grad_norm: 4.5373, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-18 12:51:40,841 - mmaction - INFO - Epoch [71][700/792] lr: 3.750e-04, eta: 6:17:54, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9422, loss_cls: 0.6967, loss: 0.6967, grad_norm: 4.5084, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-18 12:52:00,310 - mmaction - INFO - Epoch [71][720/792] lr: 3.750e-04, eta: 6:17:30, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9464, loss_cls: 0.7205, loss: 0.7205, grad_norm: 4.5539, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-18 12:52:00,719 - mmaction - INFO - Epoch [71][720/792] lr: 3.750e-04, eta: 6:17:34, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9464, loss_cls: 0.7205, loss: 0.7205, grad_norm: 4.5898, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 12:52:20,235 - mmaction - INFO - Epoch [71][740/792] lr: 3.750e-04, eta: 6:17:10, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9432, loss_cls: 0.6830, loss: 0.6830, grad_norm: 4.6701, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6292, loss/aux0: 0.6292 2020-10-18 12:52:20,675 - mmaction - INFO - Epoch [71][740/792] lr: 3.750e-04, eta: 6:17:14, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9432, loss_cls: 0.6830, loss: 0.6830, grad_norm: 4.6184, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-18 12:52:40,105 - mmaction - INFO - Epoch [71][760/792] lr: 3.750e-04, eta: 6:16:51, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9375, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.5137, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 12:52:40,506 - mmaction - INFO - Epoch [71][760/792] lr: 3.750e-04, eta: 6:16:55, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9375, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.5230, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5936, loss/aux0: 0.5936 2020-10-18 12:53:00,062 - mmaction - INFO - Epoch [71][780/792] lr: 3.750e-04, eta: 6:16:31, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9453, loss_cls: 0.6891, loss: 0.6891, grad_norm: 4.6187, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6311, loss/aux0: 0.6311 2020-10-18 12:53:00,483 - mmaction - INFO - Epoch [71][780/792] lr: 3.750e-04, eta: 6:16:35, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9453, loss_cls: 0.6891, loss: 0.6891, grad_norm: 4.6383, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-18 12:53:13,385 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-10-18 12:55:48,852 - mmaction - INFO - Epoch [72][20/792] lr: 3.750e-04, eta: 6:15:55, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9448, loss_cls: 0.7112, loss: 0.7112, grad_norm: 4.6656, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9544, loss_cls/aux0: 0.5846, loss/aux0: 0.5846 2020-10-18 12:55:49,255 - mmaction - INFO - Epoch [72][20/792] lr: 3.750e-04, eta: 6:15:59, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9448, loss_cls: 0.7112, loss: 0.7112, grad_norm: 4.6392, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5865, loss/aux0: 0.5865 2020-10-18 12:56:08,555 - mmaction - INFO - Epoch [72][40/792] lr: 3.750e-04, eta: 6:15:35, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9464, loss_cls: 0.6336, loss: 0.6336, grad_norm: 4.3175, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-18 12:56:08,966 - mmaction - INFO - Epoch [72][40/792] lr: 3.750e-04, eta: 6:15:39, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9464, loss_cls: 0.6336, loss: 0.6336, grad_norm: 4.3171, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5998, loss/aux0: 0.5998 2020-10-18 12:56:28,384 - mmaction - INFO - Epoch [72][60/792] lr: 3.750e-04, eta: 6:15:16, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9417, loss_cls: 0.7084, loss: 0.7084, grad_norm: 4.7188, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-18 12:56:28,791 - mmaction - INFO - Epoch [72][60/792] lr: 3.750e-04, eta: 6:15:20, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9417, loss_cls: 0.7084, loss: 0.7084, grad_norm: 4.6920, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-18 12:56:48,343 - mmaction - INFO - Epoch [72][80/792] lr: 3.750e-04, eta: 6:14:56, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9510, loss_cls: 0.6895, loss: 0.6895, grad_norm: 4.6397, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-18 12:56:48,749 - mmaction - INFO - Epoch [72][80/792] lr: 3.750e-04, eta: 6:15:00, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9510, loss_cls: 0.6895, loss: 0.6895, grad_norm: 4.6399, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6263, loss/aux0: 0.6263 2020-10-18 12:57:08,149 - mmaction - INFO - Epoch [72][100/792] lr: 3.750e-04, eta: 6:14:37, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9318, loss_cls: 0.7419, loss: 0.7419, grad_norm: 4.5236, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 12:57:08,554 - mmaction - INFO - Epoch [72][100/792] lr: 3.750e-04, eta: 6:14:41, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9318, loss_cls: 0.7419, loss: 0.7419, grad_norm: 4.4948, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-18 12:57:27,908 - mmaction - INFO - Epoch [72][120/792] lr: 3.750e-04, eta: 6:14:17, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9453, loss_cls: 0.6548, loss: 0.6548, grad_norm: 4.3852, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-18 12:57:28,323 - mmaction - INFO - Epoch [72][120/792] lr: 3.750e-04, eta: 6:14:21, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9453, loss_cls: 0.6548, loss: 0.6548, grad_norm: 4.4071, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-18 12:57:47,814 - mmaction - INFO - Epoch [72][140/792] lr: 3.750e-04, eta: 6:13:58, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.6207, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-18 12:57:48,217 - mmaction - INFO - Epoch [72][140/792] lr: 3.750e-04, eta: 6:14:02, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.5826, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6199, loss/aux0: 0.6199 2020-10-18 12:58:07,588 - mmaction - INFO - Epoch [72][160/792] lr: 3.750e-04, eta: 6:13:38, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9464, loss_cls: 0.6536, loss: 0.6536, grad_norm: 4.5328, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-18 12:58:08,008 - mmaction - INFO - Epoch [72][160/792] lr: 3.750e-04, eta: 6:13:42, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9464, loss_cls: 0.6536, loss: 0.6536, grad_norm: 4.5717, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-18 12:58:27,520 - mmaction - INFO - Epoch [72][180/792] lr: 3.750e-04, eta: 6:13:18, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9458, loss_cls: 0.6571, loss: 0.6571, grad_norm: 4.5305, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-18 12:58:27,945 - mmaction - INFO - Epoch [72][180/792] lr: 3.750e-04, eta: 6:13:22, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9458, loss_cls: 0.6571, loss: 0.6571, grad_norm: 4.5317, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-18 12:58:47,368 - mmaction - INFO - Epoch [72][200/792] lr: 3.750e-04, eta: 6:12:59, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.7081, loss: 0.7081, grad_norm: 4.5780, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6511, loss/aux0: 0.6511 2020-10-18 12:58:47,786 - mmaction - INFO - Epoch [72][200/792] lr: 3.750e-04, eta: 6:13:03, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.7081, loss: 0.7081, grad_norm: 4.5547, top1_acc/aux0: 0.8269, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-18 12:59:07,333 - mmaction - INFO - Epoch [72][220/792] lr: 3.750e-04, eta: 6:12:39, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9411, loss_cls: 0.6494, loss: 0.6494, grad_norm: 4.4146, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-18 12:59:07,758 - mmaction - INFO - Epoch [72][220/792] lr: 3.750e-04, eta: 6:12:43, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9411, loss_cls: 0.6494, loss: 0.6494, grad_norm: 4.4257, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5964, loss/aux0: 0.5964 2020-10-18 12:59:27,321 - mmaction - INFO - Epoch [72][240/792] lr: 3.750e-04, eta: 6:12:20, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9437, loss_cls: 0.6795, loss: 0.6795, grad_norm: 4.5118, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 12:59:27,822 - mmaction - INFO - Epoch [72][240/792] lr: 3.750e-04, eta: 6:12:24, time: 0.506, data_time: 0.003, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9437, loss_cls: 0.6795, loss: 0.6795, grad_norm: 4.5772, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6302, loss/aux0: 0.6302 2020-10-18 12:59:47,269 - mmaction - INFO - Epoch [72][260/792] lr: 3.750e-04, eta: 6:12:00, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9406, loss_cls: 0.6948, loss: 0.6948, grad_norm: 4.4301, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-18 12:59:47,677 - mmaction - INFO - Epoch [72][260/792] lr: 3.750e-04, eta: 6:12:04, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9406, loss_cls: 0.6948, loss: 0.6948, grad_norm: 4.4433, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-18 13:00:07,196 - mmaction - INFO - Epoch [72][280/792] lr: 3.750e-04, eta: 6:11:41, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9391, loss_cls: 0.6807, loss: 0.6807, grad_norm: 4.5114, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-18 13:00:07,611 - mmaction - INFO - Epoch [72][280/792] lr: 3.750e-04, eta: 6:11:45, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9391, loss_cls: 0.6807, loss: 0.6807, grad_norm: 4.5114, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-18 13:00:27,103 - mmaction - INFO - Epoch [72][300/792] lr: 3.750e-04, eta: 6:11:21, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9448, loss_cls: 0.6716, loss: 0.6716, grad_norm: 4.5696, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 13:00:27,512 - mmaction - INFO - Epoch [72][300/792] lr: 3.750e-04, eta: 6:11:25, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9448, loss_cls: 0.6716, loss: 0.6716, grad_norm: 4.5704, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 13:00:47,015 - mmaction - INFO - Epoch [72][320/792] lr: 3.750e-04, eta: 6:11:02, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9406, loss_cls: 0.6832, loss: 0.6832, grad_norm: 4.4743, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 13:00:47,422 - mmaction - INFO - Epoch [72][320/792] lr: 3.750e-04, eta: 6:11:06, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9406, loss_cls: 0.6832, loss: 0.6832, grad_norm: 4.4718, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6118, loss/aux0: 0.6118 2020-10-18 13:01:07,047 - mmaction - INFO - Epoch [72][340/792] lr: 3.750e-04, eta: 6:10:42, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9469, loss_cls: 0.6519, loss: 0.6519, grad_norm: 4.5608, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-18 13:01:07,459 - mmaction - INFO - Epoch [72][340/792] lr: 3.750e-04, eta: 6:10:46, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9469, loss_cls: 0.6519, loss: 0.6519, grad_norm: 4.5030, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-18 13:01:27,001 - mmaction - INFO - Epoch [72][360/792] lr: 3.750e-04, eta: 6:10:23, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9474, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.4400, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 13:01:27,419 - mmaction - INFO - Epoch [72][360/792] lr: 3.750e-04, eta: 6:10:27, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9474, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.4343, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-18 13:01:46,954 - mmaction - INFO - Epoch [72][380/792] lr: 3.750e-04, eta: 6:10:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.6783, loss: 0.6783, grad_norm: 4.4757, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-18 13:01:47,361 - mmaction - INFO - Epoch [72][380/792] lr: 3.750e-04, eta: 6:10:07, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.6783, loss: 0.6783, grad_norm: 4.4851, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 13:02:06,830 - mmaction - INFO - Epoch [72][400/792] lr: 3.750e-04, eta: 6:09:43, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9469, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.6156, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-18 13:02:07,241 - mmaction - INFO - Epoch [72][400/792] lr: 3.750e-04, eta: 6:09:47, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9469, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.6396, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 13:02:26,753 - mmaction - INFO - Epoch [72][420/792] lr: 3.750e-04, eta: 6:09:24, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9432, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.6976, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6270, loss/aux0: 0.6270 2020-10-18 13:02:27,158 - mmaction - INFO - Epoch [72][420/792] lr: 3.750e-04, eta: 6:09:28, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9432, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.6394, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6240, loss/aux0: 0.6240 2020-10-18 13:02:46,709 - mmaction - INFO - Epoch [72][440/792] lr: 3.750e-04, eta: 6:09:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9432, loss_cls: 0.6936, loss: 0.6936, grad_norm: 4.4773, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6131, loss/aux0: 0.6131 2020-10-18 13:02:47,116 - mmaction - INFO - Epoch [72][440/792] lr: 3.750e-04, eta: 6:09:08, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9432, loss_cls: 0.6936, loss: 0.6936, grad_norm: 4.4818, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 13:03:06,567 - mmaction - INFO - Epoch [72][460/792] lr: 3.750e-04, eta: 6:08:45, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9370, loss_cls: 0.7215, loss: 0.7215, grad_norm: 4.6809, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-18 13:03:06,986 - mmaction - INFO - Epoch [72][460/792] lr: 3.750e-04, eta: 6:08:49, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9370, loss_cls: 0.7215, loss: 0.7215, grad_norm: 4.6651, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-18 13:03:26,481 - mmaction - INFO - Epoch [72][480/792] lr: 3.750e-04, eta: 6:08:25, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9406, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.6395, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6230, loss/aux0: 0.6230 2020-10-18 13:03:26,904 - mmaction - INFO - Epoch [72][480/792] lr: 3.750e-04, eta: 6:08:29, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9406, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.6413, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-18 13:03:46,279 - mmaction - INFO - Epoch [72][500/792] lr: 3.750e-04, eta: 6:08:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9417, loss_cls: 0.6723, loss: 0.6723, grad_norm: 4.6148, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-18 13:03:46,713 - mmaction - INFO - Epoch [72][500/792] lr: 3.750e-04, eta: 6:08:10, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9417, loss_cls: 0.6723, loss: 0.6723, grad_norm: 4.6415, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-18 13:04:06,239 - mmaction - INFO - Epoch [72][520/792] lr: 3.750e-04, eta: 6:07:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9349, loss_cls: 0.7347, loss: 0.7347, grad_norm: 4.4908, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 13:04:06,652 - mmaction - INFO - Epoch [72][520/792] lr: 3.750e-04, eta: 6:07:50, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9349, loss_cls: 0.7347, loss: 0.7347, grad_norm: 4.4627, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-18 13:04:26,176 - mmaction - INFO - Epoch [72][540/792] lr: 3.750e-04, eta: 6:07:26, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.6807, loss: 0.6807, grad_norm: 4.5406, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5969, loss/aux0: 0.5969 2020-10-18 13:04:26,583 - mmaction - INFO - Epoch [72][540/792] lr: 3.750e-04, eta: 6:07:30, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.6807, loss: 0.6807, grad_norm: 4.5433, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 13:04:46,008 - mmaction - INFO - Epoch [72][560/792] lr: 3.750e-04, eta: 6:07:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9479, loss_cls: 0.6229, loss: 0.6229, grad_norm: 4.5569, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 13:04:46,419 - mmaction - INFO - Epoch [72][560/792] lr: 3.750e-04, eta: 6:07:11, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9479, loss_cls: 0.6229, loss: 0.6229, grad_norm: 4.5543, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-18 13:05:06,049 - mmaction - INFO - Epoch [72][580/792] lr: 3.750e-04, eta: 6:06:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9458, loss_cls: 0.6880, loss: 0.6880, grad_norm: 4.5723, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6079, loss/aux0: 0.6079 2020-10-18 13:05:06,458 - mmaction - INFO - Epoch [72][580/792] lr: 3.750e-04, eta: 6:06:51, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9458, loss_cls: 0.6880, loss: 0.6880, grad_norm: 4.5702, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6044, loss/aux0: 0.6044 2020-10-18 13:05:26,036 - mmaction - INFO - Epoch [72][600/792] lr: 3.750e-04, eta: 6:06:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.4875, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-18 13:05:26,438 - mmaction - INFO - Epoch [72][600/792] lr: 3.750e-04, eta: 6:06:32, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.4786, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-18 13:05:45,937 - mmaction - INFO - Epoch [72][620/792] lr: 3.750e-04, eta: 6:06:08, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9448, loss_cls: 0.6852, loss: 0.6852, grad_norm: 4.4561, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-18 13:05:46,351 - mmaction - INFO - Epoch [72][620/792] lr: 3.750e-04, eta: 6:06:12, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9448, loss_cls: 0.6852, loss: 0.6852, grad_norm: 4.4237, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 13:06:05,799 - mmaction - INFO - Epoch [72][640/792] lr: 3.750e-04, eta: 6:05:49, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9323, loss_cls: 0.7379, loss: 0.7379, grad_norm: 4.5947, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.5985, loss/aux0: 0.5985 2020-10-18 13:06:06,214 - mmaction - INFO - Epoch [72][640/792] lr: 3.750e-04, eta: 6:05:53, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9323, loss_cls: 0.7379, loss: 0.7379, grad_norm: 4.6315, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 13:06:25,813 - mmaction - INFO - Epoch [72][660/792] lr: 3.750e-04, eta: 6:05:29, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9453, loss_cls: 0.6501, loss: 0.6501, grad_norm: 4.5777, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6265, loss/aux0: 0.6265 2020-10-18 13:06:26,223 - mmaction - INFO - Epoch [72][660/792] lr: 3.750e-04, eta: 6:05:33, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9453, loss_cls: 0.6501, loss: 0.6501, grad_norm: 4.5839, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6319, loss/aux0: 0.6319 2020-10-18 13:06:45,746 - mmaction - INFO - Epoch [72][680/792] lr: 3.750e-04, eta: 6:05:10, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9464, loss_cls: 0.6448, loss: 0.6448, grad_norm: 4.3799, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-18 13:06:46,164 - mmaction - INFO - Epoch [72][680/792] lr: 3.750e-04, eta: 6:05:14, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9464, loss_cls: 0.6448, loss: 0.6448, grad_norm: 4.3912, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-18 13:07:05,649 - mmaction - INFO - Epoch [72][700/792] lr: 3.750e-04, eta: 6:04:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9432, loss_cls: 0.6833, loss: 0.6833, grad_norm: 4.5901, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 13:07:06,070 - mmaction - INFO - Epoch [72][700/792] lr: 3.750e-04, eta: 6:04:54, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9432, loss_cls: 0.6833, loss: 0.6833, grad_norm: 4.5430, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-18 13:07:25,469 - mmaction - INFO - Epoch [72][720/792] lr: 3.750e-04, eta: 6:04:30, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9620, loss_cls: 0.6296, loss: 0.6296, grad_norm: 4.4232, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-18 13:07:25,884 - mmaction - INFO - Epoch [72][720/792] lr: 3.750e-04, eta: 6:04:34, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9620, loss_cls: 0.6296, loss: 0.6296, grad_norm: 4.4567, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-18 13:07:45,422 - mmaction - INFO - Epoch [72][740/792] lr: 3.750e-04, eta: 6:04:11, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9490, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.5148, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6197, loss/aux0: 0.6197 2020-10-18 13:07:45,829 - mmaction - INFO - Epoch [72][740/792] lr: 3.750e-04, eta: 6:04:15, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9490, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.5155, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-18 13:08:05,446 - mmaction - INFO - Epoch [72][760/792] lr: 3.750e-04, eta: 6:03:51, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9505, loss_cls: 0.6314, loss: 0.6314, grad_norm: 4.4176, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-18 13:08:05,865 - mmaction - INFO - Epoch [72][760/792] lr: 3.750e-04, eta: 6:03:55, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9505, loss_cls: 0.6314, loss: 0.6314, grad_norm: 4.4397, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-18 13:08:25,295 - mmaction - INFO - Epoch [72][780/792] lr: 3.750e-04, eta: 6:03:32, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9443, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.6200, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-18 13:08:25,708 - mmaction - INFO - Epoch [72][780/792] lr: 3.750e-04, eta: 6:03:36, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9443, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.5922, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-18 13:08:38,580 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-18 13:11:14,436 - mmaction - INFO - Epoch [73][20/792] lr: 3.750e-04, eta: 6:02:56, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6634, loss: 0.6634, grad_norm: 4.4845, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 13:11:14,842 - mmaction - INFO - Epoch [73][20/792] lr: 3.750e-04, eta: 6:03:00, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6634, loss: 0.6634, grad_norm: 4.4661, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-18 13:11:34,131 - mmaction - INFO - Epoch [73][40/792] lr: 3.750e-04, eta: 6:02:36, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9443, loss_cls: 0.6204, loss: 0.6204, grad_norm: 4.4433, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-18 13:11:34,557 - mmaction - INFO - Epoch [73][40/792] lr: 3.750e-04, eta: 6:02:40, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9443, loss_cls: 0.6204, loss: 0.6204, grad_norm: 4.4469, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-18 13:11:53,985 - mmaction - INFO - Epoch [73][60/792] lr: 3.750e-04, eta: 6:02:17, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6776, loss: 0.6776, grad_norm: 4.5812, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-18 13:11:54,407 - mmaction - INFO - Epoch [73][60/792] lr: 3.750e-04, eta: 6:02:20, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6776, loss: 0.6776, grad_norm: 4.6196, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6348, loss/aux0: 0.6348 2020-10-18 13:12:13,871 - mmaction - INFO - Epoch [73][80/792] lr: 3.750e-04, eta: 6:01:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9469, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.6440, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6419, loss/aux0: 0.6419 2020-10-18 13:12:14,290 - mmaction - INFO - Epoch [73][80/792] lr: 3.750e-04, eta: 6:02:01, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9469, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.6512, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6382, loss/aux0: 0.6382 2020-10-18 13:12:33,776 - mmaction - INFO - Epoch [73][100/792] lr: 3.750e-04, eta: 6:01:37, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9432, loss_cls: 0.6687, loss: 0.6687, grad_norm: 4.5106, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-18 13:12:34,199 - mmaction - INFO - Epoch [73][100/792] lr: 3.750e-04, eta: 6:01:41, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9432, loss_cls: 0.6687, loss: 0.6687, grad_norm: 4.5013, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6144, loss/aux0: 0.6144 2020-10-18 13:12:53,648 - mmaction - INFO - Epoch [73][120/792] lr: 3.750e-04, eta: 6:01:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9380, loss_cls: 0.6843, loss: 0.6843, grad_norm: 4.6082, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6124, loss/aux0: 0.6124 2020-10-18 13:12:54,055 - mmaction - INFO - Epoch [73][120/792] lr: 3.750e-04, eta: 6:01:22, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9380, loss_cls: 0.6843, loss: 0.6843, grad_norm: 4.6480, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-18 13:13:13,493 - mmaction - INFO - Epoch [73][140/792] lr: 3.750e-04, eta: 6:00:58, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9443, loss_cls: 0.6649, loss: 0.6649, grad_norm: 4.5602, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 13:13:13,901 - mmaction - INFO - Epoch [73][140/792] lr: 3.750e-04, eta: 6:01:02, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9443, loss_cls: 0.6649, loss: 0.6649, grad_norm: 4.5720, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6141, loss/aux0: 0.6141 2020-10-18 13:13:33,301 - mmaction - INFO - Epoch [73][160/792] lr: 3.750e-04, eta: 6:00:39, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9380, loss_cls: 0.6612, loss: 0.6612, grad_norm: 4.4792, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 13:13:33,717 - mmaction - INFO - Epoch [73][160/792] lr: 3.750e-04, eta: 6:00:42, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9380, loss_cls: 0.6612, loss: 0.6612, grad_norm: 4.4140, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-18 13:13:53,291 - mmaction - INFO - Epoch [73][180/792] lr: 3.750e-04, eta: 6:00:19, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9484, loss_cls: 0.6055, loss: 0.6055, grad_norm: 4.4809, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-18 13:13:53,698 - mmaction - INFO - Epoch [73][180/792] lr: 3.750e-04, eta: 6:00:23, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9484, loss_cls: 0.6055, loss: 0.6055, grad_norm: 4.5362, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6206, loss/aux0: 0.6206 2020-10-18 13:14:13,244 - mmaction - INFO - Epoch [73][200/792] lr: 3.750e-04, eta: 6:00:00, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9437, loss_cls: 0.6892, loss: 0.6892, grad_norm: 4.5492, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 13:14:13,661 - mmaction - INFO - Epoch [73][200/792] lr: 3.750e-04, eta: 6:00:03, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9437, loss_cls: 0.6892, loss: 0.6892, grad_norm: 4.5876, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 13:14:33,170 - mmaction - INFO - Epoch [73][220/792] lr: 3.750e-04, eta: 5:59:40, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9479, loss_cls: 0.6716, loss: 0.6716, grad_norm: 4.6071, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6327, loss/aux0: 0.6327 2020-10-18 13:14:33,596 - mmaction - INFO - Epoch [73][220/792] lr: 3.750e-04, eta: 5:59:44, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9479, loss_cls: 0.6716, loss: 0.6716, grad_norm: 4.6059, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6320, loss/aux0: 0.6320 2020-10-18 13:14:53,002 - mmaction - INFO - Epoch [73][240/792] lr: 3.750e-04, eta: 5:59:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9406, loss_cls: 0.7021, loss: 0.7021, grad_norm: 4.4205, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-18 13:14:53,423 - mmaction - INFO - Epoch [73][240/792] lr: 3.750e-04, eta: 5:59:24, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9406, loss_cls: 0.7021, loss: 0.7021, grad_norm: 4.4186, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 13:15:12,894 - mmaction - INFO - Epoch [73][260/792] lr: 3.750e-04, eta: 5:59:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9422, loss_cls: 0.6824, loss: 0.6824, grad_norm: 4.4886, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-18 13:15:13,303 - mmaction - INFO - Epoch [73][260/792] lr: 3.750e-04, eta: 5:59:05, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9422, loss_cls: 0.6824, loss: 0.6824, grad_norm: 4.5133, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-18 13:15:32,868 - mmaction - INFO - Epoch [73][280/792] lr: 3.750e-04, eta: 5:58:41, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8609, top5_acc: 0.9495, loss_cls: 0.5814, loss: 0.5814, grad_norm: 4.4065, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5916, loss/aux0: 0.5916 2020-10-18 13:15:33,275 - mmaction - INFO - Epoch [73][280/792] lr: 3.750e-04, eta: 5:58:45, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8609, top5_acc: 0.9495, loss_cls: 0.5814, loss: 0.5814, grad_norm: 4.4017, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5878, loss/aux0: 0.5878 2020-10-18 13:15:52,744 - mmaction - INFO - Epoch [73][300/792] lr: 3.750e-04, eta: 5:58:22, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9474, loss_cls: 0.6838, loss: 0.6838, grad_norm: 4.5475, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-18 13:15:53,159 - mmaction - INFO - Epoch [73][300/792] lr: 3.750e-04, eta: 5:58:26, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9474, loss_cls: 0.6838, loss: 0.6838, grad_norm: 4.5083, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-18 13:16:12,638 - mmaction - INFO - Epoch [73][320/792] lr: 3.750e-04, eta: 5:58:02, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9500, loss_cls: 0.6656, loss: 0.6656, grad_norm: 4.5153, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 13:16:13,045 - mmaction - INFO - Epoch [73][320/792] lr: 3.750e-04, eta: 5:58:06, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9500, loss_cls: 0.6656, loss: 0.6656, grad_norm: 4.4898, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-18 13:16:32,565 - mmaction - INFO - Epoch [73][340/792] lr: 3.750e-04, eta: 5:57:43, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9385, loss_cls: 0.6803, loss: 0.6803, grad_norm: 4.6756, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 13:16:33,002 - mmaction - INFO - Epoch [73][340/792] lr: 3.750e-04, eta: 5:57:46, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9385, loss_cls: 0.6803, loss: 0.6803, grad_norm: 4.6645, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 13:16:52,464 - mmaction - INFO - Epoch [73][360/792] lr: 3.750e-04, eta: 5:57:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9349, loss_cls: 0.7081, loss: 0.7081, grad_norm: 4.5511, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-18 13:16:52,885 - mmaction - INFO - Epoch [73][360/792] lr: 3.750e-04, eta: 5:57:27, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9349, loss_cls: 0.7081, loss: 0.7081, grad_norm: 4.5116, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6124, loss/aux0: 0.6124 2020-10-18 13:17:12,332 - mmaction - INFO - Epoch [73][380/792] lr: 3.750e-04, eta: 5:57:03, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9505, loss_cls: 0.6454, loss: 0.6454, grad_norm: 4.5401, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9564, loss_cls/aux0: 0.5921, loss/aux0: 0.5921 2020-10-18 13:17:12,786 - mmaction - INFO - Epoch [73][380/792] lr: 3.750e-04, eta: 5:57:07, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9505, loss_cls: 0.6454, loss: 0.6454, grad_norm: 4.5627, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5947, loss/aux0: 0.5947 2020-10-18 13:17:32,175 - mmaction - INFO - Epoch [73][400/792] lr: 3.750e-04, eta: 5:56:44, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9391, loss_cls: 0.6763, loss: 0.6763, grad_norm: 4.3771, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-18 13:17:32,605 - mmaction - INFO - Epoch [73][400/792] lr: 3.750e-04, eta: 5:56:48, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9391, loss_cls: 0.6763, loss: 0.6763, grad_norm: 4.4079, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6105, loss/aux0: 0.6105 2020-10-18 13:17:52,057 - mmaction - INFO - Epoch [73][420/792] lr: 3.750e-04, eta: 5:56:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9396, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.5424, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 13:17:52,519 - mmaction - INFO - Epoch [73][420/792] lr: 3.750e-04, eta: 5:56:28, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9396, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.5608, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6098, loss/aux0: 0.6098 2020-10-18 13:18:12,057 - mmaction - INFO - Epoch [73][440/792] lr: 3.750e-04, eta: 5:56:05, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9521, loss_cls: 0.6472, loss: 0.6472, grad_norm: 4.6276, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6367, loss/aux0: 0.6367 2020-10-18 13:18:12,469 - mmaction - INFO - Epoch [73][440/792] lr: 3.750e-04, eta: 5:56:09, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9521, loss_cls: 0.6472, loss: 0.6472, grad_norm: 4.6178, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-18 13:18:31,870 - mmaction - INFO - Epoch [73][460/792] lr: 3.750e-04, eta: 5:55:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9406, loss_cls: 0.6735, loss: 0.6735, grad_norm: 4.4396, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 13:18:32,280 - mmaction - INFO - Epoch [73][460/792] lr: 3.750e-04, eta: 5:55:49, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9406, loss_cls: 0.6735, loss: 0.6735, grad_norm: 4.4434, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 13:18:51,781 - mmaction - INFO - Epoch [73][480/792] lr: 3.750e-04, eta: 5:55:26, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9484, loss_cls: 0.6698, loss: 0.6698, grad_norm: 4.4851, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-18 13:18:52,190 - mmaction - INFO - Epoch [73][480/792] lr: 3.750e-04, eta: 5:55:29, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9484, loss_cls: 0.6698, loss: 0.6698, grad_norm: 4.5342, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 13:19:11,605 - mmaction - INFO - Epoch [73][500/792] lr: 3.750e-04, eta: 5:55:06, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9437, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.7785, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-18 13:19:12,015 - mmaction - INFO - Epoch [73][500/792] lr: 3.750e-04, eta: 5:55:10, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9437, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.7687, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6108, loss/aux0: 0.6108 2020-10-18 13:19:31,469 - mmaction - INFO - Epoch [73][520/792] lr: 3.750e-04, eta: 5:54:47, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.6936, loss: 0.6936, grad_norm: 4.5753, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-18 13:19:31,883 - mmaction - INFO - Epoch [73][520/792] lr: 3.750e-04, eta: 5:54:50, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.6936, loss: 0.6936, grad_norm: 4.5705, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-18 13:19:51,535 - mmaction - INFO - Epoch [73][540/792] lr: 3.750e-04, eta: 5:54:27, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9474, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.5667, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 13:19:51,962 - mmaction - INFO - Epoch [73][540/792] lr: 3.750e-04, eta: 5:54:31, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9474, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.5923, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6229, loss/aux0: 0.6229 2020-10-18 13:20:11,487 - mmaction - INFO - Epoch [73][560/792] lr: 3.750e-04, eta: 5:54:07, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9370, loss_cls: 0.6709, loss: 0.6709, grad_norm: 4.5719, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-18 13:20:11,940 - mmaction - INFO - Epoch [73][560/792] lr: 3.750e-04, eta: 5:54:11, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9370, loss_cls: 0.6709, loss: 0.6709, grad_norm: 4.5693, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-18 13:20:31,352 - mmaction - INFO - Epoch [73][580/792] lr: 3.750e-04, eta: 5:53:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9547, loss_cls: 0.6572, loss: 0.6572, grad_norm: 4.6638, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6207, loss/aux0: 0.6207 2020-10-18 13:20:31,768 - mmaction - INFO - Epoch [73][580/792] lr: 3.750e-04, eta: 5:53:52, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9547, loss_cls: 0.6572, loss: 0.6572, grad_norm: 4.6398, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-18 13:20:51,246 - mmaction - INFO - Epoch [73][600/792] lr: 3.750e-04, eta: 5:53:28, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9437, loss_cls: 0.6692, loss: 0.6692, grad_norm: 4.5091, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-18 13:20:51,661 - mmaction - INFO - Epoch [73][600/792] lr: 3.750e-04, eta: 5:53:32, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9437, loss_cls: 0.6692, loss: 0.6692, grad_norm: 4.5199, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 13:21:11,290 - mmaction - INFO - Epoch [73][620/792] lr: 3.750e-04, eta: 5:53:09, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9448, loss_cls: 0.6835, loss: 0.6835, grad_norm: 4.5189, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-18 13:21:11,715 - mmaction - INFO - Epoch [73][620/792] lr: 3.750e-04, eta: 5:53:12, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9448, loss_cls: 0.6835, loss: 0.6835, grad_norm: 4.4965, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-18 13:21:31,106 - mmaction - INFO - Epoch [73][640/792] lr: 3.750e-04, eta: 5:52:49, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9510, loss_cls: 0.6497, loss: 0.6497, grad_norm: 4.6283, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 13:21:31,590 - mmaction - INFO - Epoch [73][640/792] lr: 3.750e-04, eta: 5:52:53, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9510, loss_cls: 0.6497, loss: 0.6497, grad_norm: 4.6770, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 13:21:51,180 - mmaction - INFO - Epoch [73][660/792] lr: 3.750e-04, eta: 5:52:30, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9448, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.5018, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-18 13:21:51,587 - mmaction - INFO - Epoch [73][660/792] lr: 3.750e-04, eta: 5:52:33, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9448, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.5119, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-18 13:22:11,037 - mmaction - INFO - Epoch [73][680/792] lr: 3.750e-04, eta: 5:52:10, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9490, loss_cls: 0.6544, loss: 0.6544, grad_norm: 4.4878, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 13:22:11,445 - mmaction - INFO - Epoch [73][680/792] lr: 3.750e-04, eta: 5:52:14, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9490, loss_cls: 0.6544, loss: 0.6544, grad_norm: 4.5153, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6165, loss/aux0: 0.6165 2020-10-18 13:22:30,923 - mmaction - INFO - Epoch [73][700/792] lr: 3.750e-04, eta: 5:51:50, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9323, loss_cls: 0.7280, loss: 0.7280, grad_norm: 4.6831, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 13:22:31,326 - mmaction - INFO - Epoch [73][700/792] lr: 3.750e-04, eta: 5:51:54, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9323, loss_cls: 0.7280, loss: 0.7280, grad_norm: 4.6460, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6022, loss/aux0: 0.6022 2020-10-18 13:22:50,846 - mmaction - INFO - Epoch [73][720/792] lr: 3.750e-04, eta: 5:51:31, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9411, loss_cls: 0.6666, loss: 0.6666, grad_norm: 4.7386, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6148, loss/aux0: 0.6148 2020-10-18 13:22:51,267 - mmaction - INFO - Epoch [73][720/792] lr: 3.750e-04, eta: 5:51:35, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9411, loss_cls: 0.6666, loss: 0.6666, grad_norm: 4.7183, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 13:23:10,785 - mmaction - INFO - Epoch [73][740/792] lr: 3.750e-04, eta: 5:51:11, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9344, loss_cls: 0.7006, loss: 0.7006, grad_norm: 4.4983, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-18 13:23:11,197 - mmaction - INFO - Epoch [73][740/792] lr: 3.750e-04, eta: 5:51:15, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9344, loss_cls: 0.7006, loss: 0.7006, grad_norm: 4.5558, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-18 13:23:30,735 - mmaction - INFO - Epoch [73][760/792] lr: 3.750e-04, eta: 5:50:52, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9422, loss_cls: 0.6770, loss: 0.6770, grad_norm: 4.5446, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6283, loss/aux0: 0.6283 2020-10-18 13:23:31,151 - mmaction - INFO - Epoch [73][760/792] lr: 3.750e-04, eta: 5:50:55, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9422, loss_cls: 0.6770, loss: 0.6770, grad_norm: 4.5724, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 13:23:50,674 - mmaction - INFO - Epoch [73][780/792] lr: 3.750e-04, eta: 5:50:32, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.6831, loss: 0.6831, grad_norm: 4.6875, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 13:23:51,082 - mmaction - INFO - Epoch [73][780/792] lr: 3.750e-04, eta: 5:50:36, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.6831, loss: 0.6831, grad_norm: 4.7060, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6211, loss/aux0: 0.6211 2020-10-18 13:24:04,533 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-10-18 13:27:01,272 - mmaction - INFO - Epoch [74][20/792] lr: 3.750e-04, eta: 5:49:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9370, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.5913, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 13:27:01,692 - mmaction - INFO - Epoch [74][20/792] lr: 3.750e-04, eta: 5:50:00, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9370, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.5573, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 13:27:21,174 - mmaction - INFO - Epoch [74][40/792] lr: 3.750e-04, eta: 5:49:37, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9417, loss_cls: 0.6774, loss: 0.6774, grad_norm: 4.5079, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-18 13:27:21,593 - mmaction - INFO - Epoch [74][40/792] lr: 3.750e-04, eta: 5:49:40, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9417, loss_cls: 0.6774, loss: 0.6774, grad_norm: 4.4979, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-18 13:27:41,004 - mmaction - INFO - Epoch [74][60/792] lr: 3.750e-04, eta: 5:49:17, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9516, loss_cls: 0.6155, loss: 0.6155, grad_norm: 4.5245, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6259, loss/aux0: 0.6259 2020-10-18 13:27:41,420 - mmaction - INFO - Epoch [74][60/792] lr: 3.750e-04, eta: 5:49:21, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9516, loss_cls: 0.6155, loss: 0.6155, grad_norm: 4.5224, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-18 13:28:00,881 - mmaction - INFO - Epoch [74][80/792] lr: 3.750e-04, eta: 5:48:58, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.6162, loss: 0.6162, grad_norm: 4.4577, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6039, loss/aux0: 0.6039 2020-10-18 13:28:01,300 - mmaction - INFO - Epoch [74][80/792] lr: 3.750e-04, eta: 5:49:01, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.6162, loss: 0.6162, grad_norm: 4.4423, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6053, loss/aux0: 0.6053 2020-10-18 13:28:20,848 - mmaction - INFO - Epoch [74][100/792] lr: 3.750e-04, eta: 5:48:38, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9448, loss_cls: 0.6621, loss: 0.6621, grad_norm: 4.6105, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5908, loss/aux0: 0.5908 2020-10-18 13:28:21,278 - mmaction - INFO - Epoch [74][100/792] lr: 3.750e-04, eta: 5:48:42, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9448, loss_cls: 0.6621, loss: 0.6621, grad_norm: 4.6344, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 13:28:40,777 - mmaction - INFO - Epoch [74][120/792] lr: 3.750e-04, eta: 5:48:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9396, loss_cls: 0.6930, loss: 0.6930, grad_norm: 4.5604, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 13:28:41,192 - mmaction - INFO - Epoch [74][120/792] lr: 3.750e-04, eta: 5:48:22, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9396, loss_cls: 0.6930, loss: 0.6930, grad_norm: 4.5488, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-18 13:29:00,796 - mmaction - INFO - Epoch [74][140/792] lr: 3.750e-04, eta: 5:47:59, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9495, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.5893, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6250, loss/aux0: 0.6250 2020-10-18 13:29:01,206 - mmaction - INFO - Epoch [74][140/792] lr: 3.750e-04, eta: 5:48:03, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9495, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.5607, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 13:29:20,626 - mmaction - INFO - Epoch [74][160/792] lr: 3.750e-04, eta: 5:47:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9464, loss_cls: 0.6654, loss: 0.6654, grad_norm: 4.6662, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.6031, loss/aux0: 0.6031 2020-10-18 13:29:21,033 - mmaction - INFO - Epoch [74][160/792] lr: 3.750e-04, eta: 5:47:43, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9464, loss_cls: 0.6654, loss: 0.6654, grad_norm: 4.6736, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-18 13:29:40,632 - mmaction - INFO - Epoch [74][180/792] lr: 3.750e-04, eta: 5:47:20, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9469, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.5357, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 13:29:41,047 - mmaction - INFO - Epoch [74][180/792] lr: 3.750e-04, eta: 5:47:24, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9469, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.5342, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-18 13:30:00,617 - mmaction - INFO - Epoch [74][200/792] lr: 3.750e-04, eta: 5:47:00, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9427, loss_cls: 0.6895, loss: 0.6895, grad_norm: 4.6261, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-18 13:30:01,058 - mmaction - INFO - Epoch [74][200/792] lr: 3.750e-04, eta: 5:47:04, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9427, loss_cls: 0.6895, loss: 0.6895, grad_norm: 4.6123, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6299, loss/aux0: 0.6299 2020-10-18 13:30:20,616 - mmaction - INFO - Epoch [74][220/792] lr: 3.750e-04, eta: 5:46:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9552, loss_cls: 0.6281, loss: 0.6281, grad_norm: 4.5410, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-18 13:30:21,041 - mmaction - INFO - Epoch [74][220/792] lr: 3.750e-04, eta: 5:46:44, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9552, loss_cls: 0.6281, loss: 0.6281, grad_norm: 4.5867, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 13:30:40,560 - mmaction - INFO - Epoch [74][240/792] lr: 3.750e-04, eta: 5:46:21, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9406, loss_cls: 0.6756, loss: 0.6756, grad_norm: 4.4801, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-18 13:30:40,994 - mmaction - INFO - Epoch [74][240/792] lr: 3.750e-04, eta: 5:46:25, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9406, loss_cls: 0.6756, loss: 0.6756, grad_norm: 4.5117, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 13:31:00,524 - mmaction - INFO - Epoch [74][260/792] lr: 3.750e-04, eta: 5:46:02, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9411, loss_cls: 0.7013, loss: 0.7013, grad_norm: 4.5562, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5927, loss/aux0: 0.5927 2020-10-18 13:31:00,931 - mmaction - INFO - Epoch [74][260/792] lr: 3.750e-04, eta: 5:46:05, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9411, loss_cls: 0.7013, loss: 0.7013, grad_norm: 4.5662, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-18 13:31:20,392 - mmaction - INFO - Epoch [74][280/792] lr: 3.750e-04, eta: 5:45:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9500, loss_cls: 0.6454, loss: 0.6454, grad_norm: 4.6215, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-18 13:31:20,796 - mmaction - INFO - Epoch [74][280/792] lr: 3.750e-04, eta: 5:45:46, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9500, loss_cls: 0.6454, loss: 0.6454, grad_norm: 4.6362, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-18 13:31:40,374 - mmaction - INFO - Epoch [74][300/792] lr: 3.750e-04, eta: 5:45:23, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9490, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.4858, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 13:31:40,788 - mmaction - INFO - Epoch [74][300/792] lr: 3.750e-04, eta: 5:45:26, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9490, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.5537, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6079, loss/aux0: 0.6079 2020-10-18 13:32:00,309 - mmaction - INFO - Epoch [74][320/792] lr: 3.750e-04, eta: 5:45:03, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9406, loss_cls: 0.6665, loss: 0.6665, grad_norm: 4.5718, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 13:32:00,733 - mmaction - INFO - Epoch [74][320/792] lr: 3.750e-04, eta: 5:45:07, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9406, loss_cls: 0.6665, loss: 0.6665, grad_norm: 4.5812, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 13:32:20,160 - mmaction - INFO - Epoch [74][340/792] lr: 3.750e-04, eta: 5:44:43, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9432, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.4593, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-18 13:32:20,565 - mmaction - INFO - Epoch [74][340/792] lr: 3.750e-04, eta: 5:44:47, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9432, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.4332, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6031, loss/aux0: 0.6031 2020-10-18 13:32:40,005 - mmaction - INFO - Epoch [74][360/792] lr: 3.750e-04, eta: 5:44:24, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9479, loss_cls: 0.6732, loss: 0.6732, grad_norm: 4.5078, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 13:32:40,408 - mmaction - INFO - Epoch [74][360/792] lr: 3.750e-04, eta: 5:44:27, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9479, loss_cls: 0.6732, loss: 0.6732, grad_norm: 4.5393, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-18 13:32:59,919 - mmaction - INFO - Epoch [74][380/792] lr: 3.750e-04, eta: 5:44:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9365, loss_cls: 0.7296, loss: 0.7296, grad_norm: 4.5782, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6260, loss/aux0: 0.6260 2020-10-18 13:33:00,337 - mmaction - INFO - Epoch [74][380/792] lr: 3.750e-04, eta: 5:44:08, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9365, loss_cls: 0.7296, loss: 0.7296, grad_norm: 4.6022, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6216, loss/aux0: 0.6216 2020-10-18 13:33:19,894 - mmaction - INFO - Epoch [74][400/792] lr: 3.750e-04, eta: 5:43:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9479, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.6578, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6223, loss/aux0: 0.6223 2020-10-18 13:33:20,324 - mmaction - INFO - Epoch [74][400/792] lr: 3.750e-04, eta: 5:43:48, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9479, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.6449, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-18 13:33:39,745 - mmaction - INFO - Epoch [74][420/792] lr: 3.750e-04, eta: 5:43:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9365, loss_cls: 0.7519, loss: 0.7519, grad_norm: 4.4794, top1_acc/aux0: 0.8456, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-18 13:33:40,158 - mmaction - INFO - Epoch [74][420/792] lr: 3.750e-04, eta: 5:43:29, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9365, loss_cls: 0.7519, loss: 0.7519, grad_norm: 4.5631, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5920, loss/aux0: 0.5920 2020-10-18 13:33:59,575 - mmaction - INFO - Epoch [74][440/792] lr: 3.750e-04, eta: 5:43:05, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9495, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.6007, top1_acc/aux0: 0.8303, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-18 13:33:59,996 - mmaction - INFO - Epoch [74][440/792] lr: 3.750e-04, eta: 5:43:09, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9495, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.6367, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6221, loss/aux0: 0.6221 2020-10-18 13:34:19,382 - mmaction - INFO - Epoch [74][460/792] lr: 3.750e-04, eta: 5:42:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9526, loss_cls: 0.6104, loss: 0.6104, grad_norm: 4.5072, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 13:34:19,786 - mmaction - INFO - Epoch [74][460/792] lr: 3.750e-04, eta: 5:42:49, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9526, loss_cls: 0.6104, loss: 0.6104, grad_norm: 4.4832, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 13:34:39,370 - mmaction - INFO - Epoch [74][480/792] lr: 3.750e-04, eta: 5:42:26, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9521, loss_cls: 0.6327, loss: 0.6327, grad_norm: 4.4545, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-18 13:34:39,784 - mmaction - INFO - Epoch [74][480/792] lr: 3.750e-04, eta: 5:42:30, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9521, loss_cls: 0.6327, loss: 0.6327, grad_norm: 4.4016, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 13:34:59,187 - mmaction - INFO - Epoch [74][500/792] lr: 3.750e-04, eta: 5:42:07, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9385, loss_cls: 0.7077, loss: 0.7077, grad_norm: 4.6981, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6148, loss/aux0: 0.6148 2020-10-18 13:34:59,623 - mmaction - INFO - Epoch [74][500/792] lr: 3.750e-04, eta: 5:42:10, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9385, loss_cls: 0.7077, loss: 0.7077, grad_norm: 4.6989, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-18 13:35:19,071 - mmaction - INFO - Epoch [74][520/792] lr: 3.750e-04, eta: 5:41:47, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9510, loss_cls: 0.6554, loss: 0.6554, grad_norm: 4.5894, top1_acc/aux0: 0.8290, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6406, loss/aux0: 0.6406 2020-10-18 13:35:19,483 - mmaction - INFO - Epoch [74][520/792] lr: 3.750e-04, eta: 5:41:51, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9510, loss_cls: 0.6554, loss: 0.6554, grad_norm: 4.5964, top1_acc/aux0: 0.8298, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-18 13:35:38,990 - mmaction - INFO - Epoch [74][540/792] lr: 3.750e-04, eta: 5:41:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9375, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.4832, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6256, loss/aux0: 0.6256 2020-10-18 13:35:39,426 - mmaction - INFO - Epoch [74][540/792] lr: 3.750e-04, eta: 5:41:31, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9375, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.4523, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6224, loss/aux0: 0.6224 2020-10-18 13:35:58,948 - mmaction - INFO - Epoch [74][560/792] lr: 3.750e-04, eta: 5:41:08, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9401, loss_cls: 0.6775, loss: 0.6775, grad_norm: 4.3667, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 13:35:59,372 - mmaction - INFO - Epoch [74][560/792] lr: 3.750e-04, eta: 5:41:12, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9401, loss_cls: 0.6775, loss: 0.6775, grad_norm: 4.4217, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 13:36:18,918 - mmaction - INFO - Epoch [74][580/792] lr: 3.750e-04, eta: 5:40:48, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9495, loss_cls: 0.6599, loss: 0.6599, grad_norm: 4.6248, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 13:36:19,326 - mmaction - INFO - Epoch [74][580/792] lr: 3.750e-04, eta: 5:40:52, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9495, loss_cls: 0.6599, loss: 0.6599, grad_norm: 4.5871, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 13:36:38,935 - mmaction - INFO - Epoch [74][600/792] lr: 3.750e-04, eta: 5:40:29, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9484, loss_cls: 0.6203, loss: 0.6203, grad_norm: 4.4298, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6089, loss/aux0: 0.6089 2020-10-18 13:36:39,340 - mmaction - INFO - Epoch [74][600/792] lr: 3.750e-04, eta: 5:40:32, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9484, loss_cls: 0.6203, loss: 0.6203, grad_norm: 4.4488, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-18 13:36:58,784 - mmaction - INFO - Epoch [74][620/792] lr: 3.750e-04, eta: 5:40:09, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9474, loss_cls: 0.6906, loss: 0.6906, grad_norm: 4.6129, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 13:36:59,206 - mmaction - INFO - Epoch [74][620/792] lr: 3.750e-04, eta: 5:40:13, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9474, loss_cls: 0.6906, loss: 0.6906, grad_norm: 4.5990, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 13:37:18,611 - mmaction - INFO - Epoch [74][640/792] lr: 3.750e-04, eta: 5:39:50, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9474, loss_cls: 0.6805, loss: 0.6805, grad_norm: 4.6014, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-18 13:37:19,029 - mmaction - INFO - Epoch [74][640/792] lr: 3.750e-04, eta: 5:39:53, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9474, loss_cls: 0.6805, loss: 0.6805, grad_norm: 4.5921, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-18 13:37:38,492 - mmaction - INFO - Epoch [74][660/792] lr: 3.750e-04, eta: 5:39:30, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9312, loss_cls: 0.7175, loss: 0.7175, grad_norm: 4.4995, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-18 13:37:38,931 - mmaction - INFO - Epoch [74][660/792] lr: 3.750e-04, eta: 5:39:34, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9312, loss_cls: 0.7175, loss: 0.7175, grad_norm: 4.5197, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 13:37:58,382 - mmaction - INFO - Epoch [74][680/792] lr: 3.750e-04, eta: 5:39:11, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9505, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.6945, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-18 13:37:58,845 - mmaction - INFO - Epoch [74][680/792] lr: 3.750e-04, eta: 5:39:14, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9505, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.6552, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-18 13:38:18,302 - mmaction - INFO - Epoch [74][700/792] lr: 3.750e-04, eta: 5:38:51, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9406, loss_cls: 0.7131, loss: 0.7131, grad_norm: 4.5147, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 13:38:18,703 - mmaction - INFO - Epoch [74][700/792] lr: 3.750e-04, eta: 5:38:55, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9406, loss_cls: 0.7131, loss: 0.7131, grad_norm: 4.5400, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6115, loss/aux0: 0.6115 2020-10-18 13:38:38,165 - mmaction - INFO - Epoch [74][720/792] lr: 3.750e-04, eta: 5:38:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9516, loss_cls: 0.6524, loss: 0.6524, grad_norm: 4.5938, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-18 13:38:38,571 - mmaction - INFO - Epoch [74][720/792] lr: 3.750e-04, eta: 5:38:35, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9516, loss_cls: 0.6524, loss: 0.6524, grad_norm: 4.5876, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6284, loss/aux0: 0.6284 2020-10-18 13:38:58,052 - mmaction - INFO - Epoch [74][740/792] lr: 3.750e-04, eta: 5:38:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9375, loss_cls: 0.7233, loss: 0.7233, grad_norm: 4.5019, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-18 13:38:58,469 - mmaction - INFO - Epoch [74][740/792] lr: 3.750e-04, eta: 5:38:15, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9375, loss_cls: 0.7233, loss: 0.7233, grad_norm: 4.5121, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 13:39:17,885 - mmaction - INFO - Epoch [74][760/792] lr: 3.750e-04, eta: 5:37:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9516, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.5810, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-18 13:39:18,294 - mmaction - INFO - Epoch [74][760/792] lr: 3.750e-04, eta: 5:37:56, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9516, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.5959, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6038, loss/aux0: 0.6038 2020-10-18 13:39:37,804 - mmaction - INFO - Epoch [74][780/792] lr: 3.750e-04, eta: 5:37:33, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9458, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.6579, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6346, loss/aux0: 0.6346 2020-10-18 13:39:38,227 - mmaction - INFO - Epoch [74][780/792] lr: 3.750e-04, eta: 5:37:36, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9458, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.6321, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6360, loss/aux0: 0.6360 2020-10-18 13:39:52,086 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-10-18 13:42:43,606 - mmaction - INFO - Epoch [75][20/792] lr: 3.750e-04, eta: 5:36:57, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9458, loss_cls: 0.6354, loss: 0.6354, grad_norm: 4.4899, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6250, loss/aux0: 0.6250 2020-10-18 13:42:44,030 - mmaction - INFO - Epoch [75][20/792] lr: 3.750e-04, eta: 5:37:01, time: 0.490, data_time: 0.003, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9458, loss_cls: 0.6354, loss: 0.6354, grad_norm: 4.5441, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6320, loss/aux0: 0.6320 2020-10-18 13:43:03,303 - mmaction - INFO - Epoch [75][40/792] lr: 3.750e-04, eta: 5:36:38, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.4905, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-18 13:43:03,713 - mmaction - INFO - Epoch [75][40/792] lr: 3.750e-04, eta: 5:36:41, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.4826, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6118, loss/aux0: 0.6118 2020-10-18 13:43:23,113 - mmaction - INFO - Epoch [75][60/792] lr: 3.750e-04, eta: 5:36:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.5501, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-18 13:43:23,546 - mmaction - INFO - Epoch [75][60/792] lr: 3.750e-04, eta: 5:36:21, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.5492, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 13:43:42,985 - mmaction - INFO - Epoch [75][80/792] lr: 3.750e-04, eta: 5:35:58, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9526, loss_cls: 0.6261, loss: 0.6261, grad_norm: 4.4525, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6057, loss/aux0: 0.6057 2020-10-18 13:43:43,391 - mmaction - INFO - Epoch [75][80/792] lr: 3.750e-04, eta: 5:36:02, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9526, loss_cls: 0.6261, loss: 0.6261, grad_norm: 4.4349, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-18 13:44:02,823 - mmaction - INFO - Epoch [75][100/792] lr: 3.750e-04, eta: 5:35:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9495, loss_cls: 0.6268, loss: 0.6268, grad_norm: 4.5976, top1_acc/aux0: 0.8450, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5815, loss/aux0: 0.5815 2020-10-18 13:44:03,243 - mmaction - INFO - Epoch [75][100/792] lr: 3.750e-04, eta: 5:35:42, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9495, loss_cls: 0.6268, loss: 0.6268, grad_norm: 4.6071, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5831, loss/aux0: 0.5831 2020-10-18 13:44:22,817 - mmaction - INFO - Epoch [75][120/792] lr: 3.750e-04, eta: 5:35:19, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9495, loss_cls: 0.6510, loss: 0.6510, grad_norm: 4.7504, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-18 13:44:23,233 - mmaction - INFO - Epoch [75][120/792] lr: 3.750e-04, eta: 5:35:23, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9495, loss_cls: 0.6510, loss: 0.6510, grad_norm: 4.7277, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6338, loss/aux0: 0.6338 2020-10-18 13:44:42,731 - mmaction - INFO - Epoch [75][140/792] lr: 3.750e-04, eta: 5:35:00, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9516, loss_cls: 0.6435, loss: 0.6435, grad_norm: 4.5912, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 13:44:43,136 - mmaction - INFO - Epoch [75][140/792] lr: 3.750e-04, eta: 5:35:03, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9516, loss_cls: 0.6435, loss: 0.6435, grad_norm: 4.6228, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6219, loss/aux0: 0.6219 2020-10-18 13:45:02,587 - mmaction - INFO - Epoch [75][160/792] lr: 3.750e-04, eta: 5:34:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9464, loss_cls: 0.6485, loss: 0.6485, grad_norm: 4.5087, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-18 13:45:03,001 - mmaction - INFO - Epoch [75][160/792] lr: 3.750e-04, eta: 5:34:43, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9464, loss_cls: 0.6485, loss: 0.6485, grad_norm: 4.5263, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-18 13:45:22,469 - mmaction - INFO - Epoch [75][180/792] lr: 3.750e-04, eta: 5:34:20, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9458, loss_cls: 0.6581, loss: 0.6581, grad_norm: 4.4762, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6240, loss/aux0: 0.6240 2020-10-18 13:45:22,894 - mmaction - INFO - Epoch [75][180/792] lr: 3.750e-04, eta: 5:34:24, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9458, loss_cls: 0.6581, loss: 0.6581, grad_norm: 4.5245, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 13:45:42,398 - mmaction - INFO - Epoch [75][200/792] lr: 3.750e-04, eta: 5:34:01, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9417, loss_cls: 0.6838, loss: 0.6838, grad_norm: 4.5102, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6079, loss/aux0: 0.6079 2020-10-18 13:45:42,810 - mmaction - INFO - Epoch [75][200/792] lr: 3.750e-04, eta: 5:34:04, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9417, loss_cls: 0.6838, loss: 0.6838, grad_norm: 4.5125, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-18 13:46:02,203 - mmaction - INFO - Epoch [75][220/792] lr: 3.750e-04, eta: 5:33:41, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9469, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.5902, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 13:46:02,624 - mmaction - INFO - Epoch [75][220/792] lr: 3.750e-04, eta: 5:33:45, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9469, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.5557, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 13:46:22,169 - mmaction - INFO - Epoch [75][240/792] lr: 3.750e-04, eta: 5:33:22, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9526, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.5800, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5912, loss/aux0: 0.5912 2020-10-18 13:46:22,583 - mmaction - INFO - Epoch [75][240/792] lr: 3.750e-04, eta: 5:33:25, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9526, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.5293, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-18 13:46:42,203 - mmaction - INFO - Epoch [75][260/792] lr: 3.750e-04, eta: 5:33:02, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9448, loss_cls: 0.6747, loss: 0.6747, grad_norm: 4.5687, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5938, loss/aux0: 0.5938 2020-10-18 13:46:42,623 - mmaction - INFO - Epoch [75][260/792] lr: 3.750e-04, eta: 5:33:05, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9448, loss_cls: 0.6747, loss: 0.6747, grad_norm: 4.5633, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-18 13:47:02,005 - mmaction - INFO - Epoch [75][280/792] lr: 3.750e-04, eta: 5:32:42, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9521, loss_cls: 0.6850, loss: 0.6850, grad_norm: 4.6430, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 13:47:02,411 - mmaction - INFO - Epoch [75][280/792] lr: 3.750e-04, eta: 5:32:46, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9521, loss_cls: 0.6850, loss: 0.6850, grad_norm: 4.6339, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6328, loss/aux0: 0.6328 2020-10-18 13:47:21,933 - mmaction - INFO - Epoch [75][300/792] lr: 3.750e-04, eta: 5:32:23, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9432, loss_cls: 0.6487, loss: 0.6487, grad_norm: 4.5252, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6098, loss/aux0: 0.6098 2020-10-18 13:47:22,352 - mmaction - INFO - Epoch [75][300/792] lr: 3.750e-04, eta: 5:32:26, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9432, loss_cls: 0.6487, loss: 0.6487, grad_norm: 4.5180, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-18 13:47:41,786 - mmaction - INFO - Epoch [75][320/792] lr: 3.750e-04, eta: 5:32:03, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9375, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.5993, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-18 13:47:42,197 - mmaction - INFO - Epoch [75][320/792] lr: 3.750e-04, eta: 5:32:07, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9375, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.5627, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-18 13:48:01,673 - mmaction - INFO - Epoch [75][340/792] lr: 3.750e-04, eta: 5:31:44, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9432, loss_cls: 0.6717, loss: 0.6717, grad_norm: 4.4556, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-18 13:48:02,076 - mmaction - INFO - Epoch [75][340/792] lr: 3.750e-04, eta: 5:31:47, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9432, loss_cls: 0.6717, loss: 0.6717, grad_norm: 4.4253, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-18 13:48:21,509 - mmaction - INFO - Epoch [75][360/792] lr: 3.750e-04, eta: 5:31:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9453, loss_cls: 0.6629, loss: 0.6629, grad_norm: 4.6207, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 13:48:21,928 - mmaction - INFO - Epoch [75][360/792] lr: 3.750e-04, eta: 5:31:28, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9453, loss_cls: 0.6629, loss: 0.6629, grad_norm: 4.6540, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 13:48:41,448 - mmaction - INFO - Epoch [75][380/792] lr: 3.750e-04, eta: 5:31:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9401, loss_cls: 0.7067, loss: 0.7067, grad_norm: 4.7052, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-18 13:48:41,854 - mmaction - INFO - Epoch [75][380/792] lr: 3.750e-04, eta: 5:31:08, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9401, loss_cls: 0.7067, loss: 0.7067, grad_norm: 4.7328, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6230, loss/aux0: 0.6230 2020-10-18 13:49:01,217 - mmaction - INFO - Epoch [75][400/792] lr: 3.750e-04, eta: 5:30:45, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9422, loss_cls: 0.6803, loss: 0.6803, grad_norm: 4.6390, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6201, loss/aux0: 0.6201 2020-10-18 13:49:01,641 - mmaction - INFO - Epoch [75][400/792] lr: 3.750e-04, eta: 5:30:48, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9422, loss_cls: 0.6803, loss: 0.6803, grad_norm: 4.6848, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-18 13:49:21,191 - mmaction - INFO - Epoch [75][420/792] lr: 3.750e-04, eta: 5:30:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.6637, loss: 0.6637, grad_norm: 4.4710, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 13:49:21,608 - mmaction - INFO - Epoch [75][420/792] lr: 3.750e-04, eta: 5:30:29, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.6637, loss: 0.6637, grad_norm: 4.4790, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-18 13:49:41,045 - mmaction - INFO - Epoch [75][440/792] lr: 3.750e-04, eta: 5:30:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9448, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.4592, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6203, loss/aux0: 0.6203 2020-10-18 13:49:41,470 - mmaction - INFO - Epoch [75][440/792] lr: 3.750e-04, eta: 5:30:09, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9448, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.4708, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-18 13:50:00,915 - mmaction - INFO - Epoch [75][460/792] lr: 3.750e-04, eta: 5:29:46, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9422, loss_cls: 0.6752, loss: 0.6752, grad_norm: 4.5830, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5921, loss/aux0: 0.5921 2020-10-18 13:50:01,322 - mmaction - INFO - Epoch [75][460/792] lr: 3.750e-04, eta: 5:29:50, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9422, loss_cls: 0.6752, loss: 0.6752, grad_norm: 4.6057, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-18 13:50:20,827 - mmaction - INFO - Epoch [75][480/792] lr: 3.750e-04, eta: 5:29:27, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9464, loss_cls: 0.6578, loss: 0.6578, grad_norm: 4.6279, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 13:50:21,240 - mmaction - INFO - Epoch [75][480/792] lr: 3.750e-04, eta: 5:29:30, time: 0.500, data_time: 0.005, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9464, loss_cls: 0.6578, loss: 0.6578, grad_norm: 4.6397, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 13:50:40,644 - mmaction - INFO - Epoch [75][500/792] lr: 3.750e-04, eta: 5:29:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6853, loss: 0.6853, grad_norm: 4.5027, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 13:50:41,048 - mmaction - INFO - Epoch [75][500/792] lr: 3.750e-04, eta: 5:29:10, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6853, loss: 0.6853, grad_norm: 4.5226, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 13:51:00,539 - mmaction - INFO - Epoch [75][520/792] lr: 3.750e-04, eta: 5:28:47, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9417, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.5840, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 13:51:00,956 - mmaction - INFO - Epoch [75][520/792] lr: 3.750e-04, eta: 5:28:51, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9417, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.5950, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-18 13:51:20,482 - mmaction - INFO - Epoch [75][540/792] lr: 3.750e-04, eta: 5:28:28, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9464, loss_cls: 0.6717, loss: 0.6717, grad_norm: 4.5406, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 13:51:20,902 - mmaction - INFO - Epoch [75][540/792] lr: 3.750e-04, eta: 5:28:31, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9464, loss_cls: 0.6717, loss: 0.6717, grad_norm: 4.4951, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-18 13:51:40,390 - mmaction - INFO - Epoch [75][560/792] lr: 3.750e-04, eta: 5:28:08, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9365, loss_cls: 0.6852, loss: 0.6852, grad_norm: 4.5408, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-18 13:51:40,795 - mmaction - INFO - Epoch [75][560/792] lr: 3.750e-04, eta: 5:28:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9365, loss_cls: 0.6852, loss: 0.6852, grad_norm: 4.6099, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-18 13:52:00,349 - mmaction - INFO - Epoch [75][580/792] lr: 3.750e-04, eta: 5:27:49, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9495, loss_cls: 0.6529, loss: 0.6529, grad_norm: 4.5338, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5915, loss/aux0: 0.5915 2020-10-18 13:52:00,773 - mmaction - INFO - Epoch [75][580/792] lr: 3.750e-04, eta: 5:27:52, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9495, loss_cls: 0.6529, loss: 0.6529, grad_norm: 4.5717, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-18 13:52:20,219 - mmaction - INFO - Epoch [75][600/792] lr: 3.750e-04, eta: 5:27:29, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.6876, loss: 0.6876, grad_norm: 4.6007, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 13:52:20,623 - mmaction - INFO - Epoch [75][600/792] lr: 3.750e-04, eta: 5:27:33, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.6876, loss: 0.6876, grad_norm: 4.5875, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-18 13:52:40,133 - mmaction - INFO - Epoch [75][620/792] lr: 3.750e-04, eta: 5:27:10, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.6685, loss: 0.6685, grad_norm: 4.5496, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-18 13:52:40,535 - mmaction - INFO - Epoch [75][620/792] lr: 3.750e-04, eta: 5:27:13, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.6685, loss: 0.6685, grad_norm: 4.5636, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6338, loss/aux0: 0.6338 2020-10-18 13:53:00,116 - mmaction - INFO - Epoch [75][640/792] lr: 3.750e-04, eta: 5:26:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9484, loss_cls: 0.6792, loss: 0.6792, grad_norm: 4.6832, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-18 13:53:00,531 - mmaction - INFO - Epoch [75][640/792] lr: 3.750e-04, eta: 5:26:53, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9484, loss_cls: 0.6792, loss: 0.6792, grad_norm: 4.6543, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 13:53:20,038 - mmaction - INFO - Epoch [75][660/792] lr: 3.750e-04, eta: 5:26:30, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9411, loss_cls: 0.6828, loss: 0.6828, grad_norm: 4.6081, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6501, loss/aux0: 0.6501 2020-10-18 13:53:20,457 - mmaction - INFO - Epoch [75][660/792] lr: 3.750e-04, eta: 5:26:34, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9411, loss_cls: 0.6828, loss: 0.6828, grad_norm: 4.5968, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6505, loss/aux0: 0.6505 2020-10-18 13:53:40,064 - mmaction - INFO - Epoch [75][680/792] lr: 3.750e-04, eta: 5:26:11, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9453, loss_cls: 0.6529, loss: 0.6529, grad_norm: 4.6614, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6365, loss/aux0: 0.6365 2020-10-18 13:53:40,466 - mmaction - INFO - Epoch [75][680/792] lr: 3.750e-04, eta: 5:26:14, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9453, loss_cls: 0.6529, loss: 0.6529, grad_norm: 4.6241, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6344, loss/aux0: 0.6344 2020-10-18 13:54:00,071 - mmaction - INFO - Epoch [75][700/792] lr: 3.750e-04, eta: 5:25:51, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9464, loss_cls: 0.6709, loss: 0.6709, grad_norm: 4.6086, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-18 13:54:00,488 - mmaction - INFO - Epoch [75][700/792] lr: 3.750e-04, eta: 5:25:55, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9464, loss_cls: 0.6709, loss: 0.6709, grad_norm: 4.6007, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5910, loss/aux0: 0.5910 2020-10-18 13:54:19,957 - mmaction - INFO - Epoch [75][720/792] lr: 3.750e-04, eta: 5:25:32, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.6909, loss: 0.6909, grad_norm: 4.5300, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-18 13:54:20,374 - mmaction - INFO - Epoch [75][720/792] lr: 3.750e-04, eta: 5:25:35, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.6909, loss: 0.6909, grad_norm: 4.4782, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-18 13:54:39,723 - mmaction - INFO - Epoch [75][740/792] lr: 3.750e-04, eta: 5:25:12, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9495, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.5090, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 13:54:40,128 - mmaction - INFO - Epoch [75][740/792] lr: 3.750e-04, eta: 5:25:16, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9495, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.5066, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-18 13:54:59,570 - mmaction - INFO - Epoch [75][760/792] lr: 3.750e-04, eta: 5:24:53, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9370, loss_cls: 0.6898, loss: 0.6898, grad_norm: 4.5053, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-18 13:54:59,992 - mmaction - INFO - Epoch [75][760/792] lr: 3.750e-04, eta: 5:24:56, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9370, loss_cls: 0.6898, loss: 0.6898, grad_norm: 4.4800, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-18 13:55:19,402 - mmaction - INFO - Epoch [75][780/792] lr: 3.750e-04, eta: 5:24:33, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9385, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.5353, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 13:55:19,824 - mmaction - INFO - Epoch [75][780/792] lr: 3.750e-04, eta: 5:24:36, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9385, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.5313, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-18 13:55:33,511 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-10-18 13:56:52,106 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 13:56:52,222 - mmaction - INFO - top1_acc 0.7826 top5_acc 0.9370 2020-10-18 13:56:52,222 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 13:56:52,250 - mmaction - INFO - mean_acc 0.7829 2020-10-18 13:56:52,252 - mmaction - INFO - Epoch(val) [75][792] top1_acc: 0.7826, top5_acc: 0.9370, mean_class_accuracy: 0.7829 2020-10-18 13:59:27,954 - mmaction - INFO - Epoch [76][20/792] lr: 3.750e-04, eta: 5:23:58, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9443, loss_cls: 0.6768, loss: 0.6768, grad_norm: 4.6730, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-18 13:59:28,357 - mmaction - INFO - Epoch [76][20/792] lr: 3.750e-04, eta: 5:24:01, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9443, loss_cls: 0.6768, loss: 0.6768, grad_norm: 4.6862, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6320, loss/aux0: 0.6320 2020-10-18 13:59:47,678 - mmaction - INFO - Epoch [76][40/792] lr: 3.750e-04, eta: 5:23:38, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9437, loss_cls: 0.6764, loss: 0.6764, grad_norm: 4.6509, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 13:59:48,095 - mmaction - INFO - Epoch [76][40/792] lr: 3.750e-04, eta: 5:23:41, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9437, loss_cls: 0.6764, loss: 0.6764, grad_norm: 4.6581, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-18 14:00:07,541 - mmaction - INFO - Epoch [76][60/792] lr: 3.750e-04, eta: 5:23:19, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9396, loss_cls: 0.6920, loss: 0.6920, grad_norm: 4.6105, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6304, loss/aux0: 0.6304 2020-10-18 14:00:07,965 - mmaction - INFO - Epoch [76][60/792] lr: 3.750e-04, eta: 5:23:22, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9396, loss_cls: 0.6920, loss: 0.6920, grad_norm: 4.6288, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 14:00:27,480 - mmaction - INFO - Epoch [76][80/792] lr: 3.750e-04, eta: 5:22:59, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9385, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.5733, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 14:00:27,899 - mmaction - INFO - Epoch [76][80/792] lr: 3.750e-04, eta: 5:23:02, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9385, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.5036, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6305, loss/aux0: 0.6305 2020-10-18 14:00:47,398 - mmaction - INFO - Epoch [76][100/792] lr: 3.750e-04, eta: 5:22:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9510, loss_cls: 0.5887, loss: 0.5887, grad_norm: 4.7052, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6320, loss/aux0: 0.6320 2020-10-18 14:00:47,807 - mmaction - INFO - Epoch [76][100/792] lr: 3.750e-04, eta: 5:22:43, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9510, loss_cls: 0.5887, loss: 0.5887, grad_norm: 4.6968, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6326, loss/aux0: 0.6326 2020-10-18 14:01:07,289 - mmaction - INFO - Epoch [76][120/792] lr: 3.750e-04, eta: 5:22:20, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9354, loss_cls: 0.6985, loss: 0.6985, grad_norm: 4.6145, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 14:01:07,694 - mmaction - INFO - Epoch [76][120/792] lr: 3.750e-04, eta: 5:22:23, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9354, loss_cls: 0.6985, loss: 0.6985, grad_norm: 4.6131, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-18 14:01:27,153 - mmaction - INFO - Epoch [76][140/792] lr: 3.750e-04, eta: 5:22:00, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9437, loss_cls: 0.6805, loss: 0.6805, grad_norm: 4.6046, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6216, loss/aux0: 0.6216 2020-10-18 14:01:27,556 - mmaction - INFO - Epoch [76][140/792] lr: 3.750e-04, eta: 5:22:03, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9437, loss_cls: 0.6805, loss: 0.6805, grad_norm: 4.6216, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-18 14:01:46,903 - mmaction - INFO - Epoch [76][160/792] lr: 3.750e-04, eta: 5:21:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9417, loss_cls: 0.6841, loss: 0.6841, grad_norm: 4.5752, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5895, loss/aux0: 0.5895 2020-10-18 14:01:47,326 - mmaction - INFO - Epoch [76][160/792] lr: 3.750e-04, eta: 5:21:44, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9417, loss_cls: 0.6841, loss: 0.6841, grad_norm: 4.5592, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5866, loss/aux0: 0.5866 2020-10-18 14:02:06,732 - mmaction - INFO - Epoch [76][180/792] lr: 3.750e-04, eta: 5:21:21, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6860, loss: 0.6860, grad_norm: 4.5781, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 14:02:07,140 - mmaction - INFO - Epoch [76][180/792] lr: 3.750e-04, eta: 5:21:24, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6860, loss: 0.6860, grad_norm: 4.5947, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-18 14:02:26,588 - mmaction - INFO - Epoch [76][200/792] lr: 3.750e-04, eta: 5:21:01, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9453, loss_cls: 0.6448, loss: 0.6448, grad_norm: 4.4649, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-18 14:02:27,055 - mmaction - INFO - Epoch [76][200/792] lr: 3.750e-04, eta: 5:21:05, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9453, loss_cls: 0.6448, loss: 0.6448, grad_norm: 4.4928, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 14:02:46,463 - mmaction - INFO - Epoch [76][220/792] lr: 3.750e-04, eta: 5:20:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6274, loss: 0.6274, grad_norm: 4.7666, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 14:02:46,877 - mmaction - INFO - Epoch [76][220/792] lr: 3.750e-04, eta: 5:20:45, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6274, loss: 0.6274, grad_norm: 4.7040, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-18 14:03:06,505 - mmaction - INFO - Epoch [76][240/792] lr: 3.750e-04, eta: 5:20:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9411, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.5172, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 14:03:06,912 - mmaction - INFO - Epoch [76][240/792] lr: 3.750e-04, eta: 5:20:26, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9411, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.4757, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-18 14:03:26,347 - mmaction - INFO - Epoch [76][260/792] lr: 3.750e-04, eta: 5:20:03, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.6850, loss: 0.6850, grad_norm: 4.5795, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 14:03:26,757 - mmaction - INFO - Epoch [76][260/792] lr: 3.750e-04, eta: 5:20:06, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.6850, loss: 0.6850, grad_norm: 4.5465, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-18 14:03:46,245 - mmaction - INFO - Epoch [76][280/792] lr: 3.750e-04, eta: 5:19:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9432, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.6139, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 14:03:46,669 - mmaction - INFO - Epoch [76][280/792] lr: 3.750e-04, eta: 5:19:46, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9432, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.6642, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 14:04:06,109 - mmaction - INFO - Epoch [76][300/792] lr: 3.750e-04, eta: 5:19:24, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6811, loss: 0.6811, grad_norm: 4.4876, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-18 14:04:06,546 - mmaction - INFO - Epoch [76][300/792] lr: 3.750e-04, eta: 5:19:27, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6811, loss: 0.6811, grad_norm: 4.4890, top1_acc/aux0: 0.8441, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-18 14:04:25,888 - mmaction - INFO - Epoch [76][320/792] lr: 3.750e-04, eta: 5:19:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9458, loss_cls: 0.6639, loss: 0.6639, grad_norm: 4.4293, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-18 14:04:26,307 - mmaction - INFO - Epoch [76][320/792] lr: 3.750e-04, eta: 5:19:07, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9458, loss_cls: 0.6639, loss: 0.6639, grad_norm: 4.4681, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 14:04:45,758 - mmaction - INFO - Epoch [76][340/792] lr: 3.750e-04, eta: 5:18:44, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9396, loss_cls: 0.7166, loss: 0.7166, grad_norm: 4.6153, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6276, loss/aux0: 0.6276 2020-10-18 14:04:46,173 - mmaction - INFO - Epoch [76][340/792] lr: 3.750e-04, eta: 5:18:48, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9396, loss_cls: 0.7166, loss: 0.7166, grad_norm: 4.6131, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-18 14:05:05,663 - mmaction - INFO - Epoch [76][360/792] lr: 3.750e-04, eta: 5:18:25, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9500, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.5651, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6283, loss/aux0: 0.6283 2020-10-18 14:05:06,090 - mmaction - INFO - Epoch [76][360/792] lr: 3.750e-04, eta: 5:18:28, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9500, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.5341, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6304, loss/aux0: 0.6304 2020-10-18 14:05:25,657 - mmaction - INFO - Epoch [76][380/792] lr: 3.750e-04, eta: 5:18:05, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9406, loss_cls: 0.6898, loss: 0.6898, grad_norm: 4.5618, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-18 14:05:26,060 - mmaction - INFO - Epoch [76][380/792] lr: 3.750e-04, eta: 5:18:09, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9406, loss_cls: 0.6898, loss: 0.6898, grad_norm: 4.5986, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-18 14:05:45,468 - mmaction - INFO - Epoch [76][400/792] lr: 3.750e-04, eta: 5:17:46, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9417, loss_cls: 0.6948, loss: 0.6948, grad_norm: 4.5534, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 14:05:45,891 - mmaction - INFO - Epoch [76][400/792] lr: 3.750e-04, eta: 5:17:49, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9417, loss_cls: 0.6948, loss: 0.6948, grad_norm: 4.6166, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-18 14:06:05,367 - mmaction - INFO - Epoch [76][420/792] lr: 3.750e-04, eta: 5:17:26, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9490, loss_cls: 0.6387, loss: 0.6387, grad_norm: 4.4960, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5971, loss/aux0: 0.5971 2020-10-18 14:06:05,786 - mmaction - INFO - Epoch [76][420/792] lr: 3.750e-04, eta: 5:17:29, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9490, loss_cls: 0.6387, loss: 0.6387, grad_norm: 4.5184, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-18 14:06:25,318 - mmaction - INFO - Epoch [76][440/792] lr: 3.750e-04, eta: 5:17:07, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9437, loss_cls: 0.7070, loss: 0.7070, grad_norm: 4.6707, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6080, loss/aux0: 0.6080 2020-10-18 14:06:25,723 - mmaction - INFO - Epoch [76][440/792] lr: 3.750e-04, eta: 5:17:10, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9437, loss_cls: 0.7070, loss: 0.7070, grad_norm: 4.6639, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-18 14:06:45,436 - mmaction - INFO - Epoch [76][460/792] lr: 3.750e-04, eta: 5:16:47, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9464, loss_cls: 0.6642, loss: 0.6642, grad_norm: 4.6132, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6416, loss/aux0: 0.6416 2020-10-18 14:06:45,845 - mmaction - INFO - Epoch [76][460/792] lr: 3.750e-04, eta: 5:16:50, time: 0.506, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9464, loss_cls: 0.6642, loss: 0.6642, grad_norm: 4.6284, top1_acc/aux0: 0.8291, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6382, loss/aux0: 0.6382 2020-10-18 14:07:05,355 - mmaction - INFO - Epoch [76][480/792] lr: 3.750e-04, eta: 5:16:28, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9417, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.5335, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.5998, loss/aux0: 0.5998 2020-10-18 14:07:05,779 - mmaction - INFO - Epoch [76][480/792] lr: 3.750e-04, eta: 5:16:31, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9417, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.5416, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-18 14:07:25,279 - mmaction - INFO - Epoch [76][500/792] lr: 3.750e-04, eta: 5:16:08, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9453, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.6938, top1_acc/aux0: 0.8304, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-18 14:07:25,691 - mmaction - INFO - Epoch [76][500/792] lr: 3.750e-04, eta: 5:16:11, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9453, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.6721, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 14:07:45,148 - mmaction - INFO - Epoch [76][520/792] lr: 3.750e-04, eta: 5:15:48, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9437, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.4916, top1_acc/aux0: 0.8454, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-18 14:07:45,567 - mmaction - INFO - Epoch [76][520/792] lr: 3.750e-04, eta: 5:15:52, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9437, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.4879, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-18 14:08:05,143 - mmaction - INFO - Epoch [76][540/792] lr: 3.750e-04, eta: 5:15:29, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9344, loss_cls: 0.7343, loss: 0.7343, grad_norm: 4.5907, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6089, loss/aux0: 0.6089 2020-10-18 14:08:05,566 - mmaction - INFO - Epoch [76][540/792] lr: 3.750e-04, eta: 5:15:32, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9344, loss_cls: 0.7343, loss: 0.7343, grad_norm: 4.6035, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 14:08:24,956 - mmaction - INFO - Epoch [76][560/792] lr: 3.750e-04, eta: 5:15:09, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9437, loss_cls: 0.6537, loss: 0.6537, grad_norm: 4.6199, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 14:08:25,359 - mmaction - INFO - Epoch [76][560/792] lr: 3.750e-04, eta: 5:15:12, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9437, loss_cls: 0.6537, loss: 0.6537, grad_norm: 4.5992, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6080, loss/aux0: 0.6080 2020-10-18 14:08:44,853 - mmaction - INFO - Epoch [76][580/792] lr: 3.750e-04, eta: 5:14:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9391, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.5020, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 14:08:45,269 - mmaction - INFO - Epoch [76][580/792] lr: 3.750e-04, eta: 5:14:53, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9391, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.4785, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 14:09:04,788 - mmaction - INFO - Epoch [76][600/792] lr: 3.750e-04, eta: 5:14:30, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9552, loss_cls: 0.6097, loss: 0.6097, grad_norm: 4.5662, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-18 14:09:05,193 - mmaction - INFO - Epoch [76][600/792] lr: 3.750e-04, eta: 5:14:33, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9552, loss_cls: 0.6097, loss: 0.6097, grad_norm: 4.5604, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6286, loss/aux0: 0.6286 2020-10-18 14:09:24,706 - mmaction - INFO - Epoch [76][620/792] lr: 3.750e-04, eta: 5:14:10, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9411, loss_cls: 0.6819, loss: 0.6819, grad_norm: 4.5817, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-18 14:09:25,114 - mmaction - INFO - Epoch [76][620/792] lr: 3.750e-04, eta: 5:14:14, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9411, loss_cls: 0.6819, loss: 0.6819, grad_norm: 4.5858, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 14:09:44,620 - mmaction - INFO - Epoch [76][640/792] lr: 3.750e-04, eta: 5:13:51, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9495, loss_cls: 0.6365, loss: 0.6365, grad_norm: 4.5971, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 14:09:45,045 - mmaction - INFO - Epoch [76][640/792] lr: 3.750e-04, eta: 5:13:54, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9495, loss_cls: 0.6365, loss: 0.6365, grad_norm: 4.6526, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-18 14:10:04,688 - mmaction - INFO - Epoch [76][660/792] lr: 3.750e-04, eta: 5:13:31, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9531, loss_cls: 0.6363, loss: 0.6363, grad_norm: 4.5055, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6114, loss/aux0: 0.6114 2020-10-18 14:10:05,102 - mmaction - INFO - Epoch [76][660/792] lr: 3.750e-04, eta: 5:13:34, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9531, loss_cls: 0.6363, loss: 0.6363, grad_norm: 4.4873, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-18 14:10:24,571 - mmaction - INFO - Epoch [76][680/792] lr: 3.750e-04, eta: 5:13:12, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9443, loss_cls: 0.6533, loss: 0.6533, grad_norm: 4.5627, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-18 14:10:25,025 - mmaction - INFO - Epoch [76][680/792] lr: 3.750e-04, eta: 5:13:15, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9443, loss_cls: 0.6533, loss: 0.6533, grad_norm: 4.5349, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-18 14:10:44,511 - mmaction - INFO - Epoch [76][700/792] lr: 3.750e-04, eta: 5:12:52, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9370, loss_cls: 0.7130, loss: 0.7130, grad_norm: 4.5648, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5811, loss/aux0: 0.5811 2020-10-18 14:10:44,918 - mmaction - INFO - Epoch [76][700/792] lr: 3.750e-04, eta: 5:12:55, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9370, loss_cls: 0.7130, loss: 0.7130, grad_norm: 4.5851, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5778, loss/aux0: 0.5778 2020-10-18 14:11:04,464 - mmaction - INFO - Epoch [76][720/792] lr: 3.750e-04, eta: 5:12:33, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9458, loss_cls: 0.6446, loss: 0.6446, grad_norm: 4.5110, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-18 14:11:04,874 - mmaction - INFO - Epoch [76][720/792] lr: 3.750e-04, eta: 5:12:36, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9458, loss_cls: 0.6446, loss: 0.6446, grad_norm: 4.4866, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 14:11:24,383 - mmaction - INFO - Epoch [76][740/792] lr: 3.750e-04, eta: 5:12:13, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9536, loss_cls: 0.6156, loss: 0.6156, grad_norm: 4.4181, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5898, loss/aux0: 0.5898 2020-10-18 14:11:24,798 - mmaction - INFO - Epoch [76][740/792] lr: 3.750e-04, eta: 5:12:16, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9536, loss_cls: 0.6156, loss: 0.6156, grad_norm: 4.4039, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5911, loss/aux0: 0.5911 2020-10-18 14:11:44,351 - mmaction - INFO - Epoch [76][760/792] lr: 3.750e-04, eta: 5:11:54, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9443, loss_cls: 0.6979, loss: 0.6979, grad_norm: 4.6790, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-18 14:11:44,776 - mmaction - INFO - Epoch [76][760/792] lr: 3.750e-04, eta: 5:11:57, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9443, loss_cls: 0.6979, loss: 0.6979, grad_norm: 4.6711, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6094, loss/aux0: 0.6094 2020-10-18 14:12:04,270 - mmaction - INFO - Epoch [76][780/792] lr: 3.750e-04, eta: 5:11:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9354, loss_cls: 0.7286, loss: 0.7286, grad_norm: 4.5969, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-18 14:12:04,691 - mmaction - INFO - Epoch [76][780/792] lr: 3.750e-04, eta: 5:11:37, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9354, loss_cls: 0.7286, loss: 0.7286, grad_norm: 4.5625, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-18 14:12:18,295 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-10-18 14:15:10,159 - mmaction - INFO - Epoch [77][20/792] lr: 3.750e-04, eta: 5:10:59, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9396, loss_cls: 0.6763, loss: 0.6763, grad_norm: 4.4808, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 14:15:10,574 - mmaction - INFO - Epoch [77][20/792] lr: 3.750e-04, eta: 5:11:02, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9396, loss_cls: 0.6763, loss: 0.6763, grad_norm: 4.4488, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 14:15:30,015 - mmaction - INFO - Epoch [77][40/792] lr: 3.750e-04, eta: 5:10:39, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9479, loss_cls: 0.6676, loss: 0.6676, grad_norm: 4.5969, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-18 14:15:30,429 - mmaction - INFO - Epoch [77][40/792] lr: 3.750e-04, eta: 5:10:42, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9479, loss_cls: 0.6676, loss: 0.6676, grad_norm: 4.5916, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6022, loss/aux0: 0.6022 2020-10-18 14:15:49,931 - mmaction - INFO - Epoch [77][60/792] lr: 3.750e-04, eta: 5:10:20, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9474, loss_cls: 0.6707, loss: 0.6707, grad_norm: 4.6461, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 14:15:50,359 - mmaction - INFO - Epoch [77][60/792] lr: 3.750e-04, eta: 5:10:23, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9474, loss_cls: 0.6707, loss: 0.6707, grad_norm: 4.6646, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-18 14:16:09,790 - mmaction - INFO - Epoch [77][80/792] lr: 3.750e-04, eta: 5:10:00, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9432, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.7059, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-18 14:16:10,203 - mmaction - INFO - Epoch [77][80/792] lr: 3.750e-04, eta: 5:10:03, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9432, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.6988, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 14:16:29,767 - mmaction - INFO - Epoch [77][100/792] lr: 3.750e-04, eta: 5:09:40, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9474, loss_cls: 0.6419, loss: 0.6419, grad_norm: 4.5854, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6301, loss/aux0: 0.6301 2020-10-18 14:16:30,176 - mmaction - INFO - Epoch [77][100/792] lr: 3.750e-04, eta: 5:09:44, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9474, loss_cls: 0.6419, loss: 0.6419, grad_norm: 4.5695, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 14:16:49,689 - mmaction - INFO - Epoch [77][120/792] lr: 3.750e-04, eta: 5:09:21, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.5365, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-18 14:16:50,125 - mmaction - INFO - Epoch [77][120/792] lr: 3.750e-04, eta: 5:09:24, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.5441, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5969, loss/aux0: 0.5969 2020-10-18 14:17:09,575 - mmaction - INFO - Epoch [77][140/792] lr: 3.750e-04, eta: 5:09:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9479, loss_cls: 0.6633, loss: 0.6633, grad_norm: 4.6483, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-18 14:17:09,996 - mmaction - INFO - Epoch [77][140/792] lr: 3.750e-04, eta: 5:09:04, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9479, loss_cls: 0.6633, loss: 0.6633, grad_norm: 4.6155, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-18 14:17:29,452 - mmaction - INFO - Epoch [77][160/792] lr: 3.750e-04, eta: 5:08:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9448, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.5011, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 14:17:29,853 - mmaction - INFO - Epoch [77][160/792] lr: 3.750e-04, eta: 5:08:45, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9448, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.5491, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-18 14:17:49,473 - mmaction - INFO - Epoch [77][180/792] lr: 3.750e-04, eta: 5:08:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9490, loss_cls: 0.6279, loss: 0.6279, grad_norm: 4.5832, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6272, loss/aux0: 0.6272 2020-10-18 14:17:49,893 - mmaction - INFO - Epoch [77][180/792] lr: 3.750e-04, eta: 5:08:25, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9490, loss_cls: 0.6279, loss: 0.6279, grad_norm: 4.5797, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 14:18:09,372 - mmaction - INFO - Epoch [77][200/792] lr: 3.750e-04, eta: 5:08:03, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9411, loss_cls: 0.6783, loss: 0.6783, grad_norm: 4.5979, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-18 14:18:09,802 - mmaction - INFO - Epoch [77][200/792] lr: 3.750e-04, eta: 5:08:06, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9411, loss_cls: 0.6783, loss: 0.6783, grad_norm: 4.6065, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 14:18:29,128 - mmaction - INFO - Epoch [77][220/792] lr: 3.750e-04, eta: 5:07:43, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9437, loss_cls: 0.6732, loss: 0.6732, grad_norm: 4.6524, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 14:18:29,594 - mmaction - INFO - Epoch [77][220/792] lr: 3.750e-04, eta: 5:07:46, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9437, loss_cls: 0.6732, loss: 0.6732, grad_norm: 4.6367, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 14:18:49,216 - mmaction - INFO - Epoch [77][240/792] lr: 3.750e-04, eta: 5:07:24, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9495, loss_cls: 0.6128, loss: 0.6128, grad_norm: 4.5161, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 14:18:49,639 - mmaction - INFO - Epoch [77][240/792] lr: 3.750e-04, eta: 5:07:27, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9495, loss_cls: 0.6128, loss: 0.6128, grad_norm: 4.5587, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6063, loss/aux0: 0.6063 2020-10-18 14:19:09,137 - mmaction - INFO - Epoch [77][260/792] lr: 3.750e-04, eta: 5:07:04, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9432, loss_cls: 0.6846, loss: 0.6846, grad_norm: 4.6639, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-18 14:19:09,550 - mmaction - INFO - Epoch [77][260/792] lr: 3.750e-04, eta: 5:07:07, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9432, loss_cls: 0.6846, loss: 0.6846, grad_norm: 4.6879, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-18 14:19:28,995 - mmaction - INFO - Epoch [77][280/792] lr: 3.750e-04, eta: 5:06:44, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9458, loss_cls: 0.6585, loss: 0.6585, grad_norm: 4.5415, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6156, loss/aux0: 0.6156 2020-10-18 14:19:29,403 - mmaction - INFO - Epoch [77][280/792] lr: 3.750e-04, eta: 5:06:47, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9458, loss_cls: 0.6585, loss: 0.6585, grad_norm: 4.5924, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 14:19:48,907 - mmaction - INFO - Epoch [77][300/792] lr: 3.750e-04, eta: 5:06:25, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9510, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.6108, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5901, loss/aux0: 0.5901 2020-10-18 14:19:49,336 - mmaction - INFO - Epoch [77][300/792] lr: 3.750e-04, eta: 5:06:28, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9510, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.6335, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5939, loss/aux0: 0.5939 2020-10-18 14:20:08,783 - mmaction - INFO - Epoch [77][320/792] lr: 3.750e-04, eta: 5:06:05, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9411, loss_cls: 0.6740, loss: 0.6740, grad_norm: 4.4929, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6313, loss/aux0: 0.6313 2020-10-18 14:20:09,242 - mmaction - INFO - Epoch [77][320/792] lr: 3.750e-04, eta: 5:06:08, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9411, loss_cls: 0.6740, loss: 0.6740, grad_norm: 4.4948, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6311, loss/aux0: 0.6311 2020-10-18 14:20:28,697 - mmaction - INFO - Epoch [77][340/792] lr: 3.750e-04, eta: 5:05:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9380, loss_cls: 0.6577, loss: 0.6577, grad_norm: 4.5189, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-18 14:20:29,133 - mmaction - INFO - Epoch [77][340/792] lr: 3.750e-04, eta: 5:05:49, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9380, loss_cls: 0.6577, loss: 0.6577, grad_norm: 4.5528, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 14:20:48,563 - mmaction - INFO - Epoch [77][360/792] lr: 3.750e-04, eta: 5:05:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9438, loss_cls: 0.6671, loss: 0.6671, grad_norm: 4.4454, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9548, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 14:20:48,980 - mmaction - INFO - Epoch [77][360/792] lr: 3.750e-04, eta: 5:05:29, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9438, loss_cls: 0.6671, loss: 0.6671, grad_norm: 4.4171, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9550, loss_cls/aux0: 0.5925, loss/aux0: 0.5925 2020-10-18 14:21:08,367 - mmaction - INFO - Epoch [77][380/792] lr: 3.750e-04, eta: 5:05:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9443, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.4476, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-18 14:21:08,782 - mmaction - INFO - Epoch [77][380/792] lr: 3.750e-04, eta: 5:05:09, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9443, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.4920, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 14:21:28,269 - mmaction - INFO - Epoch [77][400/792] lr: 3.750e-04, eta: 5:04:47, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6747, loss: 0.6747, grad_norm: 4.6560, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6136, loss/aux0: 0.6136 2020-10-18 14:21:28,693 - mmaction - INFO - Epoch [77][400/792] lr: 3.750e-04, eta: 5:04:50, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6747, loss: 0.6747, grad_norm: 4.6381, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6124, loss/aux0: 0.6124 2020-10-18 14:21:48,158 - mmaction - INFO - Epoch [77][420/792] lr: 3.750e-04, eta: 5:04:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9375, loss_cls: 0.6687, loss: 0.6687, grad_norm: 4.5523, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6207, loss/aux0: 0.6207 2020-10-18 14:21:48,581 - mmaction - INFO - Epoch [77][420/792] lr: 3.750e-04, eta: 5:04:30, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9375, loss_cls: 0.6687, loss: 0.6687, grad_norm: 4.5172, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-18 14:22:08,040 - mmaction - INFO - Epoch [77][440/792] lr: 3.750e-04, eta: 5:04:08, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9411, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.6649, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-18 14:22:08,460 - mmaction - INFO - Epoch [77][440/792] lr: 3.750e-04, eta: 5:04:11, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9411, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.6819, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-18 14:22:27,845 - mmaction - INFO - Epoch [77][460/792] lr: 3.750e-04, eta: 5:03:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9380, loss_cls: 0.7329, loss: 0.7329, grad_norm: 4.7932, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-18 14:22:28,246 - mmaction - INFO - Epoch [77][460/792] lr: 3.750e-04, eta: 5:03:51, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9380, loss_cls: 0.7329, loss: 0.7329, grad_norm: 4.8332, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6155, loss/aux0: 0.6155 2020-10-18 14:22:47,654 - mmaction - INFO - Epoch [77][480/792] lr: 3.750e-04, eta: 5:03:29, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9427, loss_cls: 0.6403, loss: 0.6403, grad_norm: 4.5739, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-18 14:22:48,102 - mmaction - INFO - Epoch [77][480/792] lr: 3.750e-04, eta: 5:03:32, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9427, loss_cls: 0.6403, loss: 0.6403, grad_norm: 4.5655, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-18 14:23:07,504 - mmaction - INFO - Epoch [77][500/792] lr: 3.750e-04, eta: 5:03:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9453, loss_cls: 0.6694, loss: 0.6694, grad_norm: 4.6362, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 14:23:07,934 - mmaction - INFO - Epoch [77][500/792] lr: 3.750e-04, eta: 5:03:12, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9453, loss_cls: 0.6694, loss: 0.6694, grad_norm: 4.6232, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-18 14:23:27,476 - mmaction - INFO - Epoch [77][520/792] lr: 3.750e-04, eta: 5:02:49, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9411, loss_cls: 0.7090, loss: 0.7090, grad_norm: 4.6724, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-18 14:23:27,896 - mmaction - INFO - Epoch [77][520/792] lr: 3.750e-04, eta: 5:02:52, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9411, loss_cls: 0.7090, loss: 0.7090, grad_norm: 4.6606, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 14:23:47,388 - mmaction - INFO - Epoch [77][540/792] lr: 3.750e-04, eta: 5:02:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9505, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.5489, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 14:23:47,799 - mmaction - INFO - Epoch [77][540/792] lr: 3.750e-04, eta: 5:02:33, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9505, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.5017, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 14:24:07,223 - mmaction - INFO - Epoch [77][560/792] lr: 3.750e-04, eta: 5:02:10, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9500, loss_cls: 0.6597, loss: 0.6597, grad_norm: 4.4914, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6216, loss/aux0: 0.6216 2020-10-18 14:24:07,651 - mmaction - INFO - Epoch [77][560/792] lr: 3.750e-04, eta: 5:02:13, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9500, loss_cls: 0.6597, loss: 0.6597, grad_norm: 4.4909, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 14:24:27,156 - mmaction - INFO - Epoch [77][580/792] lr: 3.750e-04, eta: 5:01:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9469, loss_cls: 0.6638, loss: 0.6638, grad_norm: 4.5227, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-18 14:24:27,568 - mmaction - INFO - Epoch [77][580/792] lr: 3.750e-04, eta: 5:01:54, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9469, loss_cls: 0.6638, loss: 0.6638, grad_norm: 4.5315, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-18 14:24:47,056 - mmaction - INFO - Epoch [77][600/792] lr: 3.750e-04, eta: 5:01:31, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6310, loss: 0.6310, grad_norm: 4.6784, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6149, loss/aux0: 0.6149 2020-10-18 14:24:47,461 - mmaction - INFO - Epoch [77][600/792] lr: 3.750e-04, eta: 5:01:34, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6310, loss: 0.6310, grad_norm: 4.6476, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-18 14:25:06,966 - mmaction - INFO - Epoch [77][620/792] lr: 3.750e-04, eta: 5:01:12, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9458, loss_cls: 0.6446, loss: 0.6446, grad_norm: 4.5048, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-18 14:25:07,412 - mmaction - INFO - Epoch [77][620/792] lr: 3.750e-04, eta: 5:01:15, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9458, loss_cls: 0.6446, loss: 0.6446, grad_norm: 4.4903, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-18 14:25:27,069 - mmaction - INFO - Epoch [77][640/792] lr: 3.750e-04, eta: 5:00:52, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9432, loss_cls: 0.6712, loss: 0.6712, grad_norm: 4.5756, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-18 14:25:27,477 - mmaction - INFO - Epoch [77][640/792] lr: 3.750e-04, eta: 5:00:55, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9432, loss_cls: 0.6712, loss: 0.6712, grad_norm: 4.5571, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 14:25:47,040 - mmaction - INFO - Epoch [77][660/792] lr: 3.750e-04, eta: 5:00:32, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9547, loss_cls: 0.6357, loss: 0.6357, grad_norm: 4.6738, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6164, loss/aux0: 0.6164 2020-10-18 14:25:47,470 - mmaction - INFO - Epoch [77][660/792] lr: 3.750e-04, eta: 5:00:36, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9547, loss_cls: 0.6357, loss: 0.6357, grad_norm: 4.6818, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-18 14:26:07,021 - mmaction - INFO - Epoch [77][680/792] lr: 3.750e-04, eta: 5:00:13, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9458, loss_cls: 0.6158, loss: 0.6158, grad_norm: 4.4496, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-18 14:26:07,431 - mmaction - INFO - Epoch [77][680/792] lr: 3.750e-04, eta: 5:00:16, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9458, loss_cls: 0.6158, loss: 0.6158, grad_norm: 4.4629, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5963, loss/aux0: 0.5963 2020-10-18 14:26:26,950 - mmaction - INFO - Epoch [77][700/792] lr: 3.750e-04, eta: 4:59:53, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9453, loss_cls: 0.6293, loss: 0.6293, grad_norm: 4.6271, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6023, loss/aux0: 0.6023 2020-10-18 14:26:27,378 - mmaction - INFO - Epoch [77][700/792] lr: 3.750e-04, eta: 4:59:56, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9453, loss_cls: 0.6293, loss: 0.6293, grad_norm: 4.6241, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 14:26:46,915 - mmaction - INFO - Epoch [77][720/792] lr: 3.750e-04, eta: 4:59:34, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9422, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.5866, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6083, loss/aux0: 0.6083 2020-10-18 14:26:47,407 - mmaction - INFO - Epoch [77][720/792] lr: 3.750e-04, eta: 4:59:37, time: 0.505, data_time: 0.004, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9422, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.5858, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-18 14:27:06,865 - mmaction - INFO - Epoch [77][740/792] lr: 3.750e-04, eta: 4:59:14, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9411, loss_cls: 0.7096, loss: 0.7096, grad_norm: 4.6123, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6053, loss/aux0: 0.6053 2020-10-18 14:27:07,291 - mmaction - INFO - Epoch [77][740/792] lr: 3.750e-04, eta: 4:59:17, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9411, loss_cls: 0.7096, loss: 0.7096, grad_norm: 4.6172, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-18 14:27:26,836 - mmaction - INFO - Epoch [77][760/792] lr: 3.750e-04, eta: 4:58:55, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9375, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.7022, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6316, loss/aux0: 0.6316 2020-10-18 14:27:27,243 - mmaction - INFO - Epoch [77][760/792] lr: 3.750e-04, eta: 4:58:58, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9375, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.6793, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 14:27:46,722 - mmaction - INFO - Epoch [77][780/792] lr: 3.750e-04, eta: 4:58:35, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9411, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.4714, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-18 14:27:47,133 - mmaction - INFO - Epoch [77][780/792] lr: 3.750e-04, eta: 4:58:38, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9411, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.5020, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6039, loss/aux0: 0.6039 2020-10-18 14:28:01,414 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-10-18 14:30:38,604 - mmaction - INFO - Epoch [78][20/792] lr: 3.750e-04, eta: 4:58:00, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9396, loss_cls: 0.6921, loss: 0.6921, grad_norm: 4.5714, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5871, loss/aux0: 0.5871 2020-10-18 14:30:39,006 - mmaction - INFO - Epoch [78][20/792] lr: 3.750e-04, eta: 4:58:03, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9396, loss_cls: 0.6921, loss: 0.6921, grad_norm: 4.5907, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-18 14:30:58,419 - mmaction - INFO - Epoch [78][40/792] lr: 3.750e-04, eta: 4:57:41, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9516, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.5678, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 14:30:58,862 - mmaction - INFO - Epoch [78][40/792] lr: 3.750e-04, eta: 4:57:44, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9516, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.5987, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6168, loss/aux0: 0.6168 2020-10-18 14:31:18,246 - mmaction - INFO - Epoch [78][60/792] lr: 3.750e-04, eta: 4:57:21, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.5563, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6149, loss/aux0: 0.6149 2020-10-18 14:31:18,662 - mmaction - INFO - Epoch [78][60/792] lr: 3.750e-04, eta: 4:57:24, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.5161, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-18 14:31:38,103 - mmaction - INFO - Epoch [78][80/792] lr: 3.750e-04, eta: 4:57:01, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9469, loss_cls: 0.6750, loss: 0.6750, grad_norm: 4.4956, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 14:31:38,526 - mmaction - INFO - Epoch [78][80/792] lr: 3.750e-04, eta: 4:57:04, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9469, loss_cls: 0.6750, loss: 0.6750, grad_norm: 4.4515, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5976, loss/aux0: 0.5976 2020-10-18 14:31:57,936 - mmaction - INFO - Epoch [78][100/792] lr: 3.750e-04, eta: 4:56:42, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9411, loss_cls: 0.6755, loss: 0.6755, grad_norm: 4.6224, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6207, loss/aux0: 0.6207 2020-10-18 14:31:58,354 - mmaction - INFO - Epoch [78][100/792] lr: 3.750e-04, eta: 4:56:45, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9411, loss_cls: 0.6755, loss: 0.6755, grad_norm: 4.6642, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-18 14:32:17,726 - mmaction - INFO - Epoch [78][120/792] lr: 3.750e-04, eta: 4:56:22, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9411, loss_cls: 0.6592, loss: 0.6592, grad_norm: 4.7241, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6094, loss/aux0: 0.6094 2020-10-18 14:32:18,167 - mmaction - INFO - Epoch [78][120/792] lr: 3.750e-04, eta: 4:56:25, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9411, loss_cls: 0.6592, loss: 0.6592, grad_norm: 4.7531, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-18 14:32:37,633 - mmaction - INFO - Epoch [78][140/792] lr: 3.750e-04, eta: 4:56:03, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9505, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.5965, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 14:32:38,042 - mmaction - INFO - Epoch [78][140/792] lr: 3.750e-04, eta: 4:56:06, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9505, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.5924, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-18 14:32:57,628 - mmaction - INFO - Epoch [78][160/792] lr: 3.750e-04, eta: 4:55:43, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9453, loss_cls: 0.6853, loss: 0.6853, grad_norm: 4.6682, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-18 14:32:58,063 - mmaction - INFO - Epoch [78][160/792] lr: 3.750e-04, eta: 4:55:46, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9453, loss_cls: 0.6853, loss: 0.6853, grad_norm: 4.7106, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-18 14:33:17,360 - mmaction - INFO - Epoch [78][180/792] lr: 3.750e-04, eta: 4:55:24, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9552, loss_cls: 0.6019, loss: 0.6019, grad_norm: 4.5190, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-18 14:33:17,782 - mmaction - INFO - Epoch [78][180/792] lr: 3.750e-04, eta: 4:55:26, time: 0.491, data_time: 0.002, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9552, loss_cls: 0.6019, loss: 0.6019, grad_norm: 4.5676, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 14:33:37,353 - mmaction - INFO - Epoch [78][200/792] lr: 3.750e-04, eta: 4:55:04, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6973, loss: 0.6973, grad_norm: 4.6960, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-18 14:33:37,768 - mmaction - INFO - Epoch [78][200/792] lr: 3.750e-04, eta: 4:55:07, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6973, loss: 0.6973, grad_norm: 4.7142, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-18 14:33:57,255 - mmaction - INFO - Epoch [78][220/792] lr: 3.750e-04, eta: 4:54:44, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9526, loss_cls: 0.6308, loss: 0.6308, grad_norm: 4.6185, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 14:33:57,661 - mmaction - INFO - Epoch [78][220/792] lr: 3.750e-04, eta: 4:54:47, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9526, loss_cls: 0.6308, loss: 0.6308, grad_norm: 4.6288, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5947, loss/aux0: 0.5947 2020-10-18 14:34:17,158 - mmaction - INFO - Epoch [78][240/792] lr: 3.750e-04, eta: 4:54:25, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9531, loss_cls: 0.6416, loss: 0.6416, grad_norm: 4.5444, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 14:34:17,563 - mmaction - INFO - Epoch [78][240/792] lr: 3.750e-04, eta: 4:54:28, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9531, loss_cls: 0.6416, loss: 0.6416, grad_norm: 4.5163, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 14:34:37,135 - mmaction - INFO - Epoch [78][260/792] lr: 3.750e-04, eta: 4:54:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9510, loss_cls: 0.6331, loss: 0.6331, grad_norm: 4.5165, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 14:34:37,548 - mmaction - INFO - Epoch [78][260/792] lr: 3.750e-04, eta: 4:54:08, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9510, loss_cls: 0.6331, loss: 0.6331, grad_norm: 4.5500, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 14:34:56,981 - mmaction - INFO - Epoch [78][280/792] lr: 3.750e-04, eta: 4:53:46, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9422, loss_cls: 0.7324, loss: 0.7324, grad_norm: 4.7302, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-18 14:34:57,383 - mmaction - INFO - Epoch [78][280/792] lr: 3.750e-04, eta: 4:53:48, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9422, loss_cls: 0.7324, loss: 0.7324, grad_norm: 4.7523, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-18 14:35:16,959 - mmaction - INFO - Epoch [78][300/792] lr: 3.750e-04, eta: 4:53:26, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9484, loss_cls: 0.6225, loss: 0.6225, grad_norm: 4.5200, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6301, loss/aux0: 0.6301 2020-10-18 14:35:17,376 - mmaction - INFO - Epoch [78][300/792] lr: 3.750e-04, eta: 4:53:29, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9484, loss_cls: 0.6225, loss: 0.6225, grad_norm: 4.5461, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6253, loss/aux0: 0.6253 2020-10-18 14:35:36,869 - mmaction - INFO - Epoch [78][320/792] lr: 3.750e-04, eta: 4:53:06, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.7602, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-18 14:35:37,287 - mmaction - INFO - Epoch [78][320/792] lr: 3.750e-04, eta: 4:53:09, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.7981, top1_acc/aux0: 0.8285, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-18 14:35:56,774 - mmaction - INFO - Epoch [78][340/792] lr: 3.750e-04, eta: 4:52:47, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9484, loss_cls: 0.6552, loss: 0.6552, grad_norm: 4.7014, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-18 14:35:57,200 - mmaction - INFO - Epoch [78][340/792] lr: 3.750e-04, eta: 4:52:50, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9484, loss_cls: 0.6552, loss: 0.6552, grad_norm: 4.6418, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-18 14:36:16,592 - mmaction - INFO - Epoch [78][360/792] lr: 3.750e-04, eta: 4:52:27, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9370, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.6231, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6079, loss/aux0: 0.6079 2020-10-18 14:36:17,013 - mmaction - INFO - Epoch [78][360/792] lr: 3.750e-04, eta: 4:52:30, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9370, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.5689, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-18 14:36:36,627 - mmaction - INFO - Epoch [78][380/792] lr: 3.750e-04, eta: 4:52:08, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9422, loss_cls: 0.7059, loss: 0.7059, grad_norm: 4.6728, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6237, loss/aux0: 0.6237 2020-10-18 14:36:37,047 - mmaction - INFO - Epoch [78][380/792] lr: 3.750e-04, eta: 4:52:11, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9422, loss_cls: 0.7059, loss: 0.7059, grad_norm: 4.6684, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 14:36:56,561 - mmaction - INFO - Epoch [78][400/792] lr: 3.750e-04, eta: 4:51:48, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9401, loss_cls: 0.6745, loss: 0.6745, grad_norm: 4.5299, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-18 14:36:56,983 - mmaction - INFO - Epoch [78][400/792] lr: 3.750e-04, eta: 4:51:51, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9401, loss_cls: 0.6745, loss: 0.6745, grad_norm: 4.5415, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 14:37:16,498 - mmaction - INFO - Epoch [78][420/792] lr: 3.750e-04, eta: 4:51:29, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9500, loss_cls: 0.6053, loss: 0.6053, grad_norm: 4.5244, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6317, loss/aux0: 0.6317 2020-10-18 14:37:16,948 - mmaction - INFO - Epoch [78][420/792] lr: 3.750e-04, eta: 4:51:31, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9500, loss_cls: 0.6053, loss: 0.6053, grad_norm: 4.4939, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 14:37:36,355 - mmaction - INFO - Epoch [78][440/792] lr: 3.750e-04, eta: 4:51:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9464, loss_cls: 0.6490, loss: 0.6490, grad_norm: 4.5302, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-18 14:37:36,759 - mmaction - INFO - Epoch [78][440/792] lr: 3.750e-04, eta: 4:51:12, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9464, loss_cls: 0.6490, loss: 0.6490, grad_norm: 4.5197, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 14:37:56,423 - mmaction - INFO - Epoch [78][460/792] lr: 3.750e-04, eta: 4:50:49, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9484, loss_cls: 0.6686, loss: 0.6686, grad_norm: 4.6092, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-18 14:37:56,842 - mmaction - INFO - Epoch [78][460/792] lr: 3.750e-04, eta: 4:50:52, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9484, loss_cls: 0.6686, loss: 0.6686, grad_norm: 4.5813, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5939, loss/aux0: 0.5939 2020-10-18 14:38:16,257 - mmaction - INFO - Epoch [78][480/792] lr: 3.750e-04, eta: 4:50:30, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9417, loss_cls: 0.6803, loss: 0.6803, grad_norm: 4.6040, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 14:38:16,665 - mmaction - INFO - Epoch [78][480/792] lr: 3.750e-04, eta: 4:50:33, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9417, loss_cls: 0.6803, loss: 0.6803, grad_norm: 4.6229, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 14:38:36,267 - mmaction - INFO - Epoch [78][500/792] lr: 3.750e-04, eta: 4:50:10, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6805, loss: 0.6805, grad_norm: 4.5688, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5967, loss/aux0: 0.5967 2020-10-18 14:38:36,676 - mmaction - INFO - Epoch [78][500/792] lr: 3.750e-04, eta: 4:50:13, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6805, loss: 0.6805, grad_norm: 4.6167, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 14:38:56,100 - mmaction - INFO - Epoch [78][520/792] lr: 3.750e-04, eta: 4:49:51, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9469, loss_cls: 0.6967, loss: 0.6967, grad_norm: 4.5567, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6034, loss/aux0: 0.6034 2020-10-18 14:38:56,519 - mmaction - INFO - Epoch [78][520/792] lr: 3.750e-04, eta: 4:49:53, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9469, loss_cls: 0.6967, loss: 0.6967, grad_norm: 4.5466, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5910, loss/aux0: 0.5910 2020-10-18 14:39:16,024 - mmaction - INFO - Epoch [78][540/792] lr: 3.750e-04, eta: 4:49:31, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9526, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.5835, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-18 14:39:16,432 - mmaction - INFO - Epoch [78][540/792] lr: 3.750e-04, eta: 4:49:34, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9526, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.6040, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 14:39:35,913 - mmaction - INFO - Epoch [78][560/792] lr: 3.750e-04, eta: 4:49:11, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9365, loss_cls: 0.6791, loss: 0.6791, grad_norm: 4.5198, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 14:39:36,317 - mmaction - INFO - Epoch [78][560/792] lr: 3.750e-04, eta: 4:49:14, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9365, loss_cls: 0.6791, loss: 0.6791, grad_norm: 4.5537, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6110, loss/aux0: 0.6110 2020-10-18 14:39:55,727 - mmaction - INFO - Epoch [78][580/792] lr: 3.750e-04, eta: 4:48:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9411, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.4116, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6068, loss/aux0: 0.6068 2020-10-18 14:39:56,150 - mmaction - INFO - Epoch [78][580/792] lr: 3.750e-04, eta: 4:48:55, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9411, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.4103, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 14:40:15,621 - mmaction - INFO - Epoch [78][600/792] lr: 3.750e-04, eta: 4:48:32, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9521, loss_cls: 0.6360, loss: 0.6360, grad_norm: 4.5405, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-18 14:40:16,031 - mmaction - INFO - Epoch [78][600/792] lr: 3.750e-04, eta: 4:48:35, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9521, loss_cls: 0.6360, loss: 0.6360, grad_norm: 4.5754, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 14:40:35,523 - mmaction - INFO - Epoch [78][620/792] lr: 3.750e-04, eta: 4:48:13, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9458, loss_cls: 0.6759, loss: 0.6759, grad_norm: 4.5946, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6287, loss/aux0: 0.6287 2020-10-18 14:40:35,956 - mmaction - INFO - Epoch [78][620/792] lr: 3.750e-04, eta: 4:48:15, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9458, loss_cls: 0.6759, loss: 0.6759, grad_norm: 4.5968, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-18 14:40:55,374 - mmaction - INFO - Epoch [78][640/792] lr: 3.750e-04, eta: 4:47:53, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9307, loss_cls: 0.7443, loss: 0.7443, grad_norm: 4.6749, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-18 14:40:55,797 - mmaction - INFO - Epoch [78][640/792] lr: 3.750e-04, eta: 4:47:56, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9307, loss_cls: 0.7443, loss: 0.7443, grad_norm: 4.6694, top1_acc/aux0: 0.8287, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6345, loss/aux0: 0.6345 2020-10-18 14:41:15,317 - mmaction - INFO - Epoch [78][660/792] lr: 3.750e-04, eta: 4:47:33, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9505, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.5846, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 14:41:15,728 - mmaction - INFO - Epoch [78][660/792] lr: 3.750e-04, eta: 4:47:36, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9505, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.5866, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-18 14:41:35,240 - mmaction - INFO - Epoch [78][680/792] lr: 3.750e-04, eta: 4:47:14, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9479, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.5793, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 14:41:35,654 - mmaction - INFO - Epoch [78][680/792] lr: 3.750e-04, eta: 4:47:17, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9479, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.6155, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-18 14:41:55,353 - mmaction - INFO - Epoch [78][700/792] lr: 3.750e-04, eta: 4:46:54, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9437, loss_cls: 0.6471, loss: 0.6471, grad_norm: 4.6217, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-18 14:41:55,761 - mmaction - INFO - Epoch [78][700/792] lr: 3.750e-04, eta: 4:46:57, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9437, loss_cls: 0.6471, loss: 0.6471, grad_norm: 4.6224, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5898, loss/aux0: 0.5898 2020-10-18 14:42:15,207 - mmaction - INFO - Epoch [78][720/792] lr: 3.750e-04, eta: 4:46:35, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9375, loss_cls: 0.7174, loss: 0.7174, grad_norm: 4.5455, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-18 14:42:15,626 - mmaction - INFO - Epoch [78][720/792] lr: 3.750e-04, eta: 4:46:38, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9375, loss_cls: 0.7174, loss: 0.7174, grad_norm: 4.5728, top1_acc/aux0: 0.8441, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5886, loss/aux0: 0.5886 2020-10-18 14:42:35,119 - mmaction - INFO - Epoch [78][740/792] lr: 3.750e-04, eta: 4:46:15, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9380, loss_cls: 0.6922, loss: 0.6922, grad_norm: 4.5660, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6115, loss/aux0: 0.6115 2020-10-18 14:42:35,539 - mmaction - INFO - Epoch [78][740/792] lr: 3.750e-04, eta: 4:46:18, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9380, loss_cls: 0.6922, loss: 0.6922, grad_norm: 4.5820, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-18 14:42:55,020 - mmaction - INFO - Epoch [78][760/792] lr: 3.750e-04, eta: 4:45:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.6613, loss: 0.6613, grad_norm: 4.6509, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6170, loss/aux0: 0.6170 2020-10-18 14:42:55,453 - mmaction - INFO - Epoch [78][760/792] lr: 3.750e-04, eta: 4:45:58, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.6613, loss: 0.6613, grad_norm: 4.6505, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 14:43:15,064 - mmaction - INFO - Epoch [78][780/792] lr: 3.750e-04, eta: 4:45:36, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9474, loss_cls: 0.6559, loss: 0.6559, grad_norm: 4.3955, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6068, loss/aux0: 0.6068 2020-10-18 14:43:15,477 - mmaction - INFO - Epoch [78][780/792] lr: 3.750e-04, eta: 4:45:39, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9474, loss_cls: 0.6559, loss: 0.6559, grad_norm: 4.4154, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-18 14:43:28,304 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-10-18 14:46:03,499 - mmaction - INFO - Epoch [79][20/792] lr: 3.750e-04, eta: 4:45:01, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9437, loss_cls: 0.6656, loss: 0.6656, grad_norm: 4.5911, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6202, loss/aux0: 0.6202 2020-10-18 14:46:03,909 - mmaction - INFO - Epoch [79][20/792] lr: 3.750e-04, eta: 4:45:04, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9437, loss_cls: 0.6656, loss: 0.6656, grad_norm: 4.6004, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-18 14:46:23,315 - mmaction - INFO - Epoch [79][40/792] lr: 3.750e-04, eta: 4:44:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9464, loss_cls: 0.6487, loss: 0.6487, grad_norm: 4.6103, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6229, loss/aux0: 0.6229 2020-10-18 14:46:23,737 - mmaction - INFO - Epoch [79][40/792] lr: 3.750e-04, eta: 4:44:44, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9464, loss_cls: 0.6487, loss: 0.6487, grad_norm: 4.6055, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-18 14:46:43,141 - mmaction - INFO - Epoch [79][60/792] lr: 3.750e-04, eta: 4:44:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9505, loss_cls: 0.6312, loss: 0.6312, grad_norm: 4.6404, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6170, loss/aux0: 0.6170 2020-10-18 14:46:43,558 - mmaction - INFO - Epoch [79][60/792] lr: 3.750e-04, eta: 4:44:25, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9505, loss_cls: 0.6312, loss: 0.6312, grad_norm: 4.6066, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-18 14:47:02,933 - mmaction - INFO - Epoch [79][80/792] lr: 3.750e-04, eta: 4:44:02, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9375, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.6687, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-18 14:47:03,349 - mmaction - INFO - Epoch [79][80/792] lr: 3.750e-04, eta: 4:44:05, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9375, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.6912, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-18 14:47:22,809 - mmaction - INFO - Epoch [79][100/792] lr: 3.750e-04, eta: 4:43:43, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9458, loss_cls: 0.6447, loss: 0.6447, grad_norm: 4.6188, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6203, loss/aux0: 0.6203 2020-10-18 14:47:23,219 - mmaction - INFO - Epoch [79][100/792] lr: 3.750e-04, eta: 4:43:46, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9458, loss_cls: 0.6447, loss: 0.6447, grad_norm: 4.6112, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 14:47:42,735 - mmaction - INFO - Epoch [79][120/792] lr: 3.750e-04, eta: 4:43:23, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9448, loss_cls: 0.6729, loss: 0.6729, grad_norm: 4.8387, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6384, loss/aux0: 0.6384 2020-10-18 14:47:43,159 - mmaction - INFO - Epoch [79][120/792] lr: 3.750e-04, eta: 4:43:26, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9448, loss_cls: 0.6729, loss: 0.6729, grad_norm: 4.8203, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6355, loss/aux0: 0.6355 2020-10-18 14:48:02,589 - mmaction - INFO - Epoch [79][140/792] lr: 3.750e-04, eta: 4:43:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9443, loss_cls: 0.6487, loss: 0.6487, grad_norm: 4.5099, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-18 14:48:03,007 - mmaction - INFO - Epoch [79][140/792] lr: 3.750e-04, eta: 4:43:06, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9443, loss_cls: 0.6487, loss: 0.6487, grad_norm: 4.5731, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-18 14:48:22,444 - mmaction - INFO - Epoch [79][160/792] lr: 3.750e-04, eta: 4:42:44, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.6536, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-18 14:48:22,884 - mmaction - INFO - Epoch [79][160/792] lr: 3.750e-04, eta: 4:42:47, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.6051, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-18 14:48:42,380 - mmaction - INFO - Epoch [79][180/792] lr: 3.750e-04, eta: 4:42:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9469, loss_cls: 0.6623, loss: 0.6623, grad_norm: 4.5864, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 14:48:42,798 - mmaction - INFO - Epoch [79][180/792] lr: 3.750e-04, eta: 4:42:27, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9469, loss_cls: 0.6623, loss: 0.6623, grad_norm: 4.5455, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-18 14:49:02,445 - mmaction - INFO - Epoch [79][200/792] lr: 3.750e-04, eta: 4:42:05, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9536, loss_cls: 0.6420, loss: 0.6420, grad_norm: 4.6259, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5932, loss/aux0: 0.5932 2020-10-18 14:49:02,864 - mmaction - INFO - Epoch [79][200/792] lr: 3.750e-04, eta: 4:42:08, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9536, loss_cls: 0.6420, loss: 0.6420, grad_norm: 4.5706, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5897, loss/aux0: 0.5897 2020-10-18 14:49:22,377 - mmaction - INFO - Epoch [79][220/792] lr: 3.750e-04, eta: 4:41:45, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9557, loss_cls: 0.6180, loss: 0.6180, grad_norm: 4.5415, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-18 14:49:22,784 - mmaction - INFO - Epoch [79][220/792] lr: 3.750e-04, eta: 4:41:48, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9557, loss_cls: 0.6180, loss: 0.6180, grad_norm: 4.5799, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 14:49:42,233 - mmaction - INFO - Epoch [79][240/792] lr: 3.750e-04, eta: 4:41:26, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9432, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.5560, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-18 14:49:42,646 - mmaction - INFO - Epoch [79][240/792] lr: 3.750e-04, eta: 4:41:28, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9432, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.5583, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6098, loss/aux0: 0.6098 2020-10-18 14:50:02,151 - mmaction - INFO - Epoch [79][260/792] lr: 3.750e-04, eta: 4:41:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9563, loss_cls: 0.6119, loss: 0.6119, grad_norm: 4.6397, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 14:50:02,556 - mmaction - INFO - Epoch [79][260/792] lr: 3.750e-04, eta: 4:41:09, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9563, loss_cls: 0.6119, loss: 0.6119, grad_norm: 4.6248, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 14:50:22,092 - mmaction - INFO - Epoch [79][280/792] lr: 3.750e-04, eta: 4:40:47, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9391, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.6642, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-18 14:50:22,505 - mmaction - INFO - Epoch [79][280/792] lr: 3.750e-04, eta: 4:40:49, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9391, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.6491, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 14:50:42,046 - mmaction - INFO - Epoch [79][300/792] lr: 3.750e-04, eta: 4:40:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9464, loss_cls: 0.6667, loss: 0.6667, grad_norm: 4.6412, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5964, loss/aux0: 0.5964 2020-10-18 14:50:42,455 - mmaction - INFO - Epoch [79][300/792] lr: 3.750e-04, eta: 4:40:30, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9464, loss_cls: 0.6667, loss: 0.6667, grad_norm: 4.6465, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 14:51:01,883 - mmaction - INFO - Epoch [79][320/792] lr: 3.750e-04, eta: 4:40:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9411, loss_cls: 0.6445, loss: 0.6445, grad_norm: 4.5745, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6277, loss/aux0: 0.6277 2020-10-18 14:51:02,296 - mmaction - INFO - Epoch [79][320/792] lr: 3.750e-04, eta: 4:40:10, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9411, loss_cls: 0.6445, loss: 0.6445, grad_norm: 4.5967, top1_acc/aux0: 0.8308, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6302, loss/aux0: 0.6302 2020-10-18 14:51:21,742 - mmaction - INFO - Epoch [79][340/792] lr: 3.750e-04, eta: 4:39:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9391, loss_cls: 0.6945, loss: 0.6945, grad_norm: 4.6645, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 14:51:22,197 - mmaction - INFO - Epoch [79][340/792] lr: 3.750e-04, eta: 4:39:51, time: 0.497, data_time: 0.005, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9391, loss_cls: 0.6945, loss: 0.6945, grad_norm: 4.7094, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-18 14:51:41,585 - mmaction - INFO - Epoch [79][360/792] lr: 3.750e-04, eta: 4:39:28, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9443, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.4715, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 14:51:41,987 - mmaction - INFO - Epoch [79][360/792] lr: 3.750e-04, eta: 4:39:31, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9443, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.4562, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 14:52:01,453 - mmaction - INFO - Epoch [79][380/792] lr: 3.750e-04, eta: 4:39:09, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8594, top5_acc: 0.9542, loss_cls: 0.6050, loss: 0.6050, grad_norm: 4.6657, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6345, loss/aux0: 0.6345 2020-10-18 14:52:01,885 - mmaction - INFO - Epoch [79][380/792] lr: 3.750e-04, eta: 4:39:11, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8594, top5_acc: 0.9542, loss_cls: 0.6050, loss: 0.6050, grad_norm: 4.7010, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6345, loss/aux0: 0.6345 2020-10-18 14:52:21,318 - mmaction - INFO - Epoch [79][400/792] lr: 3.750e-04, eta: 4:38:49, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9526, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.6324, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-18 14:52:21,747 - mmaction - INFO - Epoch [79][400/792] lr: 3.750e-04, eta: 4:38:52, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9526, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.6569, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 14:52:41,186 - mmaction - INFO - Epoch [79][420/792] lr: 3.750e-04, eta: 4:38:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9505, loss_cls: 0.6317, loss: 0.6317, grad_norm: 4.5835, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-18 14:52:41,612 - mmaction - INFO - Epoch [79][420/792] lr: 3.750e-04, eta: 4:38:32, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9505, loss_cls: 0.6317, loss: 0.6317, grad_norm: 4.5751, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-18 14:53:01,287 - mmaction - INFO - Epoch [79][440/792] lr: 3.750e-04, eta: 4:38:10, time: 0.507, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9380, loss_cls: 0.6895, loss: 0.6895, grad_norm: 4.5897, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-18 14:53:01,709 - mmaction - INFO - Epoch [79][440/792] lr: 3.750e-04, eta: 4:38:13, time: 0.509, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9380, loss_cls: 0.6895, loss: 0.6895, grad_norm: 4.5920, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6145, loss/aux0: 0.6145 2020-10-18 14:53:21,215 - mmaction - INFO - Epoch [79][460/792] lr: 3.750e-04, eta: 4:37:50, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9432, loss_cls: 0.6983, loss: 0.6983, grad_norm: 4.6364, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-18 14:53:21,624 - mmaction - INFO - Epoch [79][460/792] lr: 3.750e-04, eta: 4:37:53, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9432, loss_cls: 0.6983, loss: 0.6983, grad_norm: 4.5886, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 14:53:41,087 - mmaction - INFO - Epoch [79][480/792] lr: 3.750e-04, eta: 4:37:31, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9495, loss_cls: 0.6671, loss: 0.6671, grad_norm: 4.6192, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5969, loss/aux0: 0.5969 2020-10-18 14:53:41,510 - mmaction - INFO - Epoch [79][480/792] lr: 3.750e-04, eta: 4:37:33, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9495, loss_cls: 0.6671, loss: 0.6671, grad_norm: 4.6188, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-18 14:54:00,861 - mmaction - INFO - Epoch [79][500/792] lr: 3.750e-04, eta: 4:37:11, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9437, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.6619, top1_acc/aux0: 0.8441, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-18 14:54:01,266 - mmaction - INFO - Epoch [79][500/792] lr: 3.750e-04, eta: 4:37:14, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9437, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.6632, top1_acc/aux0: 0.8460, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-18 14:54:20,818 - mmaction - INFO - Epoch [79][520/792] lr: 3.750e-04, eta: 4:36:52, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.6432, loss: 0.6432, grad_norm: 4.6556, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 14:54:21,223 - mmaction - INFO - Epoch [79][520/792] lr: 3.750e-04, eta: 4:36:54, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.6432, loss: 0.6432, grad_norm: 4.6744, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-18 14:54:40,717 - mmaction - INFO - Epoch [79][540/792] lr: 3.750e-04, eta: 4:36:32, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9516, loss_cls: 0.6440, loss: 0.6440, grad_norm: 4.6598, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 14:54:41,131 - mmaction - INFO - Epoch [79][540/792] lr: 3.750e-04, eta: 4:36:35, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9516, loss_cls: 0.6440, loss: 0.6440, grad_norm: 4.6657, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-18 14:55:00,701 - mmaction - INFO - Epoch [79][560/792] lr: 3.750e-04, eta: 4:36:12, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9552, loss_cls: 0.5981, loss: 0.5981, grad_norm: 4.6295, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-18 14:55:01,107 - mmaction - INFO - Epoch [79][560/792] lr: 3.750e-04, eta: 4:36:15, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9552, loss_cls: 0.5981, loss: 0.5981, grad_norm: 4.6158, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 14:55:20,678 - mmaction - INFO - Epoch [79][580/792] lr: 3.750e-04, eta: 4:35:53, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9458, loss_cls: 0.6975, loss: 0.6975, grad_norm: 4.6514, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6115, loss/aux0: 0.6115 2020-10-18 14:55:21,096 - mmaction - INFO - Epoch [79][580/792] lr: 3.750e-04, eta: 4:35:56, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9458, loss_cls: 0.6975, loss: 0.6975, grad_norm: 4.6689, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-18 14:55:40,601 - mmaction - INFO - Epoch [79][600/792] lr: 3.750e-04, eta: 4:35:33, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9333, loss_cls: 0.7326, loss: 0.7326, grad_norm: 4.6155, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6114, loss/aux0: 0.6114 2020-10-18 14:55:41,020 - mmaction - INFO - Epoch [79][600/792] lr: 3.750e-04, eta: 4:35:36, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9333, loss_cls: 0.7326, loss: 0.7326, grad_norm: 4.6019, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-18 14:56:00,510 - mmaction - INFO - Epoch [79][620/792] lr: 3.750e-04, eta: 4:35:14, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9401, loss_cls: 0.6956, loss: 0.6956, grad_norm: 4.5121, top1_acc/aux0: 0.8439, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5924, loss/aux0: 0.5924 2020-10-18 14:56:00,923 - mmaction - INFO - Epoch [79][620/792] lr: 3.750e-04, eta: 4:35:16, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9401, loss_cls: 0.6956, loss: 0.6956, grad_norm: 4.4743, top1_acc/aux0: 0.8446, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5895, loss/aux0: 0.5895 2020-10-18 14:56:20,353 - mmaction - INFO - Epoch [79][640/792] lr: 3.750e-04, eta: 4:34:54, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9500, loss_cls: 0.6437, loss: 0.6437, grad_norm: 4.6521, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-18 14:56:20,788 - mmaction - INFO - Epoch [79][640/792] lr: 3.750e-04, eta: 4:34:57, time: 0.499, data_time: 0.005, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9500, loss_cls: 0.6437, loss: 0.6437, grad_norm: 4.6309, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6108, loss/aux0: 0.6108 2020-10-18 14:56:40,340 - mmaction - INFO - Epoch [79][660/792] lr: 3.750e-04, eta: 4:34:35, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9453, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.6511, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-18 14:56:40,754 - mmaction - INFO - Epoch [79][660/792] lr: 3.750e-04, eta: 4:34:37, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9453, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.6080, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-18 14:57:00,491 - mmaction - INFO - Epoch [79][680/792] lr: 3.750e-04, eta: 4:34:15, time: 0.509, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9448, loss_cls: 0.6420, loss: 0.6420, grad_norm: 4.4938, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-18 14:57:00,912 - mmaction - INFO - Epoch [79][680/792] lr: 3.750e-04, eta: 4:34:18, time: 0.509, data_time: 0.001, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9448, loss_cls: 0.6420, loss: 0.6420, grad_norm: 4.4948, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 14:57:20,318 - mmaction - INFO - Epoch [79][700/792] lr: 3.750e-04, eta: 4:33:55, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9500, loss_cls: 0.6379, loss: 0.6379, grad_norm: 4.5905, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6079, loss/aux0: 0.6079 2020-10-18 14:57:20,765 - mmaction - INFO - Epoch [79][700/792] lr: 3.750e-04, eta: 4:33:58, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9500, loss_cls: 0.6379, loss: 0.6379, grad_norm: 4.5907, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-18 14:57:40,211 - mmaction - INFO - Epoch [79][720/792] lr: 3.750e-04, eta: 4:33:36, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9500, loss_cls: 0.6120, loss: 0.6120, grad_norm: 4.7053, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-18 14:57:40,632 - mmaction - INFO - Epoch [79][720/792] lr: 3.750e-04, eta: 4:33:39, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9500, loss_cls: 0.6120, loss: 0.6120, grad_norm: 4.6919, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 14:58:00,183 - mmaction - INFO - Epoch [79][740/792] lr: 3.750e-04, eta: 4:33:16, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9349, loss_cls: 0.7208, loss: 0.7208, grad_norm: 4.7657, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 14:58:00,621 - mmaction - INFO - Epoch [79][740/792] lr: 3.750e-04, eta: 4:33:19, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9349, loss_cls: 0.7208, loss: 0.7208, grad_norm: 4.7882, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 14:58:20,029 - mmaction - INFO - Epoch [79][760/792] lr: 3.750e-04, eta: 4:32:57, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9417, loss_cls: 0.6947, loss: 0.6947, grad_norm: 4.6972, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6165, loss/aux0: 0.6165 2020-10-18 14:58:20,431 - mmaction - INFO - Epoch [79][760/792] lr: 3.750e-04, eta: 4:32:59, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9417, loss_cls: 0.6947, loss: 0.6947, grad_norm: 4.7003, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 14:58:39,884 - mmaction - INFO - Epoch [79][780/792] lr: 3.750e-04, eta: 4:32:37, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.6156, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6211, loss/aux0: 0.6211 2020-10-18 14:58:40,301 - mmaction - INFO - Epoch [79][780/792] lr: 3.750e-04, eta: 4:32:40, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.6121, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 14:58:53,188 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-10-18 15:01:45,419 - mmaction - INFO - Epoch [80][20/792] lr: 3.750e-04, eta: 4:32:03, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9578, loss_cls: 0.6089, loss: 0.6089, grad_norm: 4.6555, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 15:01:45,828 - mmaction - INFO - Epoch [80][20/792] lr: 3.750e-04, eta: 4:32:05, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9578, loss_cls: 0.6089, loss: 0.6089, grad_norm: 4.6371, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-18 15:02:05,134 - mmaction - INFO - Epoch [80][40/792] lr: 3.750e-04, eta: 4:31:43, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9464, loss_cls: 0.6297, loss: 0.6297, grad_norm: 4.4995, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9449, loss_cls/aux0: 0.6229, loss/aux0: 0.6229 2020-10-18 15:02:05,542 - mmaction - INFO - Epoch [80][40/792] lr: 3.750e-04, eta: 4:31:46, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9464, loss_cls: 0.6297, loss: 0.6297, grad_norm: 4.4914, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-18 15:02:24,815 - mmaction - INFO - Epoch [80][60/792] lr: 3.750e-04, eta: 4:31:23, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9505, loss_cls: 0.6505, loss: 0.6505, grad_norm: 4.6405, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6199, loss/aux0: 0.6199 2020-10-18 15:02:25,231 - mmaction - INFO - Epoch [80][60/792] lr: 3.750e-04, eta: 4:31:26, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9505, loss_cls: 0.6505, loss: 0.6505, grad_norm: 4.6075, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-18 15:02:44,642 - mmaction - INFO - Epoch [80][80/792] lr: 3.750e-04, eta: 4:31:04, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9417, loss_cls: 0.6884, loss: 0.6884, grad_norm: 4.6799, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 15:02:45,043 - mmaction - INFO - Epoch [80][80/792] lr: 3.750e-04, eta: 4:31:06, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9417, loss_cls: 0.6884, loss: 0.6884, grad_norm: 4.6601, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-18 15:03:04,484 - mmaction - INFO - Epoch [80][100/792] lr: 3.750e-04, eta: 4:30:44, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9448, loss_cls: 0.6990, loss: 0.6990, grad_norm: 4.5505, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 15:03:04,888 - mmaction - INFO - Epoch [80][100/792] lr: 3.750e-04, eta: 4:30:47, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9448, loss_cls: 0.6990, loss: 0.6990, grad_norm: 4.5369, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 15:03:24,348 - mmaction - INFO - Epoch [80][120/792] lr: 3.750e-04, eta: 4:30:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9495, loss_cls: 0.6129, loss: 0.6129, grad_norm: 4.4998, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 15:03:24,750 - mmaction - INFO - Epoch [80][120/792] lr: 3.750e-04, eta: 4:30:27, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9495, loss_cls: 0.6129, loss: 0.6129, grad_norm: 4.5024, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 15:03:44,194 - mmaction - INFO - Epoch [80][140/792] lr: 3.750e-04, eta: 4:30:05, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9510, loss_cls: 0.6225, loss: 0.6225, grad_norm: 4.5512, top1_acc/aux0: 0.8478, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5640, loss/aux0: 0.5640 2020-10-18 15:03:44,616 - mmaction - INFO - Epoch [80][140/792] lr: 3.750e-04, eta: 4:30:07, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9510, loss_cls: 0.6225, loss: 0.6225, grad_norm: 4.5456, top1_acc/aux0: 0.8468, top5_acc/aux0: 0.9570, loss_cls/aux0: 0.5661, loss/aux0: 0.5661 2020-10-18 15:04:04,106 - mmaction - INFO - Epoch [80][160/792] lr: 3.750e-04, eta: 4:29:45, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9495, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.5589, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-18 15:04:04,518 - mmaction - INFO - Epoch [80][160/792] lr: 3.750e-04, eta: 4:29:48, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9495, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.5422, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5901, loss/aux0: 0.5901 2020-10-18 15:04:23,952 - mmaction - INFO - Epoch [80][180/792] lr: 3.750e-04, eta: 4:29:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9495, loss_cls: 0.6339, loss: 0.6339, grad_norm: 4.7380, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-18 15:04:24,361 - mmaction - INFO - Epoch [80][180/792] lr: 3.750e-04, eta: 4:29:28, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9495, loss_cls: 0.6339, loss: 0.6339, grad_norm: 4.6347, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 15:04:43,904 - mmaction - INFO - Epoch [80][200/792] lr: 3.750e-04, eta: 4:29:06, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9479, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.6150, top1_acc/aux0: 0.8295, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-18 15:04:44,322 - mmaction - INFO - Epoch [80][200/792] lr: 3.750e-04, eta: 4:29:09, time: 0.505, data_time: 0.001, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9479, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.6123, top1_acc/aux0: 0.8282, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-18 15:05:03,737 - mmaction - INFO - Epoch [80][220/792] lr: 3.750e-04, eta: 4:28:47, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9490, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.7135, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-18 15:05:04,142 - mmaction - INFO - Epoch [80][220/792] lr: 3.750e-04, eta: 4:28:49, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9490, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.7216, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-18 15:05:23,639 - mmaction - INFO - Epoch [80][240/792] lr: 3.750e-04, eta: 4:28:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9490, loss_cls: 0.6393, loss: 0.6393, grad_norm: 4.5213, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9538, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-18 15:05:24,055 - mmaction - INFO - Epoch [80][240/792] lr: 3.750e-04, eta: 4:28:30, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9490, loss_cls: 0.6393, loss: 0.6393, grad_norm: 4.5157, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9544, loss_cls/aux0: 0.5803, loss/aux0: 0.5803 2020-10-18 15:05:43,546 - mmaction - INFO - Epoch [80][260/792] lr: 3.750e-04, eta: 4:28:07, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.6655, loss: 0.6655, grad_norm: 4.5777, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-18 15:05:43,954 - mmaction - INFO - Epoch [80][260/792] lr: 3.750e-04, eta: 4:28:10, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.6655, loss: 0.6655, grad_norm: 4.5734, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-18 15:06:03,358 - mmaction - INFO - Epoch [80][280/792] lr: 3.750e-04, eta: 4:27:48, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9469, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.6128, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-18 15:06:03,787 - mmaction - INFO - Epoch [80][280/792] lr: 3.750e-04, eta: 4:27:50, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9469, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.6097, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 15:06:23,304 - mmaction - INFO - Epoch [80][300/792] lr: 3.750e-04, eta: 4:27:28, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9505, loss_cls: 0.6316, loss: 0.6316, grad_norm: 4.6220, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5931, loss/aux0: 0.5931 2020-10-18 15:06:23,785 - mmaction - INFO - Epoch [80][300/792] lr: 3.750e-04, eta: 4:27:31, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9505, loss_cls: 0.6316, loss: 0.6316, grad_norm: 4.6438, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5908, loss/aux0: 0.5908 2020-10-18 15:06:43,244 - mmaction - INFO - Epoch [80][320/792] lr: 3.750e-04, eta: 4:27:09, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9312, loss_cls: 0.7043, loss: 0.7043, grad_norm: 4.7033, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 15:06:43,807 - mmaction - INFO - Epoch [80][320/792] lr: 3.750e-04, eta: 4:27:11, time: 0.507, data_time: 0.009, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9312, loss_cls: 0.7043, loss: 0.7043, grad_norm: 4.7122, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6136, loss/aux0: 0.6136 2020-10-18 15:07:03,483 - mmaction - INFO - Epoch [80][340/792] lr: 3.750e-04, eta: 4:26:49, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9443, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.4899, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-18 15:07:03,890 - mmaction - INFO - Epoch [80][340/792] lr: 3.750e-04, eta: 4:26:52, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9443, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.5241, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 15:07:23,351 - mmaction - INFO - Epoch [80][360/792] lr: 3.750e-04, eta: 4:26:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9469, loss_cls: 0.6340, loss: 0.6340, grad_norm: 4.3306, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9544, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-18 15:07:23,771 - mmaction - INFO - Epoch [80][360/792] lr: 3.750e-04, eta: 4:26:32, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9469, loss_cls: 0.6340, loss: 0.6340, grad_norm: 4.3678, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5859, loss/aux0: 0.5859 2020-10-18 15:07:43,293 - mmaction - INFO - Epoch [80][380/792] lr: 3.750e-04, eta: 4:26:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9510, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.5186, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6016, loss/aux0: 0.6016 2020-10-18 15:07:43,712 - mmaction - INFO - Epoch [80][380/792] lr: 3.750e-04, eta: 4:26:12, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9510, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.4971, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6009, loss/aux0: 0.6009 2020-10-18 15:08:03,050 - mmaction - INFO - Epoch [80][400/792] lr: 3.750e-04, eta: 4:25:50, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9443, loss_cls: 0.6740, loss: 0.6740, grad_norm: 4.5828, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 15:08:03,465 - mmaction - INFO - Epoch [80][400/792] lr: 3.750e-04, eta: 4:25:53, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9443, loss_cls: 0.6740, loss: 0.6740, grad_norm: 4.5653, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-18 15:08:23,039 - mmaction - INFO - Epoch [80][420/792] lr: 3.750e-04, eta: 4:25:31, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9401, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.6977, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-18 15:08:23,464 - mmaction - INFO - Epoch [80][420/792] lr: 3.750e-04, eta: 4:25:33, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9401, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.6997, top1_acc/aux0: 0.8472, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5823, loss/aux0: 0.5823 2020-10-18 15:08:42,967 - mmaction - INFO - Epoch [80][440/792] lr: 3.750e-04, eta: 4:25:11, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9484, loss_cls: 0.6396, loss: 0.6396, grad_norm: 4.5538, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-18 15:08:43,393 - mmaction - INFO - Epoch [80][440/792] lr: 3.750e-04, eta: 4:25:14, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9484, loss_cls: 0.6396, loss: 0.6396, grad_norm: 4.5553, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-18 15:09:02,852 - mmaction - INFO - Epoch [80][460/792] lr: 3.750e-04, eta: 4:24:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9339, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.6580, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6168, loss/aux0: 0.6168 2020-10-18 15:09:03,296 - mmaction - INFO - Epoch [80][460/792] lr: 3.750e-04, eta: 4:24:54, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9339, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.6620, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-18 15:09:22,739 - mmaction - INFO - Epoch [80][480/792] lr: 3.750e-04, eta: 4:24:32, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9443, loss_cls: 0.6565, loss: 0.6565, grad_norm: 4.6030, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.6023, loss/aux0: 0.6023 2020-10-18 15:09:23,168 - mmaction - INFO - Epoch [80][480/792] lr: 3.750e-04, eta: 4:24:34, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9443, loss_cls: 0.6565, loss: 0.6565, grad_norm: 4.5923, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 15:09:42,763 - mmaction - INFO - Epoch [80][500/792] lr: 3.750e-04, eta: 4:24:12, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9490, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.5719, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 15:09:43,178 - mmaction - INFO - Epoch [80][500/792] lr: 3.750e-04, eta: 4:24:15, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9490, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.5189, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-18 15:10:02,656 - mmaction - INFO - Epoch [80][520/792] lr: 3.750e-04, eta: 4:23:53, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9521, loss_cls: 0.6590, loss: 0.6590, grad_norm: 4.6323, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-18 15:10:03,061 - mmaction - INFO - Epoch [80][520/792] lr: 3.750e-04, eta: 4:23:55, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9521, loss_cls: 0.6590, loss: 0.6590, grad_norm: 4.6479, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-18 15:10:22,554 - mmaction - INFO - Epoch [80][540/792] lr: 3.750e-04, eta: 4:23:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9484, loss_cls: 0.6528, loss: 0.6528, grad_norm: 4.7168, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 15:10:22,971 - mmaction - INFO - Epoch [80][540/792] lr: 3.750e-04, eta: 4:23:36, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9484, loss_cls: 0.6528, loss: 0.6528, grad_norm: 4.7140, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-18 15:10:42,398 - mmaction - INFO - Epoch [80][560/792] lr: 3.750e-04, eta: 4:23:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.7008, loss: 0.7008, grad_norm: 4.6881, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6223, loss/aux0: 0.6223 2020-10-18 15:10:42,801 - mmaction - INFO - Epoch [80][560/792] lr: 3.750e-04, eta: 4:23:16, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.7008, loss: 0.7008, grad_norm: 4.7488, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6286, loss/aux0: 0.6286 2020-10-18 15:11:02,266 - mmaction - INFO - Epoch [80][580/792] lr: 3.750e-04, eta: 4:22:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9417, loss_cls: 0.6492, loss: 0.6492, grad_norm: 4.6352, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6108, loss/aux0: 0.6108 2020-10-18 15:11:02,691 - mmaction - INFO - Epoch [80][580/792] lr: 3.750e-04, eta: 4:22:56, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9417, loss_cls: 0.6492, loss: 0.6492, grad_norm: 4.6767, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6136, loss/aux0: 0.6136 2020-10-18 15:11:22,178 - mmaction - INFO - Epoch [80][600/792] lr: 3.750e-04, eta: 4:22:34, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9448, loss_cls: 0.6601, loss: 0.6601, grad_norm: 4.6700, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6044, loss/aux0: 0.6044 2020-10-18 15:11:22,620 - mmaction - INFO - Epoch [80][600/792] lr: 3.750e-04, eta: 4:22:37, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9448, loss_cls: 0.6601, loss: 0.6601, grad_norm: 4.6817, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6034, loss/aux0: 0.6034 2020-10-18 15:11:42,142 - mmaction - INFO - Epoch [80][620/792] lr: 3.750e-04, eta: 4:22:15, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9437, loss_cls: 0.6975, loss: 0.6975, grad_norm: 4.8199, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-18 15:11:42,623 - mmaction - INFO - Epoch [80][620/792] lr: 3.750e-04, eta: 4:22:17, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9437, loss_cls: 0.6975, loss: 0.6975, grad_norm: 4.8290, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 15:12:02,006 - mmaction - INFO - Epoch [80][640/792] lr: 3.750e-04, eta: 4:21:55, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9354, loss_cls: 0.7002, loss: 0.7002, grad_norm: 4.6296, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9543, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-18 15:12:02,424 - mmaction - INFO - Epoch [80][640/792] lr: 3.750e-04, eta: 4:21:58, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9354, loss_cls: 0.7002, loss: 0.7002, grad_norm: 4.5787, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9548, loss_cls/aux0: 0.5964, loss/aux0: 0.5964 2020-10-18 15:12:21,967 - mmaction - INFO - Epoch [80][660/792] lr: 3.750e-04, eta: 4:21:36, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9526, loss_cls: 0.6734, loss: 0.6734, grad_norm: 4.6184, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-18 15:12:22,379 - mmaction - INFO - Epoch [80][660/792] lr: 3.750e-04, eta: 4:21:38, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9526, loss_cls: 0.6734, loss: 0.6734, grad_norm: 4.6785, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-18 15:12:41,944 - mmaction - INFO - Epoch [80][680/792] lr: 3.750e-04, eta: 4:21:16, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9531, loss_cls: 0.5994, loss: 0.5994, grad_norm: 4.6549, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-18 15:12:42,380 - mmaction - INFO - Epoch [80][680/792] lr: 3.750e-04, eta: 4:21:19, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9531, loss_cls: 0.5994, loss: 0.5994, grad_norm: 4.6571, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-18 15:13:01,802 - mmaction - INFO - Epoch [80][700/792] lr: 3.750e-04, eta: 4:20:56, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9323, loss_cls: 0.7208, loss: 0.7208, grad_norm: 4.5625, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 15:13:02,212 - mmaction - INFO - Epoch [80][700/792] lr: 3.750e-04, eta: 4:20:59, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9323, loss_cls: 0.7208, loss: 0.7208, grad_norm: 4.5905, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-18 15:13:21,709 - mmaction - INFO - Epoch [80][720/792] lr: 3.750e-04, eta: 4:20:37, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9422, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.4394, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-18 15:13:22,145 - mmaction - INFO - Epoch [80][720/792] lr: 3.750e-04, eta: 4:20:39, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9422, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.4043, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-18 15:13:41,535 - mmaction - INFO - Epoch [80][740/792] lr: 3.750e-04, eta: 4:20:17, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9406, loss_cls: 0.6678, loss: 0.6678, grad_norm: 4.5992, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 15:13:41,967 - mmaction - INFO - Epoch [80][740/792] lr: 3.750e-04, eta: 4:20:20, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9406, loss_cls: 0.6678, loss: 0.6678, grad_norm: 4.5934, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-18 15:14:01,393 - mmaction - INFO - Epoch [80][760/792] lr: 3.750e-04, eta: 4:19:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9500, loss_cls: 0.6404, loss: 0.6404, grad_norm: 4.5389, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-18 15:14:01,820 - mmaction - INFO - Epoch [80][760/792] lr: 3.750e-04, eta: 4:20:00, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9500, loss_cls: 0.6404, loss: 0.6404, grad_norm: 4.5333, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5877, loss/aux0: 0.5877 2020-10-18 15:14:21,418 - mmaction - INFO - Epoch [80][780/792] lr: 3.750e-04, eta: 4:19:38, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9354, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.6488, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 15:14:21,836 - mmaction - INFO - Epoch [80][780/792] lr: 3.750e-04, eta: 4:19:41, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9354, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.6141, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5938, loss/aux0: 0.5938 2020-10-18 15:14:35,394 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-18 15:15:54,223 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 15:15:54,330 - mmaction - INFO - top1_acc 0.7821 top5_acc 0.9363 2020-10-18 15:15:54,330 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 15:15:54,368 - mmaction - INFO - mean_acc 0.7824 2020-10-18 15:15:54,370 - mmaction - INFO - Epoch(val) [80][792] top1_acc: 0.7821, top5_acc: 0.9363, mean_class_accuracy: 0.7824 2020-10-18 15:18:30,228 - mmaction - INFO - Epoch [81][20/792] lr: 3.750e-05, eta: 4:19:04, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9417, loss_cls: 0.6440, loss: 0.6440, grad_norm: 4.4424, top1_acc/aux0: 0.8467, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5822, loss/aux0: 0.5822 2020-10-18 15:18:30,654 - mmaction - INFO - Epoch [81][20/792] lr: 3.750e-05, eta: 4:19:06, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9417, loss_cls: 0.6440, loss: 0.6440, grad_norm: 4.4515, top1_acc/aux0: 0.8460, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5839, loss/aux0: 0.5839 2020-10-18 15:18:50,030 - mmaction - INFO - Epoch [81][40/792] lr: 3.750e-05, eta: 4:18:44, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9542, loss_cls: 0.6326, loss: 0.6326, grad_norm: 4.5930, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6292, loss/aux0: 0.6292 2020-10-18 15:18:50,446 - mmaction - INFO - Epoch [81][40/792] lr: 3.750e-05, eta: 4:18:47, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9542, loss_cls: 0.6326, loss: 0.6326, grad_norm: 4.5414, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-18 15:19:10,128 - mmaction - INFO - Epoch [81][60/792] lr: 3.750e-05, eta: 4:18:25, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9490, loss_cls: 0.6538, loss: 0.6538, grad_norm: 4.5802, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-18 15:19:10,555 - mmaction - INFO - Epoch [81][60/792] lr: 3.750e-05, eta: 4:18:27, time: 0.506, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9490, loss_cls: 0.6538, loss: 0.6538, grad_norm: 4.5909, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6089, loss/aux0: 0.6089 2020-10-18 15:19:30,064 - mmaction - INFO - Epoch [81][80/792] lr: 3.750e-05, eta: 4:18:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9557, loss_cls: 0.5855, loss: 0.5855, grad_norm: 4.5381, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 15:19:30,489 - mmaction - INFO - Epoch [81][80/792] lr: 3.750e-05, eta: 4:18:07, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9557, loss_cls: 0.5855, loss: 0.5855, grad_norm: 4.6008, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-18 15:19:49,952 - mmaction - INFO - Epoch [81][100/792] lr: 3.750e-05, eta: 4:17:45, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9500, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.6077, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-18 15:19:50,357 - mmaction - INFO - Epoch [81][100/792] lr: 3.750e-05, eta: 4:17:48, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9500, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.5951, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5907, loss/aux0: 0.5907 2020-10-18 15:20:09,811 - mmaction - INFO - Epoch [81][120/792] lr: 3.750e-05, eta: 4:17:26, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9500, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.5967, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-18 15:20:10,228 - mmaction - INFO - Epoch [81][120/792] lr: 3.750e-05, eta: 4:17:28, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9500, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.6142, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-18 15:20:29,693 - mmaction - INFO - Epoch [81][140/792] lr: 3.750e-05, eta: 4:17:06, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9458, loss_cls: 0.6239, loss: 0.6239, grad_norm: 4.5857, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 15:20:30,111 - mmaction - INFO - Epoch [81][140/792] lr: 3.750e-05, eta: 4:17:09, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9458, loss_cls: 0.6239, loss: 0.6239, grad_norm: 4.5301, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6126, loss/aux0: 0.6126 2020-10-18 15:20:49,518 - mmaction - INFO - Epoch [81][160/792] lr: 3.750e-05, eta: 4:16:47, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9458, loss_cls: 0.6527, loss: 0.6527, grad_norm: 4.6299, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5917, loss/aux0: 0.5917 2020-10-18 15:20:49,941 - mmaction - INFO - Epoch [81][160/792] lr: 3.750e-05, eta: 4:16:49, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9458, loss_cls: 0.6527, loss: 0.6527, grad_norm: 4.6340, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-18 15:21:09,498 - mmaction - INFO - Epoch [81][180/792] lr: 3.750e-05, eta: 4:16:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9448, loss_cls: 0.6579, loss: 0.6579, grad_norm: 4.7237, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-18 15:21:09,919 - mmaction - INFO - Epoch [81][180/792] lr: 3.750e-05, eta: 4:16:29, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9448, loss_cls: 0.6579, loss: 0.6579, grad_norm: 4.7072, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-18 15:21:29,441 - mmaction - INFO - Epoch [81][200/792] lr: 3.750e-05, eta: 4:16:07, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9490, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.6758, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 15:21:29,851 - mmaction - INFO - Epoch [81][200/792] lr: 3.750e-05, eta: 4:16:10, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9490, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.6510, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 15:21:49,352 - mmaction - INFO - Epoch [81][220/792] lr: 3.750e-05, eta: 4:15:48, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9547, loss_cls: 0.6246, loss: 0.6246, grad_norm: 4.7138, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6253, loss/aux0: 0.6253 2020-10-18 15:21:49,776 - mmaction - INFO - Epoch [81][220/792] lr: 3.750e-05, eta: 4:15:50, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9547, loss_cls: 0.6246, loss: 0.6246, grad_norm: 4.7267, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6252, loss/aux0: 0.6252 2020-10-18 15:22:09,260 - mmaction - INFO - Epoch [81][240/792] lr: 3.750e-05, eta: 4:15:28, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9453, loss_cls: 0.6535, loss: 0.6535, grad_norm: 4.5237, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5884, loss/aux0: 0.5884 2020-10-18 15:22:09,676 - mmaction - INFO - Epoch [81][240/792] lr: 3.750e-05, eta: 4:15:31, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9453, loss_cls: 0.6535, loss: 0.6535, grad_norm: 4.5542, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-18 15:22:29,174 - mmaction - INFO - Epoch [81][260/792] lr: 3.750e-05, eta: 4:15:09, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6628, loss: 0.6628, grad_norm: 4.6132, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 15:22:29,595 - mmaction - INFO - Epoch [81][260/792] lr: 3.750e-05, eta: 4:15:11, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6628, loss: 0.6628, grad_norm: 4.6560, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-18 15:22:49,104 - mmaction - INFO - Epoch [81][280/792] lr: 3.750e-05, eta: 4:14:49, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9458, loss_cls: 0.6541, loss: 0.6541, grad_norm: 4.7107, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 15:22:49,519 - mmaction - INFO - Epoch [81][280/792] lr: 3.750e-05, eta: 4:14:52, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9458, loss_cls: 0.6541, loss: 0.6541, grad_norm: 4.7346, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6031, loss/aux0: 0.6031 2020-10-18 15:23:09,021 - mmaction - INFO - Epoch [81][300/792] lr: 3.750e-05, eta: 4:14:30, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9510, loss_cls: 0.6229, loss: 0.6229, grad_norm: 4.6955, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 15:23:09,443 - mmaction - INFO - Epoch [81][300/792] lr: 3.750e-05, eta: 4:14:32, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9510, loss_cls: 0.6229, loss: 0.6229, grad_norm: 4.6838, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-18 15:23:29,008 - mmaction - INFO - Epoch [81][320/792] lr: 3.750e-05, eta: 4:14:10, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9531, loss_cls: 0.6175, loss: 0.6175, grad_norm: 4.6430, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-18 15:23:29,413 - mmaction - INFO - Epoch [81][320/792] lr: 3.750e-05, eta: 4:14:12, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9531, loss_cls: 0.6175, loss: 0.6175, grad_norm: 4.6684, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 15:23:48,911 - mmaction - INFO - Epoch [81][340/792] lr: 3.750e-05, eta: 4:13:50, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9422, loss_cls: 0.6718, loss: 0.6718, grad_norm: 4.6751, top1_acc/aux0: 0.8275, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6427, loss/aux0: 0.6427 2020-10-18 15:23:49,333 - mmaction - INFO - Epoch [81][340/792] lr: 3.750e-05, eta: 4:13:53, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9422, loss_cls: 0.6718, loss: 0.6718, grad_norm: 4.6443, top1_acc/aux0: 0.8288, top5_acc/aux0: 0.9457, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-18 15:24:08,839 - mmaction - INFO - Epoch [81][360/792] lr: 3.750e-05, eta: 4:13:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9438, loss_cls: 0.6285, loss: 0.6285, grad_norm: 4.5422, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 15:24:09,279 - mmaction - INFO - Epoch [81][360/792] lr: 3.750e-05, eta: 4:13:33, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9438, loss_cls: 0.6285, loss: 0.6285, grad_norm: 4.5294, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6118, loss/aux0: 0.6118 2020-10-18 15:24:28,885 - mmaction - INFO - Epoch [81][380/792] lr: 3.750e-05, eta: 4:13:11, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9563, loss_cls: 0.6054, loss: 0.6054, grad_norm: 4.6325, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-18 15:24:29,311 - mmaction - INFO - Epoch [81][380/792] lr: 3.750e-05, eta: 4:13:14, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9563, loss_cls: 0.6054, loss: 0.6054, grad_norm: 4.6620, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-18 15:24:48,860 - mmaction - INFO - Epoch [81][400/792] lr: 3.750e-05, eta: 4:12:52, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9526, loss_cls: 0.6350, loss: 0.6350, grad_norm: 4.5726, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5944, loss/aux0: 0.5944 2020-10-18 15:24:49,276 - mmaction - INFO - Epoch [81][400/792] lr: 3.750e-05, eta: 4:12:54, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9526, loss_cls: 0.6350, loss: 0.6350, grad_norm: 4.5390, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-18 15:25:08,749 - mmaction - INFO - Epoch [81][420/792] lr: 3.750e-05, eta: 4:12:32, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8630, top5_acc: 0.9599, loss_cls: 0.5469, loss: 0.5469, grad_norm: 4.4984, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6211, loss/aux0: 0.6211 2020-10-18 15:25:09,171 - mmaction - INFO - Epoch [81][420/792] lr: 3.750e-05, eta: 4:12:34, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8630, top5_acc: 0.9599, loss_cls: 0.5469, loss: 0.5469, grad_norm: 4.4930, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-18 15:25:28,721 - mmaction - INFO - Epoch [81][440/792] lr: 3.750e-05, eta: 4:12:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9422, loss_cls: 0.6654, loss: 0.6654, grad_norm: 4.7071, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6216, loss/aux0: 0.6216 2020-10-18 15:25:29,136 - mmaction - INFO - Epoch [81][440/792] lr: 3.750e-05, eta: 4:12:15, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9422, loss_cls: 0.6654, loss: 0.6654, grad_norm: 4.6699, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 15:25:48,646 - mmaction - INFO - Epoch [81][460/792] lr: 3.750e-05, eta: 4:11:53, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6343, loss: 0.6343, grad_norm: 4.6729, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-18 15:25:49,061 - mmaction - INFO - Epoch [81][460/792] lr: 3.750e-05, eta: 4:11:55, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6343, loss: 0.6343, grad_norm: 4.6811, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6292, loss/aux0: 0.6292 2020-10-18 15:26:08,542 - mmaction - INFO - Epoch [81][480/792] lr: 3.750e-05, eta: 4:11:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9505, loss_cls: 0.6133, loss: 0.6133, grad_norm: 4.4737, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 15:26:08,960 - mmaction - INFO - Epoch [81][480/792] lr: 3.750e-05, eta: 4:11:36, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9505, loss_cls: 0.6133, loss: 0.6133, grad_norm: 4.5009, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 15:26:28,451 - mmaction - INFO - Epoch [81][500/792] lr: 3.750e-05, eta: 4:11:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9307, loss_cls: 0.7237, loss: 0.7237, grad_norm: 4.5404, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-18 15:26:28,864 - mmaction - INFO - Epoch [81][500/792] lr: 3.750e-05, eta: 4:11:16, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9307, loss_cls: 0.7237, loss: 0.7237, grad_norm: 4.5538, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-18 15:26:48,433 - mmaction - INFO - Epoch [81][520/792] lr: 3.750e-05, eta: 4:10:54, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.6227, loss: 0.6227, grad_norm: 4.5601, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5939, loss/aux0: 0.5939 2020-10-18 15:26:48,844 - mmaction - INFO - Epoch [81][520/792] lr: 3.750e-05, eta: 4:10:56, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.6227, loss: 0.6227, grad_norm: 4.5426, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-18 15:27:08,312 - mmaction - INFO - Epoch [81][540/792] lr: 3.750e-05, eta: 4:10:34, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9464, loss_cls: 0.6046, loss: 0.6046, grad_norm: 4.5239, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 15:27:08,749 - mmaction - INFO - Epoch [81][540/792] lr: 3.750e-05, eta: 4:10:37, time: 0.502, data_time: 0.005, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9464, loss_cls: 0.6046, loss: 0.6046, grad_norm: 4.4817, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-18 15:27:28,426 - mmaction - INFO - Epoch [81][560/792] lr: 3.750e-05, eta: 4:10:15, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9437, loss_cls: 0.6448, loss: 0.6448, grad_norm: 4.5665, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-18 15:27:28,849 - mmaction - INFO - Epoch [81][560/792] lr: 3.750e-05, eta: 4:10:17, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9437, loss_cls: 0.6448, loss: 0.6448, grad_norm: 4.5646, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-18 15:27:48,292 - mmaction - INFO - Epoch [81][580/792] lr: 3.750e-05, eta: 4:09:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9490, loss_cls: 0.6344, loss: 0.6344, grad_norm: 4.5776, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9543, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-18 15:27:48,707 - mmaction - INFO - Epoch [81][580/792] lr: 3.750e-05, eta: 4:09:58, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9490, loss_cls: 0.6344, loss: 0.6344, grad_norm: 4.5591, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9538, loss_cls/aux0: 0.5903, loss/aux0: 0.5903 2020-10-18 15:28:08,275 - mmaction - INFO - Epoch [81][600/792] lr: 3.750e-05, eta: 4:09:36, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9406, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.5614, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9543, loss_cls/aux0: 0.5748, loss/aux0: 0.5748 2020-10-18 15:28:08,708 - mmaction - INFO - Epoch [81][600/792] lr: 3.750e-05, eta: 4:09:38, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9406, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.5975, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9546, loss_cls/aux0: 0.5749, loss/aux0: 0.5749 2020-10-18 15:28:28,254 - mmaction - INFO - Epoch [81][620/792] lr: 3.750e-05, eta: 4:09:16, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9437, loss_cls: 0.6605, loss: 0.6605, grad_norm: 4.5746, top1_acc/aux0: 0.8471, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-18 15:28:28,718 - mmaction - INFO - Epoch [81][620/792] lr: 3.750e-05, eta: 4:09:19, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9437, loss_cls: 0.6605, loss: 0.6605, grad_norm: 4.6387, top1_acc/aux0: 0.8461, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-18 15:28:48,153 - mmaction - INFO - Epoch [81][640/792] lr: 3.750e-05, eta: 4:08:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9474, loss_cls: 0.6401, loss: 0.6401, grad_norm: 4.8233, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 15:28:48,639 - mmaction - INFO - Epoch [81][640/792] lr: 3.750e-05, eta: 4:08:59, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9474, loss_cls: 0.6401, loss: 0.6401, grad_norm: 4.7752, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 15:29:08,111 - mmaction - INFO - Epoch [81][660/792] lr: 3.750e-05, eta: 4:08:37, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9510, loss_cls: 0.6375, loss: 0.6375, grad_norm: 4.6062, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-18 15:29:08,537 - mmaction - INFO - Epoch [81][660/792] lr: 3.750e-05, eta: 4:08:39, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9510, loss_cls: 0.6375, loss: 0.6375, grad_norm: 4.5650, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5932, loss/aux0: 0.5932 2020-10-18 15:29:28,026 - mmaction - INFO - Epoch [81][680/792] lr: 3.750e-05, eta: 4:08:17, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9411, loss_cls: 0.6624, loss: 0.6624, grad_norm: 4.5924, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5968, loss/aux0: 0.5968 2020-10-18 15:29:28,448 - mmaction - INFO - Epoch [81][680/792] lr: 3.750e-05, eta: 4:08:20, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9411, loss_cls: 0.6624, loss: 0.6624, grad_norm: 4.5999, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 15:29:47,893 - mmaction - INFO - Epoch [81][700/792] lr: 3.750e-05, eta: 4:07:58, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9453, loss_cls: 0.6754, loss: 0.6754, grad_norm: 4.6020, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9559, loss_cls/aux0: 0.5782, loss/aux0: 0.5782 2020-10-18 15:29:48,315 - mmaction - INFO - Epoch [81][700/792] lr: 3.750e-05, eta: 4:08:00, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9453, loss_cls: 0.6754, loss: 0.6754, grad_norm: 4.5932, top1_acc/aux0: 0.8455, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5739, loss/aux0: 0.5739 2020-10-18 15:30:07,840 - mmaction - INFO - Epoch [81][720/792] lr: 3.750e-05, eta: 4:07:38, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9427, loss_cls: 0.6814, loss: 0.6814, grad_norm: 4.4915, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5728, loss/aux0: 0.5728 2020-10-18 15:30:08,257 - mmaction - INFO - Epoch [81][720/792] lr: 3.750e-05, eta: 4:07:41, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9427, loss_cls: 0.6814, loss: 0.6814, grad_norm: 4.5291, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5813, loss/aux0: 0.5813 2020-10-18 15:30:27,605 - mmaction - INFO - Epoch [81][740/792] lr: 3.750e-05, eta: 4:07:19, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9422, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.5672, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-18 15:30:28,024 - mmaction - INFO - Epoch [81][740/792] lr: 3.750e-05, eta: 4:07:21, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9422, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.5789, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 15:30:47,468 - mmaction - INFO - Epoch [81][760/792] lr: 3.750e-05, eta: 4:06:59, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9495, loss_cls: 0.6026, loss: 0.6026, grad_norm: 4.6069, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-18 15:30:47,873 - mmaction - INFO - Epoch [81][760/792] lr: 3.750e-05, eta: 4:07:01, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9495, loss_cls: 0.6026, loss: 0.6026, grad_norm: 4.6395, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-18 15:31:07,370 - mmaction - INFO - Epoch [81][780/792] lr: 3.750e-05, eta: 4:06:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9417, loss_cls: 0.6592, loss: 0.6592, grad_norm: 4.6909, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 15:31:07,786 - mmaction - INFO - Epoch [81][780/792] lr: 3.750e-05, eta: 4:06:42, time: 0.494, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9417, loss_cls: 0.6592, loss: 0.6592, grad_norm: 4.6736, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6034, loss/aux0: 0.6034 2020-10-18 15:31:20,658 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-10-18 15:33:58,971 - mmaction - INFO - Epoch [82][20/792] lr: 3.750e-05, eta: 4:06:05, time: 0.489, data_time: 0.000, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9411, loss_cls: 0.6644, loss: 0.6644, grad_norm: 4.5800, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-18 15:33:59,395 - mmaction - INFO - Epoch [82][20/792] lr: 3.750e-05, eta: 4:06:07, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9411, loss_cls: 0.6644, loss: 0.6644, grad_norm: 4.6052, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-18 15:34:18,859 - mmaction - INFO - Epoch [82][40/792] lr: 3.750e-05, eta: 4:05:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9474, loss_cls: 0.6516, loss: 0.6516, grad_norm: 4.5899, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6123, loss/aux0: 0.6123 2020-10-18 15:34:19,258 - mmaction - INFO - Epoch [82][40/792] lr: 3.750e-05, eta: 4:05:48, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9474, loss_cls: 0.6516, loss: 0.6516, grad_norm: 4.5369, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-18 15:34:38,667 - mmaction - INFO - Epoch [82][60/792] lr: 3.750e-05, eta: 4:05:26, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9448, loss_cls: 0.6915, loss: 0.6915, grad_norm: 4.6437, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 15:34:39,082 - mmaction - INFO - Epoch [82][60/792] lr: 3.750e-05, eta: 4:05:28, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9448, loss_cls: 0.6915, loss: 0.6915, grad_norm: 4.7229, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 15:34:58,577 - mmaction - INFO - Epoch [82][80/792] lr: 3.750e-05, eta: 4:05:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9495, loss_cls: 0.6325, loss: 0.6325, grad_norm: 4.5864, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6118, loss/aux0: 0.6118 2020-10-18 15:34:59,001 - mmaction - INFO - Epoch [82][80/792] lr: 3.750e-05, eta: 4:05:09, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9495, loss_cls: 0.6325, loss: 0.6325, grad_norm: 4.6201, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 15:35:18,584 - mmaction - INFO - Epoch [82][100/792] lr: 3.750e-05, eta: 4:04:47, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9510, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.7709, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6156, loss/aux0: 0.6156 2020-10-18 15:35:18,993 - mmaction - INFO - Epoch [82][100/792] lr: 3.750e-05, eta: 4:04:49, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9510, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.7066, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 15:35:38,488 - mmaction - INFO - Epoch [82][120/792] lr: 3.750e-05, eta: 4:04:27, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9464, loss_cls: 0.6434, loss: 0.6434, grad_norm: 4.5168, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-18 15:35:38,915 - mmaction - INFO - Epoch [82][120/792] lr: 3.750e-05, eta: 4:04:30, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9464, loss_cls: 0.6434, loss: 0.6434, grad_norm: 4.5142, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5876, loss/aux0: 0.5876 2020-10-18 15:35:58,440 - mmaction - INFO - Epoch [82][140/792] lr: 3.750e-05, eta: 4:04:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9521, loss_cls: 0.6183, loss: 0.6183, grad_norm: 4.4942, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5938, loss/aux0: 0.5938 2020-10-18 15:35:58,875 - mmaction - INFO - Epoch [82][140/792] lr: 3.750e-05, eta: 4:04:10, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9521, loss_cls: 0.6183, loss: 0.6183, grad_norm: 4.5142, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-18 15:36:18,378 - mmaction - INFO - Epoch [82][160/792] lr: 3.750e-05, eta: 4:03:48, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9443, loss_cls: 0.6463, loss: 0.6463, grad_norm: 4.7392, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-18 15:36:18,787 - mmaction - INFO - Epoch [82][160/792] lr: 3.750e-05, eta: 4:03:50, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9443, loss_cls: 0.6463, loss: 0.6463, grad_norm: 4.7823, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6038, loss/aux0: 0.6038 2020-10-18 15:36:38,306 - mmaction - INFO - Epoch [82][180/792] lr: 3.750e-05, eta: 4:03:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9474, loss_cls: 0.6024, loss: 0.6024, grad_norm: 4.5109, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-18 15:36:38,708 - mmaction - INFO - Epoch [82][180/792] lr: 3.750e-05, eta: 4:03:31, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9474, loss_cls: 0.6024, loss: 0.6024, grad_norm: 4.5255, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6053, loss/aux0: 0.6053 2020-10-18 15:36:58,186 - mmaction - INFO - Epoch [82][200/792] lr: 3.750e-05, eta: 4:03:09, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9490, loss_cls: 0.6441, loss: 0.6441, grad_norm: 4.5077, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-18 15:36:58,590 - mmaction - INFO - Epoch [82][200/792] lr: 3.750e-05, eta: 4:03:11, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9490, loss_cls: 0.6441, loss: 0.6441, grad_norm: 4.5213, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9544, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-18 15:37:18,219 - mmaction - INFO - Epoch [82][220/792] lr: 3.750e-05, eta: 4:02:49, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9536, loss_cls: 0.5971, loss: 0.5971, grad_norm: 4.6532, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6123, loss/aux0: 0.6123 2020-10-18 15:37:18,635 - mmaction - INFO - Epoch [82][220/792] lr: 3.750e-05, eta: 4:02:52, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9536, loss_cls: 0.5971, loss: 0.5971, grad_norm: 4.6346, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-18 15:37:38,134 - mmaction - INFO - Epoch [82][240/792] lr: 3.750e-05, eta: 4:02:30, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9469, loss_cls: 0.6614, loss: 0.6614, grad_norm: 4.7063, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-18 15:37:38,560 - mmaction - INFO - Epoch [82][240/792] lr: 3.750e-05, eta: 4:02:32, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9469, loss_cls: 0.6614, loss: 0.6614, grad_norm: 4.7337, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5985, loss/aux0: 0.5985 2020-10-18 15:37:58,048 - mmaction - INFO - Epoch [82][260/792] lr: 3.750e-05, eta: 4:02:10, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9417, loss_cls: 0.6428, loss: 0.6428, grad_norm: 4.6660, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6126, loss/aux0: 0.6126 2020-10-18 15:37:58,475 - mmaction - INFO - Epoch [82][260/792] lr: 3.750e-05, eta: 4:02:12, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9417, loss_cls: 0.6428, loss: 0.6428, grad_norm: 4.6021, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-18 15:38:17,953 - mmaction - INFO - Epoch [82][280/792] lr: 3.750e-05, eta: 4:01:51, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9536, loss_cls: 0.6180, loss: 0.6180, grad_norm: 4.4840, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5879, loss/aux0: 0.5879 2020-10-18 15:38:18,358 - mmaction - INFO - Epoch [82][280/792] lr: 3.750e-05, eta: 4:01:53, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9536, loss_cls: 0.6180, loss: 0.6180, grad_norm: 4.4734, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5977, loss/aux0: 0.5977 2020-10-18 15:38:37,825 - mmaction - INFO - Epoch [82][300/792] lr: 3.750e-05, eta: 4:01:31, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9437, loss_cls: 0.6708, loss: 0.6708, grad_norm: 4.5149, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5945, loss/aux0: 0.5945 2020-10-18 15:38:38,235 - mmaction - INFO - Epoch [82][300/792] lr: 3.750e-05, eta: 4:01:33, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9437, loss_cls: 0.6708, loss: 0.6708, grad_norm: 4.5412, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5858, loss/aux0: 0.5858 2020-10-18 15:38:57,629 - mmaction - INFO - Epoch [82][320/792] lr: 3.750e-05, eta: 4:01:11, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9484, loss_cls: 0.6475, loss: 0.6475, grad_norm: 4.6025, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 15:38:58,040 - mmaction - INFO - Epoch [82][320/792] lr: 3.750e-05, eta: 4:01:14, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9484, loss_cls: 0.6475, loss: 0.6475, grad_norm: 4.6624, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-18 15:39:17,510 - mmaction - INFO - Epoch [82][340/792] lr: 3.750e-05, eta: 4:00:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9536, loss_cls: 0.6121, loss: 0.6121, grad_norm: 4.6588, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-18 15:39:17,932 - mmaction - INFO - Epoch [82][340/792] lr: 3.750e-05, eta: 4:00:54, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9536, loss_cls: 0.6121, loss: 0.6121, grad_norm: 4.7354, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-18 15:39:37,422 - mmaction - INFO - Epoch [82][360/792] lr: 3.750e-05, eta: 4:00:32, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9432, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.7153, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 15:39:37,839 - mmaction - INFO - Epoch [82][360/792] lr: 3.750e-05, eta: 4:00:34, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9432, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.7120, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-18 15:39:57,313 - mmaction - INFO - Epoch [82][380/792] lr: 3.750e-05, eta: 4:00:12, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9479, loss_cls: 0.6284, loss: 0.6284, grad_norm: 4.4739, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-18 15:39:57,738 - mmaction - INFO - Epoch [82][380/792] lr: 3.750e-05, eta: 4:00:15, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9479, loss_cls: 0.6284, loss: 0.6284, grad_norm: 4.4723, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-18 15:40:17,127 - mmaction - INFO - Epoch [82][400/792] lr: 3.750e-05, eta: 3:59:53, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9432, loss_cls: 0.6277, loss: 0.6277, grad_norm: 4.6199, top1_acc/aux0: 0.8476, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5851, loss/aux0: 0.5851 2020-10-18 15:40:17,550 - mmaction - INFO - Epoch [82][400/792] lr: 3.750e-05, eta: 3:59:55, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9432, loss_cls: 0.6277, loss: 0.6277, grad_norm: 4.5591, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.5838, loss/aux0: 0.5838 2020-10-18 15:40:37,133 - mmaction - INFO - Epoch [82][420/792] lr: 3.750e-05, eta: 3:59:33, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9542, loss_cls: 0.6137, loss: 0.6137, grad_norm: 4.5931, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6023, loss/aux0: 0.6023 2020-10-18 15:40:37,555 - mmaction - INFO - Epoch [82][420/792] lr: 3.750e-05, eta: 3:59:36, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9542, loss_cls: 0.6137, loss: 0.6137, grad_norm: 4.5513, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 15:40:57,012 - mmaction - INFO - Epoch [82][440/792] lr: 3.750e-05, eta: 3:59:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6043, loss: 0.6043, grad_norm: 4.5921, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-18 15:40:57,431 - mmaction - INFO - Epoch [82][440/792] lr: 3.750e-05, eta: 3:59:16, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6043, loss: 0.6043, grad_norm: 4.6050, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 15:41:17,046 - mmaction - INFO - Epoch [82][460/792] lr: 3.750e-05, eta: 3:58:54, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9536, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.6164, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-18 15:41:17,482 - mmaction - INFO - Epoch [82][460/792] lr: 3.750e-05, eta: 3:58:56, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9536, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.6346, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-18 15:41:37,078 - mmaction - INFO - Epoch [82][480/792] lr: 3.750e-05, eta: 3:58:35, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9437, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.5872, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6158, loss/aux0: 0.6158 2020-10-18 15:41:37,495 - mmaction - INFO - Epoch [82][480/792] lr: 3.750e-05, eta: 3:58:37, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9437, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.5650, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 15:41:57,039 - mmaction - INFO - Epoch [82][500/792] lr: 3.750e-05, eta: 3:58:15, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9484, loss_cls: 0.6362, loss: 0.6362, grad_norm: 4.5065, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5918, loss/aux0: 0.5918 2020-10-18 15:41:57,455 - mmaction - INFO - Epoch [82][500/792] lr: 3.750e-05, eta: 3:58:17, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9484, loss_cls: 0.6362, loss: 0.6362, grad_norm: 4.5317, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-18 15:42:16,956 - mmaction - INFO - Epoch [82][520/792] lr: 3.750e-05, eta: 3:57:55, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9495, loss_cls: 0.5745, loss: 0.5745, grad_norm: 4.4442, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-18 15:42:17,398 - mmaction - INFO - Epoch [82][520/792] lr: 3.750e-05, eta: 3:57:58, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9495, loss_cls: 0.5745, loss: 0.5745, grad_norm: 4.5039, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-18 15:42:36,980 - mmaction - INFO - Epoch [82][540/792] lr: 3.750e-05, eta: 3:57:36, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9516, loss_cls: 0.6049, loss: 0.6049, grad_norm: 4.5036, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 15:42:37,409 - mmaction - INFO - Epoch [82][540/792] lr: 3.750e-05, eta: 3:57:38, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9516, loss_cls: 0.6049, loss: 0.6049, grad_norm: 4.5396, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-18 15:42:56,807 - mmaction - INFO - Epoch [82][560/792] lr: 3.750e-05, eta: 3:57:16, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9516, loss_cls: 0.5919, loss: 0.5919, grad_norm: 4.4516, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-18 15:42:57,233 - mmaction - INFO - Epoch [82][560/792] lr: 3.750e-05, eta: 3:57:18, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9516, loss_cls: 0.5919, loss: 0.5919, grad_norm: 4.4923, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-18 15:43:16,751 - mmaction - INFO - Epoch [82][580/792] lr: 3.750e-05, eta: 3:56:57, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9490, loss_cls: 0.6434, loss: 0.6434, grad_norm: 4.5146, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5977, loss/aux0: 0.5977 2020-10-18 15:43:17,171 - mmaction - INFO - Epoch [82][580/792] lr: 3.750e-05, eta: 3:56:59, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9490, loss_cls: 0.6434, loss: 0.6434, grad_norm: 4.5373, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-18 15:43:36,683 - mmaction - INFO - Epoch [82][600/792] lr: 3.750e-05, eta: 3:56:37, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9609, loss_cls: 0.5784, loss: 0.5784, grad_norm: 4.5437, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-18 15:43:37,094 - mmaction - INFO - Epoch [82][600/792] lr: 3.750e-05, eta: 3:56:39, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9609, loss_cls: 0.5784, loss: 0.5784, grad_norm: 4.5614, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-18 15:43:56,548 - mmaction - INFO - Epoch [82][620/792] lr: 3.750e-05, eta: 3:56:17, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9385, loss_cls: 0.6580, loss: 0.6580, grad_norm: 4.5540, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5918, loss/aux0: 0.5918 2020-10-18 15:43:56,962 - mmaction - INFO - Epoch [82][620/792] lr: 3.750e-05, eta: 3:56:20, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9385, loss_cls: 0.6580, loss: 0.6580, grad_norm: 4.5447, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5860, loss/aux0: 0.5860 2020-10-18 15:44:16,451 - mmaction - INFO - Epoch [82][640/792] lr: 3.750e-05, eta: 3:55:58, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9505, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.5946, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-18 15:44:16,865 - mmaction - INFO - Epoch [82][640/792] lr: 3.750e-05, eta: 3:56:00, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9505, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.6252, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 15:44:36,334 - mmaction - INFO - Epoch [82][660/792] lr: 3.750e-05, eta: 3:55:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9495, loss_cls: 0.6394, loss: 0.6394, grad_norm: 4.5902, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5781, loss/aux0: 0.5781 2020-10-18 15:44:36,756 - mmaction - INFO - Epoch [82][660/792] lr: 3.750e-05, eta: 3:55:40, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9495, loss_cls: 0.6394, loss: 0.6394, grad_norm: 4.5420, top1_acc/aux0: 0.8449, top5_acc/aux0: 0.9565, loss_cls/aux0: 0.5724, loss/aux0: 0.5724 2020-10-18 15:44:56,412 - mmaction - INFO - Epoch [82][680/792] lr: 3.750e-05, eta: 3:55:19, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9479, loss_cls: 0.6228, loss: 0.6228, grad_norm: 4.5716, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6026, loss/aux0: 0.6026 2020-10-18 15:44:56,816 - mmaction - INFO - Epoch [82][680/792] lr: 3.750e-05, eta: 3:55:21, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9479, loss_cls: 0.6228, loss: 0.6228, grad_norm: 4.5846, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-18 15:45:16,388 - mmaction - INFO - Epoch [82][700/792] lr: 3.750e-05, eta: 3:54:59, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9505, loss_cls: 0.6095, loss: 0.6095, grad_norm: 4.5812, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 15:45:16,793 - mmaction - INFO - Epoch [82][700/792] lr: 3.750e-05, eta: 3:55:01, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9505, loss_cls: 0.6095, loss: 0.6095, grad_norm: 4.5647, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6109, loss/aux0: 0.6109 2020-10-18 15:45:36,279 - mmaction - INFO - Epoch [82][720/792] lr: 3.750e-05, eta: 3:54:39, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9557, loss_cls: 0.5895, loss: 0.5895, grad_norm: 4.7171, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-18 15:45:36,689 - mmaction - INFO - Epoch [82][720/792] lr: 3.750e-05, eta: 3:54:42, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9557, loss_cls: 0.5895, loss: 0.5895, grad_norm: 4.6695, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6356, loss/aux0: 0.6356 2020-10-18 15:45:56,142 - mmaction - INFO - Epoch [82][740/792] lr: 3.750e-05, eta: 3:54:20, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9505, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.6874, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5998, loss/aux0: 0.5998 2020-10-18 15:45:56,572 - mmaction - INFO - Epoch [82][740/792] lr: 3.750e-05, eta: 3:54:22, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9505, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.6779, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 15:46:16,057 - mmaction - INFO - Epoch [82][760/792] lr: 3.750e-05, eta: 3:54:00, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9510, loss_cls: 0.6198, loss: 0.6198, grad_norm: 4.7372, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-18 15:46:16,465 - mmaction - INFO - Epoch [82][760/792] lr: 3.750e-05, eta: 3:54:02, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9510, loss_cls: 0.6198, loss: 0.6198, grad_norm: 4.7491, top1_acc/aux0: 0.8335, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6051, loss/aux0: 0.6051 2020-10-18 15:46:36,074 - mmaction - INFO - Epoch [82][780/792] lr: 3.750e-05, eta: 3:53:41, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9458, loss_cls: 0.6483, loss: 0.6483, grad_norm: 4.6686, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-18 15:46:36,473 - mmaction - INFO - Epoch [82][780/792] lr: 3.750e-05, eta: 3:53:43, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9458, loss_cls: 0.6483, loss: 0.6483, grad_norm: 4.6421, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-18 15:46:49,959 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-10-18 15:49:24,527 - mmaction - INFO - Epoch [83][20/792] lr: 3.750e-05, eta: 3:53:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9370, loss_cls: 0.6808, loss: 0.6808, grad_norm: 4.6266, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5927, loss/aux0: 0.5927 2020-10-18 15:49:24,936 - mmaction - INFO - Epoch [83][20/792] lr: 3.750e-05, eta: 3:53:09, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9370, loss_cls: 0.6808, loss: 0.6808, grad_norm: 4.6202, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-18 15:49:44,363 - mmaction - INFO - Epoch [83][40/792] lr: 3.750e-05, eta: 3:52:47, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9458, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.7392, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6136, loss/aux0: 0.6136 2020-10-18 15:49:44,777 - mmaction - INFO - Epoch [83][40/792] lr: 3.750e-05, eta: 3:52:49, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9458, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.6904, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6156, loss/aux0: 0.6156 2020-10-18 15:50:04,254 - mmaction - INFO - Epoch [83][60/792] lr: 3.750e-05, eta: 3:52:27, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9333, loss_cls: 0.6852, loss: 0.6852, grad_norm: 4.6091, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 15:50:04,657 - mmaction - INFO - Epoch [83][60/792] lr: 3.750e-05, eta: 3:52:30, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9333, loss_cls: 0.6852, loss: 0.6852, grad_norm: 4.6106, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6063, loss/aux0: 0.6063 2020-10-18 15:50:24,198 - mmaction - INFO - Epoch [83][80/792] lr: 3.750e-05, eta: 3:52:08, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9490, loss_cls: 0.6231, loss: 0.6231, grad_norm: 4.5723, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-18 15:50:24,620 - mmaction - INFO - Epoch [83][80/792] lr: 3.750e-05, eta: 3:52:10, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9490, loss_cls: 0.6231, loss: 0.6231, grad_norm: 4.6030, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-18 15:50:44,046 - mmaction - INFO - Epoch [83][100/792] lr: 3.750e-05, eta: 3:51:48, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9536, loss_cls: 0.6083, loss: 0.6083, grad_norm: 4.6662, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 15:50:44,463 - mmaction - INFO - Epoch [83][100/792] lr: 3.750e-05, eta: 3:51:50, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9536, loss_cls: 0.6083, loss: 0.6083, grad_norm: 4.6587, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-18 15:51:03,995 - mmaction - INFO - Epoch [83][120/792] lr: 3.750e-05, eta: 3:51:29, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9510, loss_cls: 0.5943, loss: 0.5943, grad_norm: 4.4597, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5868, loss/aux0: 0.5868 2020-10-18 15:51:04,404 - mmaction - INFO - Epoch [83][120/792] lr: 3.750e-05, eta: 3:51:31, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9510, loss_cls: 0.5943, loss: 0.5943, grad_norm: 4.4501, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5869, loss/aux0: 0.5869 2020-10-18 15:51:23,905 - mmaction - INFO - Epoch [83][140/792] lr: 3.750e-05, eta: 3:51:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9469, loss_cls: 0.6352, loss: 0.6352, grad_norm: 4.6145, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-18 15:51:24,308 - mmaction - INFO - Epoch [83][140/792] lr: 3.750e-05, eta: 3:51:11, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9469, loss_cls: 0.6352, loss: 0.6352, grad_norm: 4.5759, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5878, loss/aux0: 0.5878 2020-10-18 15:51:43,781 - mmaction - INFO - Epoch [83][160/792] lr: 3.750e-05, eta: 3:50:49, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9563, loss_cls: 0.6014, loss: 0.6014, grad_norm: 4.4995, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-18 15:51:44,200 - mmaction - INFO - Epoch [83][160/792] lr: 3.750e-05, eta: 3:50:52, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9563, loss_cls: 0.6014, loss: 0.6014, grad_norm: 4.5398, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6031, loss/aux0: 0.6031 2020-10-18 15:52:03,726 - mmaction - INFO - Epoch [83][180/792] lr: 3.750e-05, eta: 3:50:30, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9479, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.6008, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5945, loss/aux0: 0.5945 2020-10-18 15:52:04,143 - mmaction - INFO - Epoch [83][180/792] lr: 3.750e-05, eta: 3:50:32, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9479, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.5859, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-18 15:52:23,606 - mmaction - INFO - Epoch [83][200/792] lr: 3.750e-05, eta: 3:50:10, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9500, loss_cls: 0.6177, loss: 0.6177, grad_norm: 4.5193, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-18 15:52:24,032 - mmaction - INFO - Epoch [83][200/792] lr: 3.750e-05, eta: 3:50:12, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9500, loss_cls: 0.6177, loss: 0.6177, grad_norm: 4.5145, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5963, loss/aux0: 0.5963 2020-10-18 15:52:43,472 - mmaction - INFO - Epoch [83][220/792] lr: 3.750e-05, eta: 3:49:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9484, loss_cls: 0.6130, loss: 0.6130, grad_norm: 4.4962, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-18 15:52:43,909 - mmaction - INFO - Epoch [83][220/792] lr: 3.750e-05, eta: 3:49:53, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9484, loss_cls: 0.6130, loss: 0.6130, grad_norm: 4.4945, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 15:53:03,324 - mmaction - INFO - Epoch [83][240/792] lr: 3.750e-05, eta: 3:49:31, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9521, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.5050, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-18 15:53:03,745 - mmaction - INFO - Epoch [83][240/792] lr: 3.750e-05, eta: 3:49:33, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9521, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.5110, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-18 15:53:23,244 - mmaction - INFO - Epoch [83][260/792] lr: 3.750e-05, eta: 3:49:11, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9552, loss_cls: 0.6190, loss: 0.6190, grad_norm: 4.7132, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6207, loss/aux0: 0.6207 2020-10-18 15:53:23,672 - mmaction - INFO - Epoch [83][260/792] lr: 3.750e-05, eta: 3:49:14, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9552, loss_cls: 0.6190, loss: 0.6190, grad_norm: 4.7494, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6176, loss/aux0: 0.6176 2020-10-18 15:53:43,134 - mmaction - INFO - Epoch [83][280/792] lr: 3.750e-05, eta: 3:48:52, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9500, loss_cls: 0.6415, loss: 0.6415, grad_norm: 4.7285, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-18 15:53:43,543 - mmaction - INFO - Epoch [83][280/792] lr: 3.750e-05, eta: 3:48:54, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9500, loss_cls: 0.6415, loss: 0.6415, grad_norm: 4.7309, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-18 15:54:03,045 - mmaction - INFO - Epoch [83][300/792] lr: 3.750e-05, eta: 3:48:32, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9526, loss_cls: 0.5876, loss: 0.5876, grad_norm: 4.4858, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 15:54:03,448 - mmaction - INFO - Epoch [83][300/792] lr: 3.750e-05, eta: 3:48:34, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9526, loss_cls: 0.5876, loss: 0.5876, grad_norm: 4.4565, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-18 15:54:22,808 - mmaction - INFO - Epoch [83][320/792] lr: 3.750e-05, eta: 3:48:13, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9516, loss_cls: 0.6234, loss: 0.6234, grad_norm: 4.6316, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-18 15:54:23,223 - mmaction - INFO - Epoch [83][320/792] lr: 3.750e-05, eta: 3:48:15, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9516, loss_cls: 0.6234, loss: 0.6234, grad_norm: 4.6693, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-18 15:54:42,866 - mmaction - INFO - Epoch [83][340/792] lr: 3.750e-05, eta: 3:47:53, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9359, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.5757, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5917, loss/aux0: 0.5917 2020-10-18 15:54:43,295 - mmaction - INFO - Epoch [83][340/792] lr: 3.750e-05, eta: 3:47:55, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9359, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.5917, top1_acc/aux0: 0.8450, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-18 15:55:02,777 - mmaction - INFO - Epoch [83][360/792] lr: 3.750e-05, eta: 3:47:33, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.6507, loss: 0.6507, grad_norm: 4.6854, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-18 15:55:03,186 - mmaction - INFO - Epoch [83][360/792] lr: 3.750e-05, eta: 3:47:36, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.6507, loss: 0.6507, grad_norm: 4.6448, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 15:55:22,628 - mmaction - INFO - Epoch [83][380/792] lr: 3.750e-05, eta: 3:47:14, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9469, loss_cls: 0.6515, loss: 0.6515, grad_norm: 4.6334, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6083, loss/aux0: 0.6083 2020-10-18 15:55:23,030 - mmaction - INFO - Epoch [83][380/792] lr: 3.750e-05, eta: 3:47:16, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9469, loss_cls: 0.6515, loss: 0.6515, grad_norm: 4.6052, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6057, loss/aux0: 0.6057 2020-10-18 15:55:42,595 - mmaction - INFO - Epoch [83][400/792] lr: 3.750e-05, eta: 3:46:54, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9443, loss_cls: 0.6757, loss: 0.6757, grad_norm: 4.4133, top1_acc/aux0: 0.8456, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5689, loss/aux0: 0.5689 2020-10-18 15:55:43,013 - mmaction - INFO - Epoch [83][400/792] lr: 3.750e-05, eta: 3:46:56, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9443, loss_cls: 0.6757, loss: 0.6757, grad_norm: 4.4883, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5797, loss/aux0: 0.5797 2020-10-18 15:56:02,396 - mmaction - INFO - Epoch [83][420/792] lr: 3.750e-05, eta: 3:46:35, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9578, loss_cls: 0.6060, loss: 0.6060, grad_norm: 4.5537, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 15:56:02,799 - mmaction - INFO - Epoch [83][420/792] lr: 3.750e-05, eta: 3:46:37, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9578, loss_cls: 0.6060, loss: 0.6060, grad_norm: 4.6053, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-18 15:56:22,338 - mmaction - INFO - Epoch [83][440/792] lr: 3.750e-05, eta: 3:46:15, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9542, loss_cls: 0.5959, loss: 0.5959, grad_norm: 4.5756, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 15:56:22,749 - mmaction - INFO - Epoch [83][440/792] lr: 3.750e-05, eta: 3:46:17, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9542, loss_cls: 0.5959, loss: 0.5959, grad_norm: 4.5843, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-18 15:56:42,192 - mmaction - INFO - Epoch [83][460/792] lr: 3.750e-05, eta: 3:45:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9406, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.6220, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 15:56:42,598 - mmaction - INFO - Epoch [83][460/792] lr: 3.750e-05, eta: 3:45:58, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9406, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.6027, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 15:57:02,175 - mmaction - INFO - Epoch [83][480/792] lr: 3.750e-05, eta: 3:45:36, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9490, loss_cls: 0.6250, loss: 0.6250, grad_norm: 4.6031, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-18 15:57:02,579 - mmaction - INFO - Epoch [83][480/792] lr: 3.750e-05, eta: 3:45:38, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9490, loss_cls: 0.6250, loss: 0.6250, grad_norm: 4.6310, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-18 15:57:22,137 - mmaction - INFO - Epoch [83][500/792] lr: 3.750e-05, eta: 3:45:16, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9479, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.6903, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-18 15:57:22,551 - mmaction - INFO - Epoch [83][500/792] lr: 3.750e-05, eta: 3:45:18, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9479, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.6551, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6063, loss/aux0: 0.6063 2020-10-18 15:57:42,037 - mmaction - INFO - Epoch [83][520/792] lr: 3.750e-05, eta: 3:44:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9359, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.5892, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 15:57:42,449 - mmaction - INFO - Epoch [83][520/792] lr: 3.750e-05, eta: 3:44:59, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9359, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.6077, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6030, loss/aux0: 0.6030 2020-10-18 15:58:02,107 - mmaction - INFO - Epoch [83][540/792] lr: 3.750e-05, eta: 3:44:37, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9568, loss_cls: 0.5752, loss: 0.5752, grad_norm: 4.5380, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9546, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-18 15:58:02,535 - mmaction - INFO - Epoch [83][540/792] lr: 3.750e-05, eta: 3:44:39, time: 0.505, data_time: 0.007, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9568, loss_cls: 0.5752, loss: 0.5752, grad_norm: 4.5245, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9553, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-18 15:58:22,095 - mmaction - INFO - Epoch [83][560/792] lr: 3.750e-05, eta: 3:44:17, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9448, loss_cls: 0.6168, loss: 0.6168, grad_norm: 4.7433, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 15:58:22,514 - mmaction - INFO - Epoch [83][560/792] lr: 3.750e-05, eta: 3:44:20, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9448, loss_cls: 0.6168, loss: 0.6168, grad_norm: 4.7283, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-18 15:58:42,112 - mmaction - INFO - Epoch [83][580/792] lr: 3.750e-05, eta: 3:43:58, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9536, loss_cls: 0.6112, loss: 0.6112, grad_norm: 4.5743, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5861, loss/aux0: 0.5861 2020-10-18 15:58:42,523 - mmaction - INFO - Epoch [83][580/792] lr: 3.750e-05, eta: 3:44:00, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9536, loss_cls: 0.6112, loss: 0.6112, grad_norm: 4.5624, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-18 15:59:02,011 - mmaction - INFO - Epoch [83][600/792] lr: 3.750e-05, eta: 3:43:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8531, top5_acc: 0.9521, loss_cls: 0.5935, loss: 0.5935, grad_norm: 4.5640, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.5952, loss/aux0: 0.5952 2020-10-18 15:59:02,429 - mmaction - INFO - Epoch [83][600/792] lr: 3.750e-05, eta: 3:43:40, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8531, top5_acc: 0.9521, loss_cls: 0.5935, loss: 0.5935, grad_norm: 4.6372, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-18 15:59:21,949 - mmaction - INFO - Epoch [83][620/792] lr: 3.750e-05, eta: 3:43:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9516, loss_cls: 0.6209, loss: 0.6209, grad_norm: 4.6401, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-18 15:59:22,358 - mmaction - INFO - Epoch [83][620/792] lr: 3.750e-05, eta: 3:43:21, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9516, loss_cls: 0.6209, loss: 0.6209, grad_norm: 4.6154, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5892, loss/aux0: 0.5892 2020-10-18 15:59:41,894 - mmaction - INFO - Epoch [83][640/792] lr: 3.750e-05, eta: 3:42:59, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9505, loss_cls: 0.6293, loss: 0.6293, grad_norm: 4.5952, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 15:59:42,300 - mmaction - INFO - Epoch [83][640/792] lr: 3.750e-05, eta: 3:43:01, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9505, loss_cls: 0.6293, loss: 0.6293, grad_norm: 4.5352, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6199, loss/aux0: 0.6199 2020-10-18 16:00:01,830 - mmaction - INFO - Epoch [83][660/792] lr: 3.750e-05, eta: 3:42:40, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9510, loss_cls: 0.5985, loss: 0.5985, grad_norm: 4.4808, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 16:00:02,271 - mmaction - INFO - Epoch [83][660/792] lr: 3.750e-05, eta: 3:42:42, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9510, loss_cls: 0.5985, loss: 0.5985, grad_norm: 4.4918, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-18 16:00:21,638 - mmaction - INFO - Epoch [83][680/792] lr: 3.750e-05, eta: 3:42:20, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9438, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.6489, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6224, loss/aux0: 0.6224 2020-10-18 16:00:22,049 - mmaction - INFO - Epoch [83][680/792] lr: 3.750e-05, eta: 3:42:22, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9438, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.6202, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-18 16:00:41,570 - mmaction - INFO - Epoch [83][700/792] lr: 3.750e-05, eta: 3:42:00, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9469, loss_cls: 0.6568, loss: 0.6568, grad_norm: 4.7157, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5831, loss/aux0: 0.5831 2020-10-18 16:00:41,972 - mmaction - INFO - Epoch [83][700/792] lr: 3.750e-05, eta: 3:42:02, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9469, loss_cls: 0.6568, loss: 0.6568, grad_norm: 4.7234, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5887, loss/aux0: 0.5887 2020-10-18 16:01:01,400 - mmaction - INFO - Epoch [83][720/792] lr: 3.750e-05, eta: 3:41:41, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9411, loss_cls: 0.6383, loss: 0.6383, grad_norm: 4.3721, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-18 16:01:01,810 - mmaction - INFO - Epoch [83][720/792] lr: 3.750e-05, eta: 3:41:43, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9411, loss_cls: 0.6383, loss: 0.6383, grad_norm: 4.3968, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5877, loss/aux0: 0.5877 2020-10-18 16:01:21,292 - mmaction - INFO - Epoch [83][740/792] lr: 3.750e-05, eta: 3:41:21, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9453, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.5618, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 16:01:21,713 - mmaction - INFO - Epoch [83][740/792] lr: 3.750e-05, eta: 3:41:23, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9453, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.5825, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 16:01:41,156 - mmaction - INFO - Epoch [83][760/792] lr: 3.750e-05, eta: 3:41:01, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9505, loss_cls: 0.6279, loss: 0.6279, grad_norm: 4.6057, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-18 16:01:41,554 - mmaction - INFO - Epoch [83][760/792] lr: 3.750e-05, eta: 3:41:03, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9505, loss_cls: 0.6279, loss: 0.6279, grad_norm: 4.6125, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-18 16:02:01,016 - mmaction - INFO - Epoch [83][780/792] lr: 3.750e-05, eta: 3:40:42, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9562, loss_cls: 0.6105, loss: 0.6105, grad_norm: 4.5980, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 16:02:01,446 - mmaction - INFO - Epoch [83][780/792] lr: 3.750e-05, eta: 3:40:44, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9562, loss_cls: 0.6105, loss: 0.6105, grad_norm: 4.6027, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-18 16:02:14,358 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-10-18 16:04:49,405 - mmaction - INFO - Epoch [84][20/792] lr: 3.750e-05, eta: 3:40:08, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9490, loss_cls: 0.6266, loss: 0.6266, grad_norm: 4.5501, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-18 16:04:49,824 - mmaction - INFO - Epoch [84][20/792] lr: 3.750e-05, eta: 3:40:10, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9490, loss_cls: 0.6266, loss: 0.6266, grad_norm: 4.5765, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.5963, loss/aux0: 0.5963 2020-10-18 16:05:09,147 - mmaction - INFO - Epoch [84][40/792] lr: 3.750e-05, eta: 3:39:48, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9479, loss_cls: 0.6264, loss: 0.6264, grad_norm: 4.6509, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-18 16:05:09,565 - mmaction - INFO - Epoch [84][40/792] lr: 3.750e-05, eta: 3:39:50, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9479, loss_cls: 0.6264, loss: 0.6264, grad_norm: 4.6755, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 16:05:29,161 - mmaction - INFO - Epoch [84][60/792] lr: 3.750e-05, eta: 3:39:29, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9453, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.6685, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-18 16:05:29,587 - mmaction - INFO - Epoch [84][60/792] lr: 3.750e-05, eta: 3:39:31, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9453, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.6229, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-18 16:05:49,145 - mmaction - INFO - Epoch [84][80/792] lr: 3.750e-05, eta: 3:39:09, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9510, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.6341, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-18 16:05:49,560 - mmaction - INFO - Epoch [84][80/792] lr: 3.750e-05, eta: 3:39:11, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9510, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.6529, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-18 16:06:08,969 - mmaction - INFO - Epoch [84][100/792] lr: 3.750e-05, eta: 3:38:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9557, loss_cls: 0.6178, loss: 0.6178, grad_norm: 4.5678, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-18 16:06:09,384 - mmaction - INFO - Epoch [84][100/792] lr: 3.750e-05, eta: 3:38:52, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9557, loss_cls: 0.6178, loss: 0.6178, grad_norm: 4.5285, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5872, loss/aux0: 0.5872 2020-10-18 16:06:28,886 - mmaction - INFO - Epoch [84][120/792] lr: 3.750e-05, eta: 3:38:30, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9495, loss_cls: 0.6324, loss: 0.6324, grad_norm: 4.6613, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5963, loss/aux0: 0.5963 2020-10-18 16:06:29,293 - mmaction - INFO - Epoch [84][120/792] lr: 3.750e-05, eta: 3:38:32, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9495, loss_cls: 0.6324, loss: 0.6324, grad_norm: 4.5676, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 16:06:48,874 - mmaction - INFO - Epoch [84][140/792] lr: 3.750e-05, eta: 3:38:10, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9516, loss_cls: 0.6242, loss: 0.6242, grad_norm: 4.5539, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-18 16:06:49,275 - mmaction - INFO - Epoch [84][140/792] lr: 3.750e-05, eta: 3:38:12, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9516, loss_cls: 0.6242, loss: 0.6242, grad_norm: 4.5275, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 16:07:08,825 - mmaction - INFO - Epoch [84][160/792] lr: 3.750e-05, eta: 3:37:51, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.6681, loss: 0.6681, grad_norm: 4.6464, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6168, loss/aux0: 0.6168 2020-10-18 16:07:09,243 - mmaction - INFO - Epoch [84][160/792] lr: 3.750e-05, eta: 3:37:53, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.6681, loss: 0.6681, grad_norm: 4.6425, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 16:07:28,716 - mmaction - INFO - Epoch [84][180/792] lr: 3.750e-05, eta: 3:37:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9531, loss_cls: 0.5966, loss: 0.5966, grad_norm: 4.4832, top1_acc/aux0: 0.8441, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5922, loss/aux0: 0.5922 2020-10-18 16:07:29,148 - mmaction - INFO - Epoch [84][180/792] lr: 3.750e-05, eta: 3:37:33, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9531, loss_cls: 0.5966, loss: 0.5966, grad_norm: 4.5007, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5963, loss/aux0: 0.5963 2020-10-18 16:07:48,647 - mmaction - INFO - Epoch [84][200/792] lr: 3.750e-05, eta: 3:37:12, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9411, loss_cls: 0.6758, loss: 0.6758, grad_norm: 4.5953, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5782, loss/aux0: 0.5782 2020-10-18 16:07:49,063 - mmaction - INFO - Epoch [84][200/792] lr: 3.750e-05, eta: 3:37:14, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9411, loss_cls: 0.6758, loss: 0.6758, grad_norm: 4.5906, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5709, loss/aux0: 0.5709 2020-10-18 16:08:08,588 - mmaction - INFO - Epoch [84][220/792] lr: 3.750e-05, eta: 3:36:52, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9469, loss_cls: 0.6436, loss: 0.6436, grad_norm: 4.6616, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 16:08:08,999 - mmaction - INFO - Epoch [84][220/792] lr: 3.750e-05, eta: 3:36:54, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9469, loss_cls: 0.6436, loss: 0.6436, grad_norm: 4.6618, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 16:08:28,462 - mmaction - INFO - Epoch [84][240/792] lr: 3.750e-05, eta: 3:36:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9422, loss_cls: 0.6843, loss: 0.6843, grad_norm: 4.6462, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6345, loss/aux0: 0.6345 2020-10-18 16:08:28,877 - mmaction - INFO - Epoch [84][240/792] lr: 3.750e-05, eta: 3:36:34, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9422, loss_cls: 0.6843, loss: 0.6843, grad_norm: 4.6279, top1_acc/aux0: 0.8272, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6322, loss/aux0: 0.6322 2020-10-18 16:08:48,358 - mmaction - INFO - Epoch [84][260/792] lr: 3.750e-05, eta: 3:36:13, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9495, loss_cls: 0.5928, loss: 0.5928, grad_norm: 4.6413, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5864, loss/aux0: 0.5864 2020-10-18 16:08:48,779 - mmaction - INFO - Epoch [84][260/792] lr: 3.750e-05, eta: 3:36:15, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9495, loss_cls: 0.5928, loss: 0.5928, grad_norm: 4.6619, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-18 16:09:08,317 - mmaction - INFO - Epoch [84][280/792] lr: 3.750e-05, eta: 3:35:53, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9500, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.4661, top1_acc/aux0: 0.8459, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5761, loss/aux0: 0.5761 2020-10-18 16:09:08,735 - mmaction - INFO - Epoch [84][280/792] lr: 3.750e-05, eta: 3:35:55, time: 0.505, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9500, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.4982, top1_acc/aux0: 0.8457, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5777, loss/aux0: 0.5777 2020-10-18 16:09:28,313 - mmaction - INFO - Epoch [84][300/792] lr: 3.750e-05, eta: 3:35:34, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9526, loss_cls: 0.6257, loss: 0.6257, grad_norm: 4.6135, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-18 16:09:28,740 - mmaction - INFO - Epoch [84][300/792] lr: 3.750e-05, eta: 3:35:36, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9526, loss_cls: 0.6257, loss: 0.6257, grad_norm: 4.5977, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-18 16:09:48,267 - mmaction - INFO - Epoch [84][320/792] lr: 3.750e-05, eta: 3:35:14, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9495, loss_cls: 0.6249, loss: 0.6249, grad_norm: 4.3540, top1_acc/aux0: 0.8462, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5822, loss/aux0: 0.5822 2020-10-18 16:09:48,679 - mmaction - INFO - Epoch [84][320/792] lr: 3.750e-05, eta: 3:35:16, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9495, loss_cls: 0.6249, loss: 0.6249, grad_norm: 4.3698, top1_acc/aux0: 0.8451, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-18 16:10:08,030 - mmaction - INFO - Epoch [84][340/792] lr: 3.750e-05, eta: 3:34:55, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9495, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.5976, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9546, loss_cls/aux0: 0.5861, loss/aux0: 0.5861 2020-10-18 16:10:08,444 - mmaction - INFO - Epoch [84][340/792] lr: 3.750e-05, eta: 3:34:56, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9495, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.6043, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5862, loss/aux0: 0.5862 2020-10-18 16:10:27,997 - mmaction - INFO - Epoch [84][360/792] lr: 3.750e-05, eta: 3:34:35, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9469, loss_cls: 0.6458, loss: 0.6458, grad_norm: 4.5951, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-18 16:10:28,401 - mmaction - INFO - Epoch [84][360/792] lr: 3.750e-05, eta: 3:34:37, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9469, loss_cls: 0.6458, loss: 0.6458, grad_norm: 4.5743, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6222, loss/aux0: 0.6222 2020-10-18 16:10:47,925 - mmaction - INFO - Epoch [84][380/792] lr: 3.750e-05, eta: 3:34:15, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9505, loss_cls: 0.6341, loss: 0.6341, grad_norm: 4.7333, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-18 16:10:48,329 - mmaction - INFO - Epoch [84][380/792] lr: 3.750e-05, eta: 3:34:17, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9505, loss_cls: 0.6341, loss: 0.6341, grad_norm: 4.7192, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-18 16:11:07,854 - mmaction - INFO - Epoch [84][400/792] lr: 3.750e-05, eta: 3:33:56, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9422, loss_cls: 0.6749, loss: 0.6749, grad_norm: 4.4701, top1_acc/aux0: 0.8465, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.5975, loss/aux0: 0.5975 2020-10-18 16:11:08,287 - mmaction - INFO - Epoch [84][400/792] lr: 3.750e-05, eta: 3:33:58, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9422, loss_cls: 0.6749, loss: 0.6749, grad_norm: 4.5020, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 16:11:27,994 - mmaction - INFO - Epoch [84][420/792] lr: 3.750e-05, eta: 3:33:36, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9417, loss_cls: 0.6410, loss: 0.6410, grad_norm: 4.6030, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 16:11:28,400 - mmaction - INFO - Epoch [84][420/792] lr: 3.750e-05, eta: 3:33:38, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9417, loss_cls: 0.6410, loss: 0.6410, grad_norm: 4.6332, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-18 16:11:47,922 - mmaction - INFO - Epoch [84][440/792] lr: 3.750e-05, eta: 3:33:17, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9495, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.5457, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5834, loss/aux0: 0.5834 2020-10-18 16:11:48,338 - mmaction - INFO - Epoch [84][440/792] lr: 3.750e-05, eta: 3:33:19, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9495, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.5553, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5768, loss/aux0: 0.5768 2020-10-18 16:12:07,789 - mmaction - INFO - Epoch [84][460/792] lr: 3.750e-05, eta: 3:32:57, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9427, loss_cls: 0.6542, loss: 0.6542, grad_norm: 4.6706, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 16:12:08,194 - mmaction - INFO - Epoch [84][460/792] lr: 3.750e-05, eta: 3:32:59, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9427, loss_cls: 0.6542, loss: 0.6542, grad_norm: 4.6823, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 16:12:27,599 - mmaction - INFO - Epoch [84][480/792] lr: 3.750e-05, eta: 3:32:37, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9531, loss_cls: 0.6084, loss: 0.6084, grad_norm: 4.5450, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-18 16:12:28,010 - mmaction - INFO - Epoch [84][480/792] lr: 3.750e-05, eta: 3:32:39, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9531, loss_cls: 0.6084, loss: 0.6084, grad_norm: 4.5681, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-18 16:12:47,469 - mmaction - INFO - Epoch [84][500/792] lr: 3.750e-05, eta: 3:32:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9510, loss_cls: 0.6083, loss: 0.6083, grad_norm: 4.6412, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 16:12:47,887 - mmaction - INFO - Epoch [84][500/792] lr: 3.750e-05, eta: 3:32:20, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9510, loss_cls: 0.6083, loss: 0.6083, grad_norm: 4.6816, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 16:13:07,373 - mmaction - INFO - Epoch [84][520/792] lr: 3.750e-05, eta: 3:31:58, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9495, loss_cls: 0.6244, loss: 0.6244, grad_norm: 4.6644, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6141, loss/aux0: 0.6141 2020-10-18 16:13:07,780 - mmaction - INFO - Epoch [84][520/792] lr: 3.750e-05, eta: 3:32:00, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9495, loss_cls: 0.6244, loss: 0.6244, grad_norm: 4.5837, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-18 16:13:27,215 - mmaction - INFO - Epoch [84][540/792] lr: 3.750e-05, eta: 3:31:38, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9500, loss_cls: 0.6177, loss: 0.6177, grad_norm: 4.6718, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6016, loss/aux0: 0.6016 2020-10-18 16:13:27,615 - mmaction - INFO - Epoch [84][540/792] lr: 3.750e-05, eta: 3:31:40, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9500, loss_cls: 0.6177, loss: 0.6177, grad_norm: 4.7196, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-18 16:13:47,095 - mmaction - INFO - Epoch [84][560/792] lr: 3.750e-05, eta: 3:31:19, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9474, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.8047, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 16:13:47,502 - mmaction - INFO - Epoch [84][560/792] lr: 3.750e-05, eta: 3:31:21, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9474, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.8267, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6165, loss/aux0: 0.6165 2020-10-18 16:14:07,061 - mmaction - INFO - Epoch [84][580/792] lr: 3.750e-05, eta: 3:30:59, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9453, loss_cls: 0.6384, loss: 0.6384, grad_norm: 4.5888, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 16:14:07,480 - mmaction - INFO - Epoch [84][580/792] lr: 3.750e-05, eta: 3:31:01, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9453, loss_cls: 0.6384, loss: 0.6384, grad_norm: 4.5481, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-18 16:14:27,048 - mmaction - INFO - Epoch [84][600/792] lr: 3.750e-05, eta: 3:30:40, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9458, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.6868, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5975, loss/aux0: 0.5975 2020-10-18 16:14:27,453 - mmaction - INFO - Epoch [84][600/792] lr: 3.750e-05, eta: 3:30:42, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9458, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.6718, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-18 16:14:46,914 - mmaction - INFO - Epoch [84][620/792] lr: 3.750e-05, eta: 3:30:20, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9458, loss_cls: 0.6586, loss: 0.6586, grad_norm: 4.7604, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6322, loss/aux0: 0.6322 2020-10-18 16:14:47,325 - mmaction - INFO - Epoch [84][620/792] lr: 3.750e-05, eta: 3:30:22, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9458, loss_cls: 0.6586, loss: 0.6586, grad_norm: 4.7648, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6358, loss/aux0: 0.6358 2020-10-18 16:15:06,895 - mmaction - INFO - Epoch [84][640/792] lr: 3.750e-05, eta: 3:30:01, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9479, loss_cls: 0.6099, loss: 0.6099, grad_norm: 4.5251, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 16:15:07,314 - mmaction - INFO - Epoch [84][640/792] lr: 3.750e-05, eta: 3:30:02, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9479, loss_cls: 0.6099, loss: 0.6099, grad_norm: 4.5442, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-18 16:15:26,742 - mmaction - INFO - Epoch [84][660/792] lr: 3.750e-05, eta: 3:29:41, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9479, loss_cls: 0.7020, loss: 0.7020, grad_norm: 4.7415, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-18 16:15:27,162 - mmaction - INFO - Epoch [84][660/792] lr: 3.750e-05, eta: 3:29:43, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9479, loss_cls: 0.7020, loss: 0.7020, grad_norm: 4.7253, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-18 16:15:46,682 - mmaction - INFO - Epoch [84][680/792] lr: 3.750e-05, eta: 3:29:21, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9453, loss_cls: 0.6427, loss: 0.6427, grad_norm: 4.5616, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-18 16:15:47,094 - mmaction - INFO - Epoch [84][680/792] lr: 3.750e-05, eta: 3:29:23, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9453, loss_cls: 0.6427, loss: 0.6427, grad_norm: 4.5637, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5999, loss/aux0: 0.5999 2020-10-18 16:16:06,636 - mmaction - INFO - Epoch [84][700/792] lr: 3.750e-05, eta: 3:29:02, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9453, loss_cls: 0.6154, loss: 0.6154, grad_norm: 4.5926, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5967, loss/aux0: 0.5967 2020-10-18 16:16:07,038 - mmaction - INFO - Epoch [84][700/792] lr: 3.750e-05, eta: 3:29:04, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9453, loss_cls: 0.6154, loss: 0.6154, grad_norm: 4.5648, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-18 16:16:26,588 - mmaction - INFO - Epoch [84][720/792] lr: 3.750e-05, eta: 3:28:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9510, loss_cls: 0.6148, loss: 0.6148, grad_norm: 4.6305, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 16:16:26,997 - mmaction - INFO - Epoch [84][720/792] lr: 3.750e-05, eta: 3:28:44, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9510, loss_cls: 0.6148, loss: 0.6148, grad_norm: 4.5777, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 16:16:46,517 - mmaction - INFO - Epoch [84][740/792] lr: 3.750e-05, eta: 3:28:22, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9589, loss_cls: 0.5769, loss: 0.5769, grad_norm: 4.5735, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6156, loss/aux0: 0.6156 2020-10-18 16:16:46,932 - mmaction - INFO - Epoch [84][740/792] lr: 3.750e-05, eta: 3:28:24, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9589, loss_cls: 0.5769, loss: 0.5769, grad_norm: 4.5464, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 16:17:06,571 - mmaction - INFO - Epoch [84][760/792] lr: 3.750e-05, eta: 3:28:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9495, loss_cls: 0.6013, loss: 0.6013, grad_norm: 4.4827, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-18 16:17:06,982 - mmaction - INFO - Epoch [84][760/792] lr: 3.750e-05, eta: 3:28:05, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9495, loss_cls: 0.6013, loss: 0.6013, grad_norm: 4.4807, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6118, loss/aux0: 0.6118 2020-10-18 16:17:26,539 - mmaction - INFO - Epoch [84][780/792] lr: 3.750e-05, eta: 3:27:43, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9557, loss_cls: 0.5924, loss: 0.5924, grad_norm: 4.4707, top1_acc/aux0: 0.8470, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5921, loss/aux0: 0.5921 2020-10-18 16:17:26,962 - mmaction - INFO - Epoch [84][780/792] lr: 3.750e-05, eta: 3:27:45, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9557, loss_cls: 0.5924, loss: 0.5924, grad_norm: 4.4870, top1_acc/aux0: 0.8460, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5924, loss/aux0: 0.5924 2020-10-18 16:17:39,843 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-10-18 16:20:36,830 - mmaction - INFO - Epoch [85][20/792] lr: 3.750e-05, eta: 3:27:10, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6673, loss: 0.6673, grad_norm: 4.7253, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-18 16:20:37,258 - mmaction - INFO - Epoch [85][20/792] lr: 3.750e-05, eta: 3:27:12, time: 0.492, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6673, loss: 0.6673, grad_norm: 4.7413, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-18 16:20:56,577 - mmaction - INFO - Epoch [85][40/792] lr: 3.750e-05, eta: 3:26:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9474, loss_cls: 0.6194, loss: 0.6194, grad_norm: 4.5748, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 16:20:56,994 - mmaction - INFO - Epoch [85][40/792] lr: 3.750e-05, eta: 3:26:52, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9474, loss_cls: 0.6194, loss: 0.6194, grad_norm: 4.5436, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 16:21:16,471 - mmaction - INFO - Epoch [85][60/792] lr: 3.750e-05, eta: 3:26:30, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9469, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.6920, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 16:21:16,898 - mmaction - INFO - Epoch [85][60/792] lr: 3.750e-05, eta: 3:26:32, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9469, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.7092, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5910, loss/aux0: 0.5910 2020-10-18 16:21:36,454 - mmaction - INFO - Epoch [85][80/792] lr: 3.750e-05, eta: 3:26:11, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9422, loss_cls: 0.6614, loss: 0.6614, grad_norm: 4.5736, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 16:21:36,864 - mmaction - INFO - Epoch [85][80/792] lr: 3.750e-05, eta: 3:26:13, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9422, loss_cls: 0.6614, loss: 0.6614, grad_norm: 4.5432, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-18 16:21:56,406 - mmaction - INFO - Epoch [85][100/792] lr: 3.750e-05, eta: 3:25:51, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9474, loss_cls: 0.6396, loss: 0.6396, grad_norm: 4.6113, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5901, loss/aux0: 0.5901 2020-10-18 16:21:56,814 - mmaction - INFO - Epoch [85][100/792] lr: 3.750e-05, eta: 3:25:53, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9474, loss_cls: 0.6396, loss: 0.6396, grad_norm: 4.6400, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5971, loss/aux0: 0.5971 2020-10-18 16:22:16,422 - mmaction - INFO - Epoch [85][120/792] lr: 3.750e-05, eta: 3:25:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9469, loss_cls: 0.6455, loss: 0.6455, grad_norm: 4.6038, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5917, loss/aux0: 0.5917 2020-10-18 16:22:16,826 - mmaction - INFO - Epoch [85][120/792] lr: 3.750e-05, eta: 3:25:34, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9469, loss_cls: 0.6455, loss: 0.6455, grad_norm: 4.6357, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5903, loss/aux0: 0.5903 2020-10-18 16:22:36,406 - mmaction - INFO - Epoch [85][140/792] lr: 3.750e-05, eta: 3:25:12, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9359, loss_cls: 0.6742, loss: 0.6742, grad_norm: 4.5610, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-18 16:22:36,817 - mmaction - INFO - Epoch [85][140/792] lr: 3.750e-05, eta: 3:25:14, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9359, loss_cls: 0.6742, loss: 0.6742, grad_norm: 4.5599, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-18 16:22:56,310 - mmaction - INFO - Epoch [85][160/792] lr: 3.750e-05, eta: 3:24:52, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9448, loss_cls: 0.6385, loss: 0.6385, grad_norm: 4.7415, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5951, loss/aux0: 0.5951 2020-10-18 16:22:56,727 - mmaction - INFO - Epoch [85][160/792] lr: 3.750e-05, eta: 3:24:54, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9448, loss_cls: 0.6385, loss: 0.6385, grad_norm: 4.7714, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5967, loss/aux0: 0.5967 2020-10-18 16:23:16,150 - mmaction - INFO - Epoch [85][180/792] lr: 3.750e-05, eta: 3:24:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9536, loss_cls: 0.5968, loss: 0.5968, grad_norm: 4.5812, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 16:23:16,571 - mmaction - INFO - Epoch [85][180/792] lr: 3.750e-05, eta: 3:24:35, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9536, loss_cls: 0.5968, loss: 0.5968, grad_norm: 4.5684, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-18 16:23:35,924 - mmaction - INFO - Epoch [85][200/792] lr: 3.750e-05, eta: 3:24:13, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9516, loss_cls: 0.6165, loss: 0.6165, grad_norm: 4.5756, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5971, loss/aux0: 0.5971 2020-10-18 16:23:36,338 - mmaction - INFO - Epoch [85][200/792] lr: 3.750e-05, eta: 3:24:15, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9516, loss_cls: 0.6165, loss: 0.6165, grad_norm: 4.5742, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5968, loss/aux0: 0.5968 2020-10-18 16:23:55,719 - mmaction - INFO - Epoch [85][220/792] lr: 3.750e-05, eta: 3:23:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9583, loss_cls: 0.5971, loss: 0.5971, grad_norm: 4.5674, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9548, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-18 16:23:56,135 - mmaction - INFO - Epoch [85][220/792] lr: 3.750e-05, eta: 3:23:55, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9583, loss_cls: 0.5971, loss: 0.5971, grad_norm: 4.5561, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9544, loss_cls/aux0: 0.5975, loss/aux0: 0.5975 2020-10-18 16:24:15,666 - mmaction - INFO - Epoch [85][240/792] lr: 3.750e-05, eta: 3:23:34, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9448, loss_cls: 0.6589, loss: 0.6589, grad_norm: 4.5404, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 16:24:16,084 - mmaction - INFO - Epoch [85][240/792] lr: 3.750e-05, eta: 3:23:36, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9448, loss_cls: 0.6589, loss: 0.6589, grad_norm: 4.5167, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-18 16:24:35,571 - mmaction - INFO - Epoch [85][260/792] lr: 3.750e-05, eta: 3:23:14, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9464, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.6287, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5914, loss/aux0: 0.5914 2020-10-18 16:24:35,974 - mmaction - INFO - Epoch [85][260/792] lr: 3.750e-05, eta: 3:23:16, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9464, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.6449, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5951, loss/aux0: 0.5951 2020-10-18 16:24:55,312 - mmaction - INFO - Epoch [85][280/792] lr: 3.750e-05, eta: 3:22:55, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9589, loss_cls: 0.5820, loss: 0.5820, grad_norm: 4.5286, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 16:24:55,733 - mmaction - INFO - Epoch [85][280/792] lr: 3.750e-05, eta: 3:22:57, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9589, loss_cls: 0.5820, loss: 0.5820, grad_norm: 4.5303, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 16:25:15,228 - mmaction - INFO - Epoch [85][300/792] lr: 3.750e-05, eta: 3:22:35, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9484, loss_cls: 0.6234, loss: 0.6234, grad_norm: 4.5887, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6034, loss/aux0: 0.6034 2020-10-18 16:25:15,636 - mmaction - INFO - Epoch [85][300/792] lr: 3.750e-05, eta: 3:22:37, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9484, loss_cls: 0.6234, loss: 0.6234, grad_norm: 4.5614, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-18 16:25:35,152 - mmaction - INFO - Epoch [85][320/792] lr: 3.750e-05, eta: 3:22:16, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9495, loss_cls: 0.5839, loss: 0.5839, grad_norm: 4.4513, top1_acc/aux0: 0.8482, top5_acc/aux0: 0.9544, loss_cls/aux0: 0.5740, loss/aux0: 0.5740 2020-10-18 16:25:35,578 - mmaction - INFO - Epoch [85][320/792] lr: 3.750e-05, eta: 3:22:17, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9495, loss_cls: 0.5839, loss: 0.5839, grad_norm: 4.4538, top1_acc/aux0: 0.8473, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5757, loss/aux0: 0.5757 2020-10-18 16:25:55,127 - mmaction - INFO - Epoch [85][340/792] lr: 3.750e-05, eta: 3:21:56, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9339, loss_cls: 0.6636, loss: 0.6636, grad_norm: 4.6121, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 16:25:55,544 - mmaction - INFO - Epoch [85][340/792] lr: 3.750e-05, eta: 3:21:58, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9339, loss_cls: 0.6636, loss: 0.6636, grad_norm: 4.5844, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 16:26:14,934 - mmaction - INFO - Epoch [85][360/792] lr: 3.750e-05, eta: 3:21:36, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9438, loss_cls: 0.6600, loss: 0.6600, grad_norm: 4.6481, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5912, loss/aux0: 0.5912 2020-10-18 16:26:15,347 - mmaction - INFO - Epoch [85][360/792] lr: 3.750e-05, eta: 3:21:38, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9438, loss_cls: 0.6600, loss: 0.6600, grad_norm: 4.6586, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-18 16:26:34,903 - mmaction - INFO - Epoch [85][380/792] lr: 3.750e-05, eta: 3:21:17, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9422, loss_cls: 0.6519, loss: 0.6519, grad_norm: 4.6567, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-18 16:26:35,316 - mmaction - INFO - Epoch [85][380/792] lr: 3.750e-05, eta: 3:21:19, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9422, loss_cls: 0.6519, loss: 0.6519, grad_norm: 4.6284, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 16:26:54,786 - mmaction - INFO - Epoch [85][400/792] lr: 3.750e-05, eta: 3:20:57, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9656, loss_cls: 0.5704, loss: 0.5704, grad_norm: 4.4815, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5904, loss/aux0: 0.5904 2020-10-18 16:26:55,202 - mmaction - INFO - Epoch [85][400/792] lr: 3.750e-05, eta: 3:20:59, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9656, loss_cls: 0.5704, loss: 0.5704, grad_norm: 4.5391, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.5963, loss/aux0: 0.5963 2020-10-18 16:27:14,637 - mmaction - INFO - Epoch [85][420/792] lr: 3.750e-05, eta: 3:20:38, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9432, loss_cls: 0.6355, loss: 0.6355, grad_norm: 4.4534, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6148, loss/aux0: 0.6148 2020-10-18 16:27:15,041 - mmaction - INFO - Epoch [85][420/792] lr: 3.750e-05, eta: 3:20:39, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9432, loss_cls: 0.6355, loss: 0.6355, grad_norm: 4.5219, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6105, loss/aux0: 0.6105 2020-10-18 16:27:34,523 - mmaction - INFO - Epoch [85][440/792] lr: 3.750e-05, eta: 3:20:18, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9458, loss_cls: 0.6034, loss: 0.6034, grad_norm: 4.4525, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9555, loss_cls/aux0: 0.5900, loss/aux0: 0.5900 2020-10-18 16:27:34,940 - mmaction - INFO - Epoch [85][440/792] lr: 3.750e-05, eta: 3:20:20, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9458, loss_cls: 0.6034, loss: 0.6034, grad_norm: 4.4576, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5914, loss/aux0: 0.5914 2020-10-18 16:27:54,410 - mmaction - INFO - Epoch [85][460/792] lr: 3.750e-05, eta: 3:19:58, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9516, loss_cls: 0.6048, loss: 0.6048, grad_norm: 4.6017, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 16:27:54,824 - mmaction - INFO - Epoch [85][460/792] lr: 3.750e-05, eta: 3:20:00, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9516, loss_cls: 0.6048, loss: 0.6048, grad_norm: 4.5737, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5919, loss/aux0: 0.5919 2020-10-18 16:28:14,322 - mmaction - INFO - Epoch [85][480/792] lr: 3.750e-05, eta: 3:19:39, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9484, loss_cls: 0.6209, loss: 0.6209, grad_norm: 4.6375, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6126, loss/aux0: 0.6126 2020-10-18 16:28:14,747 - mmaction - INFO - Epoch [85][480/792] lr: 3.750e-05, eta: 3:19:41, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9484, loss_cls: 0.6209, loss: 0.6209, grad_norm: 4.6200, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 16:28:34,286 - mmaction - INFO - Epoch [85][500/792] lr: 3.750e-05, eta: 3:19:19, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9411, loss_cls: 0.6704, loss: 0.6704, grad_norm: 4.6588, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 16:28:34,694 - mmaction - INFO - Epoch [85][500/792] lr: 3.750e-05, eta: 3:19:21, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9411, loss_cls: 0.6704, loss: 0.6704, grad_norm: 4.7021, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-18 16:28:54,210 - mmaction - INFO - Epoch [85][520/792] lr: 3.750e-05, eta: 3:19:00, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9438, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.6893, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 16:28:54,634 - mmaction - INFO - Epoch [85][520/792] lr: 3.750e-05, eta: 3:19:01, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9438, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.7003, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-18 16:29:14,233 - mmaction - INFO - Epoch [85][540/792] lr: 3.750e-05, eta: 3:18:40, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9505, loss_cls: 0.6409, loss: 0.6409, grad_norm: 4.7325, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 16:29:14,650 - mmaction - INFO - Epoch [85][540/792] lr: 3.750e-05, eta: 3:18:42, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9505, loss_cls: 0.6409, loss: 0.6409, grad_norm: 4.7302, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-18 16:29:34,195 - mmaction - INFO - Epoch [85][560/792] lr: 3.750e-05, eta: 3:18:20, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9464, loss_cls: 0.6063, loss: 0.6063, grad_norm: 4.4404, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6170, loss/aux0: 0.6170 2020-10-18 16:29:34,624 - mmaction - INFO - Epoch [85][560/792] lr: 3.750e-05, eta: 3:18:22, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9464, loss_cls: 0.6063, loss: 0.6063, grad_norm: 4.4748, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 16:29:54,044 - mmaction - INFO - Epoch [85][580/792] lr: 3.750e-05, eta: 3:18:01, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9500, loss_cls: 0.6553, loss: 0.6553, grad_norm: 4.6982, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6123, loss/aux0: 0.6123 2020-10-18 16:29:54,463 - mmaction - INFO - Epoch [85][580/792] lr: 3.750e-05, eta: 3:18:03, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9500, loss_cls: 0.6553, loss: 0.6553, grad_norm: 4.7197, top1_acc/aux0: 0.8316, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-18 16:30:13,904 - mmaction - INFO - Epoch [85][600/792] lr: 3.750e-05, eta: 3:17:41, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9495, loss_cls: 0.6530, loss: 0.6530, grad_norm: 4.6387, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-18 16:30:14,334 - mmaction - INFO - Epoch [85][600/792] lr: 3.750e-05, eta: 3:17:43, time: 0.494, data_time: 0.004, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9495, loss_cls: 0.6530, loss: 0.6530, grad_norm: 4.6526, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 16:30:33,923 - mmaction - INFO - Epoch [85][620/792] lr: 3.750e-05, eta: 3:17:22, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9453, loss_cls: 0.6317, loss: 0.6317, grad_norm: 4.5159, top1_acc/aux0: 0.8439, top5_acc/aux0: 0.9555, loss_cls/aux0: 0.5782, loss/aux0: 0.5782 2020-10-18 16:30:34,329 - mmaction - INFO - Epoch [85][620/792] lr: 3.750e-05, eta: 3:17:23, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9453, loss_cls: 0.6317, loss: 0.6317, grad_norm: 4.4798, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9561, loss_cls/aux0: 0.5744, loss/aux0: 0.5744 2020-10-18 16:30:53,894 - mmaction - INFO - Epoch [85][640/792] lr: 3.750e-05, eta: 3:17:02, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9495, loss_cls: 0.6456, loss: 0.6456, grad_norm: 4.6127, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 16:30:54,301 - mmaction - INFO - Epoch [85][640/792] lr: 3.750e-05, eta: 3:17:04, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9495, loss_cls: 0.6456, loss: 0.6456, grad_norm: 4.6229, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 16:31:13,643 - mmaction - INFO - Epoch [85][660/792] lr: 3.750e-05, eta: 3:16:42, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9437, loss_cls: 0.6491, loss: 0.6491, grad_norm: 4.7287, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 16:31:14,070 - mmaction - INFO - Epoch [85][660/792] lr: 3.750e-05, eta: 3:16:44, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9437, loss_cls: 0.6491, loss: 0.6491, grad_norm: 4.6722, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-18 16:31:33,616 - mmaction - INFO - Epoch [85][680/792] lr: 3.750e-05, eta: 3:16:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9469, loss_cls: 0.6300, loss: 0.6300, grad_norm: 4.6586, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-18 16:31:34,045 - mmaction - INFO - Epoch [85][680/792] lr: 3.750e-05, eta: 3:16:25, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9469, loss_cls: 0.6300, loss: 0.6300, grad_norm: 4.6471, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-18 16:31:53,550 - mmaction - INFO - Epoch [85][700/792] lr: 3.750e-05, eta: 3:16:03, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9542, loss_cls: 0.6165, loss: 0.6165, grad_norm: 4.6278, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6203, loss/aux0: 0.6203 2020-10-18 16:31:53,957 - mmaction - INFO - Epoch [85][700/792] lr: 3.750e-05, eta: 3:16:05, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9542, loss_cls: 0.6165, loss: 0.6165, grad_norm: 4.6480, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-18 16:32:13,487 - mmaction - INFO - Epoch [85][720/792] lr: 3.750e-05, eta: 3:15:44, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9458, loss_cls: 0.6763, loss: 0.6763, grad_norm: 4.6537, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 16:32:13,891 - mmaction - INFO - Epoch [85][720/792] lr: 3.750e-05, eta: 3:15:45, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9458, loss_cls: 0.6763, loss: 0.6763, grad_norm: 4.6544, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-18 16:32:33,428 - mmaction - INFO - Epoch [85][740/792] lr: 3.750e-05, eta: 3:15:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9448, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.6413, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-18 16:32:33,829 - mmaction - INFO - Epoch [85][740/792] lr: 3.750e-05, eta: 3:15:26, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9448, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.6310, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6016, loss/aux0: 0.6016 2020-10-18 16:32:53,414 - mmaction - INFO - Epoch [85][760/792] lr: 3.750e-05, eta: 3:15:04, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9510, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.5530, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 16:32:53,845 - mmaction - INFO - Epoch [85][760/792] lr: 3.750e-05, eta: 3:15:06, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9510, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.5584, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-18 16:33:13,346 - mmaction - INFO - Epoch [85][780/792] lr: 3.750e-05, eta: 3:14:45, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9573, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.6397, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-18 16:33:13,754 - mmaction - INFO - Epoch [85][780/792] lr: 3.750e-05, eta: 3:14:47, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9573, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.6361, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-18 16:33:28,502 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-10-18 16:34:48,517 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 16:34:48,634 - mmaction - INFO - top1_acc 0.7869 top5_acc 0.9353 2020-10-18 16:34:48,634 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 16:34:48,657 - mmaction - INFO - mean_acc 0.7873 2020-10-18 16:34:48,657 - mmaction - INFO - Now best checkpoint is epoch_85.pth 2020-10-18 16:34:48,671 - mmaction - INFO - Epoch(val) [85][792] top1_acc: 0.7869, top5_acc: 0.9353, mean_class_accuracy: 0.7873 2020-10-18 16:37:24,067 - mmaction - INFO - Epoch [86][20/792] lr: 3.750e-05, eta: 3:14:11, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9490, loss_cls: 0.6366, loss: 0.6366, grad_norm: 4.5839, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5846, loss/aux0: 0.5846 2020-10-18 16:37:24,489 - mmaction - INFO - Epoch [86][20/792] lr: 3.750e-05, eta: 3:14:13, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9490, loss_cls: 0.6366, loss: 0.6366, grad_norm: 4.6185, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9543, loss_cls/aux0: 0.5828, loss/aux0: 0.5828 2020-10-18 16:37:43,867 - mmaction - INFO - Epoch [86][40/792] lr: 3.750e-05, eta: 3:13:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6228, loss: 0.6228, grad_norm: 4.4926, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-18 16:37:44,275 - mmaction - INFO - Epoch [86][40/792] lr: 3.750e-05, eta: 3:13:53, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6228, loss: 0.6228, grad_norm: 4.4985, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-18 16:38:03,780 - mmaction - INFO - Epoch [86][60/792] lr: 3.750e-05, eta: 3:13:32, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9495, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.6863, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5849, loss/aux0: 0.5849 2020-10-18 16:38:04,189 - mmaction - INFO - Epoch [86][60/792] lr: 3.750e-05, eta: 3:13:34, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9495, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.6798, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5846, loss/aux0: 0.5846 2020-10-18 16:38:23,685 - mmaction - INFO - Epoch [86][80/792] lr: 3.750e-05, eta: 3:13:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9531, loss_cls: 0.6295, loss: 0.6295, grad_norm: 4.6248, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 16:38:24,098 - mmaction - INFO - Epoch [86][80/792] lr: 3.750e-05, eta: 3:13:14, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9531, loss_cls: 0.6295, loss: 0.6295, grad_norm: 4.6259, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6057, loss/aux0: 0.6057 2020-10-18 16:38:43,604 - mmaction - INFO - Epoch [86][100/792] lr: 3.750e-05, eta: 3:12:53, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9510, loss_cls: 0.6090, loss: 0.6090, grad_norm: 4.4798, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 16:38:44,011 - mmaction - INFO - Epoch [86][100/792] lr: 3.750e-05, eta: 3:12:55, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9510, loss_cls: 0.6090, loss: 0.6090, grad_norm: 4.4839, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-18 16:39:03,738 - mmaction - INFO - Epoch [86][120/792] lr: 3.750e-05, eta: 3:12:33, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9536, loss_cls: 0.6403, loss: 0.6403, grad_norm: 4.6009, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5887, loss/aux0: 0.5887 2020-10-18 16:39:04,155 - mmaction - INFO - Epoch [86][120/792] lr: 3.750e-05, eta: 3:12:35, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9536, loss_cls: 0.6403, loss: 0.6403, grad_norm: 4.5953, top1_acc/aux0: 0.8439, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5878, loss/aux0: 0.5878 2020-10-18 16:39:23,661 - mmaction - INFO - Epoch [86][140/792] lr: 3.750e-05, eta: 3:12:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9432, loss_cls: 0.6574, loss: 0.6574, grad_norm: 4.5361, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-18 16:39:24,076 - mmaction - INFO - Epoch [86][140/792] lr: 3.750e-05, eta: 3:12:15, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9432, loss_cls: 0.6574, loss: 0.6574, grad_norm: 4.5591, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 16:39:43,655 - mmaction - INFO - Epoch [86][160/792] lr: 3.750e-05, eta: 3:11:54, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9500, loss_cls: 0.6357, loss: 0.6357, grad_norm: 4.6703, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-18 16:39:44,061 - mmaction - INFO - Epoch [86][160/792] lr: 3.750e-05, eta: 3:11:56, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9500, loss_cls: 0.6357, loss: 0.6357, grad_norm: 4.6693, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-18 16:40:03,633 - mmaction - INFO - Epoch [86][180/792] lr: 3.750e-05, eta: 3:11:34, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9479, loss_cls: 0.6560, loss: 0.6560, grad_norm: 4.5261, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-18 16:40:04,039 - mmaction - INFO - Epoch [86][180/792] lr: 3.750e-05, eta: 3:11:36, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9479, loss_cls: 0.6560, loss: 0.6560, grad_norm: 4.5096, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 16:40:23,523 - mmaction - INFO - Epoch [86][200/792] lr: 3.750e-05, eta: 3:11:15, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9490, loss_cls: 0.6165, loss: 0.6165, grad_norm: 4.6545, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 16:40:23,944 - mmaction - INFO - Epoch [86][200/792] lr: 3.750e-05, eta: 3:11:17, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9490, loss_cls: 0.6165, loss: 0.6165, grad_norm: 4.6345, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 16:40:43,437 - mmaction - INFO - Epoch [86][220/792] lr: 3.750e-05, eta: 3:10:55, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9521, loss_cls: 0.5771, loss: 0.5771, grad_norm: 4.5158, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 16:40:43,851 - mmaction - INFO - Epoch [86][220/792] lr: 3.750e-05, eta: 3:10:57, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9521, loss_cls: 0.5771, loss: 0.5771, grad_norm: 4.5376, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6023, loss/aux0: 0.6023 2020-10-18 16:41:03,283 - mmaction - INFO - Epoch [86][240/792] lr: 3.750e-05, eta: 3:10:36, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9594, loss_cls: 0.5623, loss: 0.5623, grad_norm: 4.5902, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6026, loss/aux0: 0.6026 2020-10-18 16:41:03,691 - mmaction - INFO - Epoch [86][240/792] lr: 3.750e-05, eta: 3:10:37, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9594, loss_cls: 0.5623, loss: 0.5623, grad_norm: 4.5729, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-18 16:41:23,176 - mmaction - INFO - Epoch [86][260/792] lr: 3.750e-05, eta: 3:10:16, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9411, loss_cls: 0.6914, loss: 0.6914, grad_norm: 4.7890, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-18 16:41:23,591 - mmaction - INFO - Epoch [86][260/792] lr: 3.750e-05, eta: 3:10:18, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9411, loss_cls: 0.6914, loss: 0.6914, grad_norm: 4.7141, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-18 16:41:43,088 - mmaction - INFO - Epoch [86][280/792] lr: 3.750e-05, eta: 3:09:56, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9448, loss_cls: 0.6495, loss: 0.6495, grad_norm: 4.7504, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5942, loss/aux0: 0.5942 2020-10-18 16:41:43,493 - mmaction - INFO - Epoch [86][280/792] lr: 3.750e-05, eta: 3:09:58, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9448, loss_cls: 0.6495, loss: 0.6495, grad_norm: 4.7520, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-18 16:42:02,878 - mmaction - INFO - Epoch [86][300/792] lr: 3.750e-05, eta: 3:09:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9521, loss_cls: 0.6310, loss: 0.6310, grad_norm: 4.6107, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.6079, loss/aux0: 0.6079 2020-10-18 16:42:03,305 - mmaction - INFO - Epoch [86][300/792] lr: 3.750e-05, eta: 3:09:38, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9521, loss_cls: 0.6310, loss: 0.6310, grad_norm: 4.6444, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.6098, loss/aux0: 0.6098 2020-10-18 16:42:22,715 - mmaction - INFO - Epoch [86][320/792] lr: 3.750e-05, eta: 3:09:17, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9479, loss_cls: 0.6386, loss: 0.6386, grad_norm: 4.5709, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 16:42:23,184 - mmaction - INFO - Epoch [86][320/792] lr: 3.750e-05, eta: 3:09:19, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9479, loss_cls: 0.6386, loss: 0.6386, grad_norm: 4.5847, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 16:42:42,657 - mmaction - INFO - Epoch [86][340/792] lr: 3.750e-05, eta: 3:08:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9495, loss_cls: 0.6565, loss: 0.6565, grad_norm: 4.6719, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-18 16:42:43,059 - mmaction - INFO - Epoch [86][340/792] lr: 3.750e-05, eta: 3:08:59, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9495, loss_cls: 0.6565, loss: 0.6565, grad_norm: 4.5967, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-18 16:43:02,556 - mmaction - INFO - Epoch [86][360/792] lr: 3.750e-05, eta: 3:08:38, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9432, loss_cls: 0.6365, loss: 0.6365, grad_norm: 4.5081, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5824, loss/aux0: 0.5824 2020-10-18 16:43:02,967 - mmaction - INFO - Epoch [86][360/792] lr: 3.750e-05, eta: 3:08:40, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9432, loss_cls: 0.6365, loss: 0.6365, grad_norm: 4.5155, top1_acc/aux0: 0.8439, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-18 16:43:22,394 - mmaction - INFO - Epoch [86][380/792] lr: 3.750e-05, eta: 3:08:18, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9448, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.6067, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5918, loss/aux0: 0.5918 2020-10-18 16:43:22,819 - mmaction - INFO - Epoch [86][380/792] lr: 3.750e-05, eta: 3:08:20, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9448, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.5841, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5901, loss/aux0: 0.5901 2020-10-18 16:43:42,365 - mmaction - INFO - Epoch [86][400/792] lr: 3.750e-05, eta: 3:07:59, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6420, loss: 0.6420, grad_norm: 4.5706, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.5925, loss/aux0: 0.5925 2020-10-18 16:43:42,778 - mmaction - INFO - Epoch [86][400/792] lr: 3.750e-05, eta: 3:08:00, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6420, loss: 0.6420, grad_norm: 4.5878, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 16:44:02,348 - mmaction - INFO - Epoch [86][420/792] lr: 3.750e-05, eta: 3:07:39, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9464, loss_cls: 0.6601, loss: 0.6601, grad_norm: 4.6991, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-18 16:44:02,763 - mmaction - INFO - Epoch [86][420/792] lr: 3.750e-05, eta: 3:07:41, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9464, loss_cls: 0.6601, loss: 0.6601, grad_norm: 4.7335, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 16:44:22,297 - mmaction - INFO - Epoch [86][440/792] lr: 3.750e-05, eta: 3:07:19, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9500, loss_cls: 0.5978, loss: 0.5978, grad_norm: 4.5319, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5942, loss/aux0: 0.5942 2020-10-18 16:44:22,715 - mmaction - INFO - Epoch [86][440/792] lr: 3.750e-05, eta: 3:07:21, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9500, loss_cls: 0.5978, loss: 0.5978, grad_norm: 4.5220, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5904, loss/aux0: 0.5904 2020-10-18 16:44:42,286 - mmaction - INFO - Epoch [86][460/792] lr: 3.750e-05, eta: 3:07:00, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9464, loss_cls: 0.6286, loss: 0.6286, grad_norm: 4.5684, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6094, loss/aux0: 0.6094 2020-10-18 16:44:42,750 - mmaction - INFO - Epoch [86][460/792] lr: 3.750e-05, eta: 3:07:02, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9464, loss_cls: 0.6286, loss: 0.6286, grad_norm: 4.5769, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-18 16:45:02,221 - mmaction - INFO - Epoch [86][480/792] lr: 3.750e-05, eta: 3:06:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9536, loss_cls: 0.6031, loss: 0.6031, grad_norm: 4.4796, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-18 16:45:02,638 - mmaction - INFO - Epoch [86][480/792] lr: 3.750e-05, eta: 3:06:42, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9536, loss_cls: 0.6031, loss: 0.6031, grad_norm: 4.4970, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5999, loss/aux0: 0.5999 2020-10-18 16:45:22,135 - mmaction - INFO - Epoch [86][500/792] lr: 3.750e-05, eta: 3:06:21, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9542, loss_cls: 0.6342, loss: 0.6342, grad_norm: 4.5987, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5920, loss/aux0: 0.5920 2020-10-18 16:45:22,546 - mmaction - INFO - Epoch [86][500/792] lr: 3.750e-05, eta: 3:06:22, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9542, loss_cls: 0.6342, loss: 0.6342, grad_norm: 4.6178, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5902, loss/aux0: 0.5902 2020-10-18 16:45:41,970 - mmaction - INFO - Epoch [86][520/792] lr: 3.750e-05, eta: 3:06:01, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9536, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.7046, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5808, loss/aux0: 0.5808 2020-10-18 16:45:42,400 - mmaction - INFO - Epoch [86][520/792] lr: 3.750e-05, eta: 3:06:03, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9536, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.6537, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9560, loss_cls/aux0: 0.5788, loss/aux0: 0.5788 2020-10-18 16:46:01,902 - mmaction - INFO - Epoch [86][540/792] lr: 3.750e-05, eta: 3:05:41, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8563, top5_acc: 0.9604, loss_cls: 0.5778, loss: 0.5778, grad_norm: 4.6588, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-18 16:46:02,325 - mmaction - INFO - Epoch [86][540/792] lr: 3.750e-05, eta: 3:05:43, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8563, top5_acc: 0.9604, loss_cls: 0.5778, loss: 0.5778, grad_norm: 4.6650, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6156, loss/aux0: 0.6156 2020-10-18 16:46:21,747 - mmaction - INFO - Epoch [86][560/792] lr: 3.750e-05, eta: 3:05:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9458, loss_cls: 0.6720, loss: 0.6720, grad_norm: 4.5777, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5912, loss/aux0: 0.5912 2020-10-18 16:46:22,150 - mmaction - INFO - Epoch [86][560/792] lr: 3.750e-05, eta: 3:05:24, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9458, loss_cls: 0.6720, loss: 0.6720, grad_norm: 4.5905, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-18 16:46:41,658 - mmaction - INFO - Epoch [86][580/792] lr: 3.750e-05, eta: 3:05:02, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9495, loss_cls: 0.6038, loss: 0.6038, grad_norm: 4.6600, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 16:46:42,075 - mmaction - INFO - Epoch [86][580/792] lr: 3.750e-05, eta: 3:05:04, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9495, loss_cls: 0.6038, loss: 0.6038, grad_norm: 4.6590, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-18 16:47:01,621 - mmaction - INFO - Epoch [86][600/792] lr: 3.750e-05, eta: 3:04:43, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9464, loss_cls: 0.6737, loss: 0.6737, grad_norm: 4.7744, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-18 16:47:02,028 - mmaction - INFO - Epoch [86][600/792] lr: 3.750e-05, eta: 3:04:44, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9464, loss_cls: 0.6737, loss: 0.6737, grad_norm: 4.7418, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 16:47:21,508 - mmaction - INFO - Epoch [86][620/792] lr: 3.750e-05, eta: 3:04:23, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9354, loss_cls: 0.7128, loss: 0.7128, grad_norm: 4.6838, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-18 16:47:21,916 - mmaction - INFO - Epoch [86][620/792] lr: 3.750e-05, eta: 3:04:25, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9354, loss_cls: 0.7128, loss: 0.7128, grad_norm: 4.6696, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-18 16:47:41,462 - mmaction - INFO - Epoch [86][640/792] lr: 3.750e-05, eta: 3:04:03, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9500, loss_cls: 0.6440, loss: 0.6440, grad_norm: 4.5744, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5926, loss/aux0: 0.5926 2020-10-18 16:47:41,869 - mmaction - INFO - Epoch [86][640/792] lr: 3.750e-05, eta: 3:04:05, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9500, loss_cls: 0.6440, loss: 0.6440, grad_norm: 4.5886, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-18 16:48:01,398 - mmaction - INFO - Epoch [86][660/792] lr: 3.750e-05, eta: 3:03:44, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9510, loss_cls: 0.6093, loss: 0.6093, grad_norm: 4.6056, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 16:48:01,828 - mmaction - INFO - Epoch [86][660/792] lr: 3.750e-05, eta: 3:03:45, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9510, loss_cls: 0.6093, loss: 0.6093, grad_norm: 4.5882, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-18 16:48:21,342 - mmaction - INFO - Epoch [86][680/792] lr: 3.750e-05, eta: 3:03:24, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9474, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.6422, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5939, loss/aux0: 0.5939 2020-10-18 16:48:21,759 - mmaction - INFO - Epoch [86][680/792] lr: 3.750e-05, eta: 3:03:26, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9474, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.6156, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-18 16:48:41,334 - mmaction - INFO - Epoch [86][700/792] lr: 3.750e-05, eta: 3:03:05, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9521, loss_cls: 0.6330, loss: 0.6330, grad_norm: 4.7635, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.5914, loss/aux0: 0.5914 2020-10-18 16:48:41,748 - mmaction - INFO - Epoch [86][700/792] lr: 3.750e-05, eta: 3:03:06, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9521, loss_cls: 0.6330, loss: 0.6330, grad_norm: 4.7644, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.5927, loss/aux0: 0.5927 2020-10-18 16:49:01,312 - mmaction - INFO - Epoch [86][720/792] lr: 3.750e-05, eta: 3:02:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9526, loss_cls: 0.6015, loss: 0.6015, grad_norm: 4.6615, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-18 16:49:01,729 - mmaction - INFO - Epoch [86][720/792] lr: 3.750e-05, eta: 3:02:47, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9526, loss_cls: 0.6015, loss: 0.6015, grad_norm: 4.6197, top1_acc/aux0: 0.8321, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 16:49:21,086 - mmaction - INFO - Epoch [86][740/792] lr: 3.750e-05, eta: 3:02:25, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9484, loss_cls: 0.5962, loss: 0.5962, grad_norm: 4.6567, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-18 16:49:21,528 - mmaction - INFO - Epoch [86][740/792] lr: 3.750e-05, eta: 3:02:27, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9484, loss_cls: 0.5962, loss: 0.5962, grad_norm: 4.6416, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 16:49:41,087 - mmaction - INFO - Epoch [86][760/792] lr: 3.750e-05, eta: 3:02:06, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9557, loss_cls: 0.6112, loss: 0.6112, grad_norm: 4.6398, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9543, loss_cls/aux0: 0.5839, loss/aux0: 0.5839 2020-10-18 16:49:41,503 - mmaction - INFO - Epoch [86][760/792] lr: 3.750e-05, eta: 3:02:08, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9557, loss_cls: 0.6112, loss: 0.6112, grad_norm: 4.6965, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-18 16:50:00,956 - mmaction - INFO - Epoch [86][780/792] lr: 3.750e-05, eta: 3:01:46, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9469, loss_cls: 0.6645, loss: 0.6645, grad_norm: 4.6755, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-18 16:50:01,412 - mmaction - INFO - Epoch [86][780/792] lr: 3.750e-05, eta: 3:01:48, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9469, loss_cls: 0.6645, loss: 0.6645, grad_norm: 4.6764, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 16:50:14,271 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-10-18 16:52:50,653 - mmaction - INFO - Epoch [87][20/792] lr: 3.750e-05, eta: 3:01:13, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.6043, loss: 0.6043, grad_norm: 4.5240, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-18 16:52:51,063 - mmaction - INFO - Epoch [87][20/792] lr: 3.750e-05, eta: 3:01:15, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.6043, loss: 0.6043, grad_norm: 4.4986, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9444, loss_cls/aux0: 0.6253, loss/aux0: 0.6253 2020-10-18 16:53:10,567 - mmaction - INFO - Epoch [87][40/792] lr: 3.750e-05, eta: 3:00:53, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9510, loss_cls: 0.5964, loss: 0.5964, grad_norm: 4.4801, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-18 16:53:10,996 - mmaction - INFO - Epoch [87][40/792] lr: 3.750e-05, eta: 3:00:55, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9510, loss_cls: 0.5964, loss: 0.5964, grad_norm: 4.5114, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-18 16:53:30,385 - mmaction - INFO - Epoch [87][60/792] lr: 3.750e-05, eta: 3:00:34, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9479, loss_cls: 0.6236, loss: 0.6236, grad_norm: 4.7153, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-18 16:53:30,792 - mmaction - INFO - Epoch [87][60/792] lr: 3.750e-05, eta: 3:00:35, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9479, loss_cls: 0.6236, loss: 0.6236, grad_norm: 4.6995, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-18 16:53:50,275 - mmaction - INFO - Epoch [87][80/792] lr: 3.750e-05, eta: 3:00:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9464, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.6659, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-18 16:53:50,678 - mmaction - INFO - Epoch [87][80/792] lr: 3.750e-05, eta: 3:00:16, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9464, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.6503, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-18 16:54:10,214 - mmaction - INFO - Epoch [87][100/792] lr: 3.750e-05, eta: 2:59:54, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9417, loss_cls: 0.6528, loss: 0.6528, grad_norm: 4.5926, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-18 16:54:10,627 - mmaction - INFO - Epoch [87][100/792] lr: 3.750e-05, eta: 2:59:56, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9417, loss_cls: 0.6528, loss: 0.6528, grad_norm: 4.6195, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-18 16:54:30,254 - mmaction - INFO - Epoch [87][120/792] lr: 3.750e-05, eta: 2:59:35, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8609, top5_acc: 0.9464, loss_cls: 0.5801, loss: 0.5801, grad_norm: 4.4976, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5872, loss/aux0: 0.5872 2020-10-18 16:54:30,661 - mmaction - INFO - Epoch [87][120/792] lr: 3.750e-05, eta: 2:59:36, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8609, top5_acc: 0.9464, loss_cls: 0.5801, loss: 0.5801, grad_norm: 4.4528, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-18 16:54:50,293 - mmaction - INFO - Epoch [87][140/792] lr: 3.750e-05, eta: 2:59:15, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9427, loss_cls: 0.6563, loss: 0.6563, grad_norm: 4.5460, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-18 16:54:50,697 - mmaction - INFO - Epoch [87][140/792] lr: 3.750e-05, eta: 2:59:17, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9427, loss_cls: 0.6563, loss: 0.6563, grad_norm: 4.5224, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6044, loss/aux0: 0.6044 2020-10-18 16:55:10,252 - mmaction - INFO - Epoch [87][160/792] lr: 3.750e-05, eta: 2:58:56, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9531, loss_cls: 0.6243, loss: 0.6243, grad_norm: 4.6727, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-18 16:55:10,666 - mmaction - INFO - Epoch [87][160/792] lr: 3.750e-05, eta: 2:58:57, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9531, loss_cls: 0.6243, loss: 0.6243, grad_norm: 4.6745, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5904, loss/aux0: 0.5904 2020-10-18 16:55:30,112 - mmaction - INFO - Epoch [87][180/792] lr: 3.750e-05, eta: 2:58:36, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9375, loss_cls: 0.6499, loss: 0.6499, grad_norm: 4.5583, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5759, loss/aux0: 0.5759 2020-10-18 16:55:30,522 - mmaction - INFO - Epoch [87][180/792] lr: 3.750e-05, eta: 2:58:38, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9375, loss_cls: 0.6499, loss: 0.6499, grad_norm: 4.5539, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5815, loss/aux0: 0.5815 2020-10-18 16:55:50,004 - mmaction - INFO - Epoch [87][200/792] lr: 3.750e-05, eta: 2:58:16, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9516, loss_cls: 0.5818, loss: 0.5818, grad_norm: 4.5379, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 16:55:50,421 - mmaction - INFO - Epoch [87][200/792] lr: 3.750e-05, eta: 2:58:18, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9516, loss_cls: 0.5818, loss: 0.5818, grad_norm: 4.5482, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6109, loss/aux0: 0.6109 2020-10-18 16:56:09,896 - mmaction - INFO - Epoch [87][220/792] lr: 3.750e-05, eta: 2:57:57, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9490, loss_cls: 0.6150, loss: 0.6150, grad_norm: 4.7209, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 16:56:10,308 - mmaction - INFO - Epoch [87][220/792] lr: 3.750e-05, eta: 2:57:58, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9490, loss_cls: 0.6150, loss: 0.6150, grad_norm: 4.7350, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 16:56:29,911 - mmaction - INFO - Epoch [87][240/792] lr: 3.750e-05, eta: 2:57:37, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9547, loss_cls: 0.6028, loss: 0.6028, grad_norm: 4.6480, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-18 16:56:30,320 - mmaction - INFO - Epoch [87][240/792] lr: 3.750e-05, eta: 2:57:39, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9547, loss_cls: 0.6028, loss: 0.6028, grad_norm: 4.6616, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6250, loss/aux0: 0.6250 2020-10-18 16:56:49,759 - mmaction - INFO - Epoch [87][260/792] lr: 3.750e-05, eta: 2:57:18, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8573, top5_acc: 0.9516, loss_cls: 0.5965, loss: 0.5965, grad_norm: 4.3408, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5866, loss/aux0: 0.5866 2020-10-18 16:56:50,176 - mmaction - INFO - Epoch [87][260/792] lr: 3.750e-05, eta: 2:57:19, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8573, top5_acc: 0.9516, loss_cls: 0.5965, loss: 0.5965, grad_norm: 4.3463, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5843, loss/aux0: 0.5843 2020-10-18 16:57:09,669 - mmaction - INFO - Epoch [87][280/792] lr: 3.750e-05, eta: 2:56:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9427, loss_cls: 0.6396, loss: 0.6396, grad_norm: 4.6234, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6207, loss/aux0: 0.6207 2020-10-18 16:57:10,087 - mmaction - INFO - Epoch [87][280/792] lr: 3.750e-05, eta: 2:57:00, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9427, loss_cls: 0.6396, loss: 0.6396, grad_norm: 4.6043, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6274, loss/aux0: 0.6274 2020-10-18 16:57:29,588 - mmaction - INFO - Epoch [87][300/792] lr: 3.750e-05, eta: 2:56:38, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9469, loss_cls: 0.6288, loss: 0.6288, grad_norm: 4.6466, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6270, loss/aux0: 0.6270 2020-10-18 16:57:29,994 - mmaction - INFO - Epoch [87][300/792] lr: 3.750e-05, eta: 2:56:40, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9469, loss_cls: 0.6288, loss: 0.6288, grad_norm: 4.6483, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6252, loss/aux0: 0.6252 2020-10-18 16:57:49,602 - mmaction - INFO - Epoch [87][320/792] lr: 3.750e-05, eta: 2:56:19, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9469, loss_cls: 0.6687, loss: 0.6687, grad_norm: 4.5978, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-18 16:57:50,021 - mmaction - INFO - Epoch [87][320/792] lr: 3.750e-05, eta: 2:56:20, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9469, loss_cls: 0.6687, loss: 0.6687, grad_norm: 4.6187, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-18 16:58:09,542 - mmaction - INFO - Epoch [87][340/792] lr: 3.750e-05, eta: 2:55:59, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9510, loss_cls: 0.6043, loss: 0.6043, grad_norm: 4.6100, top1_acc/aux0: 0.8451, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5828, loss/aux0: 0.5828 2020-10-18 16:58:09,947 - mmaction - INFO - Epoch [87][340/792] lr: 3.750e-05, eta: 2:56:01, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9510, loss_cls: 0.6043, loss: 0.6043, grad_norm: 4.5835, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5852, loss/aux0: 0.5852 2020-10-18 16:58:29,501 - mmaction - INFO - Epoch [87][360/792] lr: 3.750e-05, eta: 2:55:40, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9516, loss_cls: 0.6256, loss: 0.6256, grad_norm: 4.6184, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 16:58:29,935 - mmaction - INFO - Epoch [87][360/792] lr: 3.750e-05, eta: 2:55:41, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9516, loss_cls: 0.6256, loss: 0.6256, grad_norm: 4.5994, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-18 16:58:49,352 - mmaction - INFO - Epoch [87][380/792] lr: 3.750e-05, eta: 2:55:20, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9516, loss_cls: 0.6071, loss: 0.6071, grad_norm: 4.5066, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-18 16:58:49,784 - mmaction - INFO - Epoch [87][380/792] lr: 3.750e-05, eta: 2:55:21, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9516, loss_cls: 0.6071, loss: 0.6071, grad_norm: 4.5233, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-18 16:59:09,185 - mmaction - INFO - Epoch [87][400/792] lr: 3.750e-05, eta: 2:55:00, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9448, loss_cls: 0.6244, loss: 0.6244, grad_norm: 4.5157, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-18 16:59:09,597 - mmaction - INFO - Epoch [87][400/792] lr: 3.750e-05, eta: 2:55:02, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9448, loss_cls: 0.6244, loss: 0.6244, grad_norm: 4.4961, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-18 16:59:29,131 - mmaction - INFO - Epoch [87][420/792] lr: 3.750e-05, eta: 2:54:41, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9411, loss_cls: 0.6788, loss: 0.6788, grad_norm: 4.5391, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5927, loss/aux0: 0.5927 2020-10-18 16:59:29,532 - mmaction - INFO - Epoch [87][420/792] lr: 3.750e-05, eta: 2:54:42, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9411, loss_cls: 0.6788, loss: 0.6788, grad_norm: 4.5402, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5952, loss/aux0: 0.5952 2020-10-18 16:59:49,009 - mmaction - INFO - Epoch [87][440/792] lr: 3.750e-05, eta: 2:54:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9495, loss_cls: 0.6473, loss: 0.6473, grad_norm: 4.7707, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9546, loss_cls/aux0: 0.5949, loss/aux0: 0.5949 2020-10-18 16:59:49,436 - mmaction - INFO - Epoch [87][440/792] lr: 3.750e-05, eta: 2:54:23, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9495, loss_cls: 0.6473, loss: 0.6473, grad_norm: 4.7925, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-18 17:00:09,090 - mmaction - INFO - Epoch [87][460/792] lr: 3.750e-05, eta: 2:54:01, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9406, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.6682, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-18 17:00:09,496 - mmaction - INFO - Epoch [87][460/792] lr: 3.750e-05, eta: 2:54:03, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9406, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.6928, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-18 17:00:28,997 - mmaction - INFO - Epoch [87][480/792] lr: 3.750e-05, eta: 2:53:42, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9427, loss_cls: 0.6233, loss: 0.6233, grad_norm: 4.6704, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 17:00:29,424 - mmaction - INFO - Epoch [87][480/792] lr: 3.750e-05, eta: 2:53:43, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9427, loss_cls: 0.6233, loss: 0.6233, grad_norm: 4.6663, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 17:00:49,042 - mmaction - INFO - Epoch [87][500/792] lr: 3.750e-05, eta: 2:53:22, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9500, loss_cls: 0.6250, loss: 0.6250, grad_norm: 4.6436, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-18 17:00:49,450 - mmaction - INFO - Epoch [87][500/792] lr: 3.750e-05, eta: 2:53:24, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9500, loss_cls: 0.6250, loss: 0.6250, grad_norm: 4.6420, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5938, loss/aux0: 0.5938 2020-10-18 17:01:09,046 - mmaction - INFO - Epoch [87][520/792] lr: 3.750e-05, eta: 2:53:03, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9458, loss_cls: 0.6711, loss: 0.6711, grad_norm: 4.5155, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-18 17:01:09,465 - mmaction - INFO - Epoch [87][520/792] lr: 3.750e-05, eta: 2:53:04, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9458, loss_cls: 0.6711, loss: 0.6711, grad_norm: 4.5628, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-18 17:01:28,841 - mmaction - INFO - Epoch [87][540/792] lr: 3.750e-05, eta: 2:52:43, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9521, loss_cls: 0.6416, loss: 0.6416, grad_norm: 4.6111, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-18 17:01:29,248 - mmaction - INFO - Epoch [87][540/792] lr: 3.750e-05, eta: 2:52:45, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9521, loss_cls: 0.6416, loss: 0.6416, grad_norm: 4.6279, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-18 17:01:48,714 - mmaction - INFO - Epoch [87][560/792] lr: 3.750e-05, eta: 2:52:23, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9448, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.6231, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5844, loss/aux0: 0.5844 2020-10-18 17:01:49,125 - mmaction - INFO - Epoch [87][560/792] lr: 3.750e-05, eta: 2:52:25, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9448, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.6314, top1_acc/aux0: 0.8460, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5868, loss/aux0: 0.5868 2020-10-18 17:02:08,627 - mmaction - INFO - Epoch [87][580/792] lr: 3.750e-05, eta: 2:52:04, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9411, loss_cls: 0.6652, loss: 0.6652, grad_norm: 4.5848, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-18 17:02:09,039 - mmaction - INFO - Epoch [87][580/792] lr: 3.750e-05, eta: 2:52:05, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9411, loss_cls: 0.6652, loss: 0.6652, grad_norm: 4.5996, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 17:02:28,614 - mmaction - INFO - Epoch [87][600/792] lr: 3.750e-05, eta: 2:51:44, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9479, loss_cls: 0.6112, loss: 0.6112, grad_norm: 4.6607, top1_acc/aux0: 0.8301, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6364, loss/aux0: 0.6364 2020-10-18 17:02:29,033 - mmaction - INFO - Epoch [87][600/792] lr: 3.750e-05, eta: 2:51:46, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9479, loss_cls: 0.6112, loss: 0.6112, grad_norm: 4.6505, top1_acc/aux0: 0.8296, top5_acc/aux0: 0.9460, loss_cls/aux0: 0.6380, loss/aux0: 0.6380 2020-10-18 17:02:48,473 - mmaction - INFO - Epoch [87][620/792] lr: 3.750e-05, eta: 2:51:25, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9516, loss_cls: 0.6104, loss: 0.6104, grad_norm: 4.6892, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6207, loss/aux0: 0.6207 2020-10-18 17:02:48,892 - mmaction - INFO - Epoch [87][620/792] lr: 3.750e-05, eta: 2:51:26, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9516, loss_cls: 0.6104, loss: 0.6104, grad_norm: 4.6426, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 17:03:08,225 - mmaction - INFO - Epoch [87][640/792] lr: 3.750e-05, eta: 2:51:05, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9422, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.5017, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-18 17:03:08,630 - mmaction - INFO - Epoch [87][640/792] lr: 3.750e-05, eta: 2:51:07, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9422, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.4898, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-18 17:03:28,106 - mmaction - INFO - Epoch [87][660/792] lr: 3.750e-05, eta: 2:50:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9547, loss_cls: 0.5968, loss: 0.5968, grad_norm: 4.5361, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5897, loss/aux0: 0.5897 2020-10-18 17:03:28,525 - mmaction - INFO - Epoch [87][660/792] lr: 3.750e-05, eta: 2:50:47, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9547, loss_cls: 0.5968, loss: 0.5968, grad_norm: 4.5439, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5933, loss/aux0: 0.5933 2020-10-18 17:03:47,939 - mmaction - INFO - Epoch [87][680/792] lr: 3.750e-05, eta: 2:50:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9495, loss_cls: 0.6402, loss: 0.6402, grad_norm: 4.6302, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-18 17:03:48,367 - mmaction - INFO - Epoch [87][680/792] lr: 3.750e-05, eta: 2:50:27, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9495, loss_cls: 0.6402, loss: 0.6402, grad_norm: 4.6440, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6110, loss/aux0: 0.6110 2020-10-18 17:04:07,826 - mmaction - INFO - Epoch [87][700/792] lr: 3.750e-05, eta: 2:50:06, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9495, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.6913, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 17:04:08,235 - mmaction - INFO - Epoch [87][700/792] lr: 3.750e-05, eta: 2:50:08, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9495, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.7311, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 17:04:27,865 - mmaction - INFO - Epoch [87][720/792] lr: 3.750e-05, eta: 2:49:47, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9443, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.7641, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 17:04:28,284 - mmaction - INFO - Epoch [87][720/792] lr: 3.750e-05, eta: 2:49:48, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9443, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.7333, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-18 17:04:47,774 - mmaction - INFO - Epoch [87][740/792] lr: 3.750e-05, eta: 2:49:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9531, loss_cls: 0.5862, loss: 0.5862, grad_norm: 4.6428, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6142, loss/aux0: 0.6142 2020-10-18 17:04:48,177 - mmaction - INFO - Epoch [87][740/792] lr: 3.750e-05, eta: 2:49:28, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9531, loss_cls: 0.5862, loss: 0.5862, grad_norm: 4.6168, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 17:05:07,797 - mmaction - INFO - Epoch [87][760/792] lr: 3.750e-05, eta: 2:49:07, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9557, loss_cls: 0.6039, loss: 0.6039, grad_norm: 4.4769, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5838, loss/aux0: 0.5838 2020-10-18 17:05:08,203 - mmaction - INFO - Epoch [87][760/792] lr: 3.750e-05, eta: 2:49:09, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9557, loss_cls: 0.6039, loss: 0.6039, grad_norm: 4.4715, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5828, loss/aux0: 0.5828 2020-10-18 17:05:27,848 - mmaction - INFO - Epoch [87][780/792] lr: 3.750e-05, eta: 2:48:48, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9500, loss_cls: 0.6346, loss: 0.6346, grad_norm: 4.5982, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5910, loss/aux0: 0.5910 2020-10-18 17:05:28,282 - mmaction - INFO - Epoch [87][780/792] lr: 3.750e-05, eta: 2:48:49, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9500, loss_cls: 0.6346, loss: 0.6346, grad_norm: 4.6218, top1_acc/aux0: 0.8451, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5897, loss/aux0: 0.5897 2020-10-18 17:05:41,364 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-10-18 17:08:31,524 - mmaction - INFO - Epoch [88][20/792] lr: 3.750e-05, eta: 2:48:15, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9479, loss_cls: 0.5945, loss: 0.5945, grad_norm: 4.6810, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 17:08:31,938 - mmaction - INFO - Epoch [88][20/792] lr: 3.750e-05, eta: 2:48:16, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9479, loss_cls: 0.5945, loss: 0.5945, grad_norm: 4.6975, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-18 17:08:51,362 - mmaction - INFO - Epoch [88][40/792] lr: 3.750e-05, eta: 2:47:55, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9474, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.5897, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-18 17:08:51,782 - mmaction - INFO - Epoch [88][40/792] lr: 3.750e-05, eta: 2:47:56, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9474, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.5696, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-18 17:09:11,310 - mmaction - INFO - Epoch [88][60/792] lr: 3.750e-05, eta: 2:47:35, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9464, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.5491, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5879, loss/aux0: 0.5879 2020-10-18 17:09:11,725 - mmaction - INFO - Epoch [88][60/792] lr: 3.750e-05, eta: 2:47:37, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9464, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.5376, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-18 17:09:31,164 - mmaction - INFO - Epoch [88][80/792] lr: 3.750e-05, eta: 2:47:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9568, loss_cls: 0.5813, loss: 0.5813, grad_norm: 4.5430, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-18 17:09:31,570 - mmaction - INFO - Epoch [88][80/792] lr: 3.750e-05, eta: 2:47:17, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9568, loss_cls: 0.5813, loss: 0.5813, grad_norm: 4.5211, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 17:09:51,128 - mmaction - INFO - Epoch [88][100/792] lr: 3.750e-05, eta: 2:46:56, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9417, loss_cls: 0.6570, loss: 0.6570, grad_norm: 4.5281, top1_acc/aux0: 0.8483, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5711, loss/aux0: 0.5711 2020-10-18 17:09:51,536 - mmaction - INFO - Epoch [88][100/792] lr: 3.750e-05, eta: 2:46:58, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9417, loss_cls: 0.6570, loss: 0.6570, grad_norm: 4.5227, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5777, loss/aux0: 0.5777 2020-10-18 17:10:11,011 - mmaction - INFO - Epoch [88][120/792] lr: 3.750e-05, eta: 2:46:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9495, loss_cls: 0.6304, loss: 0.6304, grad_norm: 4.5943, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-18 17:10:11,460 - mmaction - INFO - Epoch [88][120/792] lr: 3.750e-05, eta: 2:46:38, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9495, loss_cls: 0.6304, loss: 0.6304, grad_norm: 4.5990, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 17:10:30,980 - mmaction - INFO - Epoch [88][140/792] lr: 3.750e-05, eta: 2:46:17, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9573, loss_cls: 0.5913, loss: 0.5913, grad_norm: 4.5193, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5939, loss/aux0: 0.5939 2020-10-18 17:10:31,401 - mmaction - INFO - Epoch [88][140/792] lr: 3.750e-05, eta: 2:46:18, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9573, loss_cls: 0.5913, loss: 0.5913, grad_norm: 4.5340, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-18 17:10:50,929 - mmaction - INFO - Epoch [88][160/792] lr: 3.750e-05, eta: 2:45:57, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9484, loss_cls: 0.6064, loss: 0.6064, grad_norm: 4.3832, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6022, loss/aux0: 0.6022 2020-10-18 17:10:51,341 - mmaction - INFO - Epoch [88][160/792] lr: 3.750e-05, eta: 2:45:59, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9484, loss_cls: 0.6064, loss: 0.6064, grad_norm: 4.4058, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-18 17:11:10,833 - mmaction - INFO - Epoch [88][180/792] lr: 3.750e-05, eta: 2:45:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9510, loss_cls: 0.6339, loss: 0.6339, grad_norm: 4.7603, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-18 17:11:11,264 - mmaction - INFO - Epoch [88][180/792] lr: 3.750e-05, eta: 2:45:39, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9510, loss_cls: 0.6339, loss: 0.6339, grad_norm: 4.7212, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6276, loss/aux0: 0.6276 2020-10-18 17:11:30,890 - mmaction - INFO - Epoch [88][200/792] lr: 3.750e-05, eta: 2:45:18, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9469, loss_cls: 0.6377, loss: 0.6377, grad_norm: 4.6040, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 17:11:31,320 - mmaction - INFO - Epoch [88][200/792] lr: 3.750e-05, eta: 2:45:20, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9469, loss_cls: 0.6377, loss: 0.6377, grad_norm: 4.5669, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 17:11:50,765 - mmaction - INFO - Epoch [88][220/792] lr: 3.750e-05, eta: 2:44:59, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9453, loss_cls: 0.6469, loss: 0.6469, grad_norm: 4.7803, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5952, loss/aux0: 0.5952 2020-10-18 17:11:51,205 - mmaction - INFO - Epoch [88][220/792] lr: 3.750e-05, eta: 2:45:00, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9453, loss_cls: 0.6469, loss: 0.6469, grad_norm: 4.7442, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 17:12:10,674 - mmaction - INFO - Epoch [88][240/792] lr: 3.750e-05, eta: 2:44:39, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9349, loss_cls: 0.6736, loss: 0.6736, grad_norm: 4.4877, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-18 17:12:11,089 - mmaction - INFO - Epoch [88][240/792] lr: 3.750e-05, eta: 2:44:40, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9349, loss_cls: 0.6736, loss: 0.6736, grad_norm: 4.4886, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5843, loss/aux0: 0.5843 2020-10-18 17:12:30,420 - mmaction - INFO - Epoch [88][260/792] lr: 3.750e-05, eta: 2:44:19, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9547, loss_cls: 0.6020, loss: 0.6020, grad_norm: 4.5755, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 17:12:30,832 - mmaction - INFO - Epoch [88][260/792] lr: 3.750e-05, eta: 2:44:21, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9547, loss_cls: 0.6020, loss: 0.6020, grad_norm: 4.5561, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-18 17:12:50,360 - mmaction - INFO - Epoch [88][280/792] lr: 3.750e-05, eta: 2:44:00, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9495, loss_cls: 0.6032, loss: 0.6032, grad_norm: 4.4849, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5832, loss/aux0: 0.5832 2020-10-18 17:12:50,778 - mmaction - INFO - Epoch [88][280/792] lr: 3.750e-05, eta: 2:44:01, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9495, loss_cls: 0.6032, loss: 0.6032, grad_norm: 4.4589, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5852, loss/aux0: 0.5852 2020-10-18 17:13:10,254 - mmaction - INFO - Epoch [88][300/792] lr: 3.750e-05, eta: 2:43:40, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9453, loss_cls: 0.6537, loss: 0.6537, grad_norm: 4.6488, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 17:13:10,684 - mmaction - INFO - Epoch [88][300/792] lr: 3.750e-05, eta: 2:43:41, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9453, loss_cls: 0.6537, loss: 0.6537, grad_norm: 4.6205, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5933, loss/aux0: 0.5933 2020-10-18 17:13:30,196 - mmaction - INFO - Epoch [88][320/792] lr: 3.750e-05, eta: 2:43:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9359, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.6300, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 17:13:30,616 - mmaction - INFO - Epoch [88][320/792] lr: 3.750e-05, eta: 2:43:22, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9359, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.6646, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 17:13:50,088 - mmaction - INFO - Epoch [88][340/792] lr: 3.750e-05, eta: 2:43:01, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9500, loss_cls: 0.6218, loss: 0.6218, grad_norm: 4.4658, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-18 17:13:50,498 - mmaction - INFO - Epoch [88][340/792] lr: 3.750e-05, eta: 2:43:02, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9500, loss_cls: 0.6218, loss: 0.6218, grad_norm: 4.4429, top1_acc/aux0: 0.8452, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5747, loss/aux0: 0.5747 2020-10-18 17:14:09,982 - mmaction - INFO - Epoch [88][360/792] lr: 3.750e-05, eta: 2:42:41, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9453, loss_cls: 0.6410, loss: 0.6410, grad_norm: 4.5776, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.5970, loss/aux0: 0.5970 2020-10-18 17:14:10,415 - mmaction - INFO - Epoch [88][360/792] lr: 3.750e-05, eta: 2:42:43, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9453, loss_cls: 0.6410, loss: 0.6410, grad_norm: 4.5680, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-18 17:14:29,872 - mmaction - INFO - Epoch [88][380/792] lr: 3.750e-05, eta: 2:42:22, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9521, loss_cls: 0.5930, loss: 0.5930, grad_norm: 4.5642, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5896, loss/aux0: 0.5896 2020-10-18 17:14:30,301 - mmaction - INFO - Epoch [88][380/792] lr: 3.750e-05, eta: 2:42:23, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9521, loss_cls: 0.5930, loss: 0.5930, grad_norm: 4.5911, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-18 17:14:49,800 - mmaction - INFO - Epoch [88][400/792] lr: 3.750e-05, eta: 2:42:02, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9516, loss_cls: 0.6155, loss: 0.6155, grad_norm: 4.5994, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5915, loss/aux0: 0.5915 2020-10-18 17:14:50,214 - mmaction - INFO - Epoch [88][400/792] lr: 3.750e-05, eta: 2:42:03, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9516, loss_cls: 0.6155, loss: 0.6155, grad_norm: 4.5597, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5884, loss/aux0: 0.5884 2020-10-18 17:15:09,718 - mmaction - INFO - Epoch [88][420/792] lr: 3.750e-05, eta: 2:41:42, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9401, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.5926, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9553, loss_cls/aux0: 0.5706, loss/aux0: 0.5706 2020-10-18 17:15:10,142 - mmaction - INFO - Epoch [88][420/792] lr: 3.750e-05, eta: 2:41:44, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9401, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.5473, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9560, loss_cls/aux0: 0.5661, loss/aux0: 0.5661 2020-10-18 17:15:29,745 - mmaction - INFO - Epoch [88][440/792] lr: 3.750e-05, eta: 2:41:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9510, loss_cls: 0.6532, loss: 0.6532, grad_norm: 4.6220, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-18 17:15:30,160 - mmaction - INFO - Epoch [88][440/792] lr: 3.750e-05, eta: 2:41:24, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9510, loss_cls: 0.6532, loss: 0.6532, grad_norm: 4.6255, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5912, loss/aux0: 0.5912 2020-10-18 17:15:49,740 - mmaction - INFO - Epoch [88][460/792] lr: 3.750e-05, eta: 2:41:03, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9526, loss_cls: 0.6161, loss: 0.6161, grad_norm: 4.6199, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5921, loss/aux0: 0.5921 2020-10-18 17:15:50,153 - mmaction - INFO - Epoch [88][460/792] lr: 3.750e-05, eta: 2:41:05, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9526, loss_cls: 0.6161, loss: 0.6161, grad_norm: 4.6356, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5926, loss/aux0: 0.5926 2020-10-18 17:16:09,610 - mmaction - INFO - Epoch [88][480/792] lr: 3.750e-05, eta: 2:40:44, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9521, loss_cls: 0.6183, loss: 0.6183, grad_norm: 4.5549, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 17:16:10,028 - mmaction - INFO - Epoch [88][480/792] lr: 3.750e-05, eta: 2:40:45, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9521, loss_cls: 0.6183, loss: 0.6183, grad_norm: 4.5568, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-18 17:16:29,568 - mmaction - INFO - Epoch [88][500/792] lr: 3.750e-05, eta: 2:40:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9490, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.4886, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-18 17:16:29,982 - mmaction - INFO - Epoch [88][500/792] lr: 3.750e-05, eta: 2:40:25, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9490, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.5411, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 17:16:49,402 - mmaction - INFO - Epoch [88][520/792] lr: 3.750e-05, eta: 2:40:04, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9510, loss_cls: 0.6103, loss: 0.6103, grad_norm: 4.6323, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-18 17:16:49,817 - mmaction - INFO - Epoch [88][520/792] lr: 3.750e-05, eta: 2:40:06, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9510, loss_cls: 0.6103, loss: 0.6103, grad_norm: 4.6118, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-18 17:17:09,319 - mmaction - INFO - Epoch [88][540/792] lr: 3.750e-05, eta: 2:39:45, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9521, loss_cls: 0.6355, loss: 0.6355, grad_norm: 4.6284, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-18 17:17:09,742 - mmaction - INFO - Epoch [88][540/792] lr: 3.750e-05, eta: 2:39:46, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9521, loss_cls: 0.6355, loss: 0.6355, grad_norm: 4.6185, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6057, loss/aux0: 0.6057 2020-10-18 17:17:29,335 - mmaction - INFO - Epoch [88][560/792] lr: 3.750e-05, eta: 2:39:25, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9464, loss_cls: 0.6310, loss: 0.6310, grad_norm: 4.6031, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 17:17:29,749 - mmaction - INFO - Epoch [88][560/792] lr: 3.750e-05, eta: 2:39:27, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9464, loss_cls: 0.6310, loss: 0.6310, grad_norm: 4.6434, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-18 17:17:49,129 - mmaction - INFO - Epoch [88][580/792] lr: 3.750e-05, eta: 2:39:06, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9474, loss_cls: 0.6302, loss: 0.6302, grad_norm: 4.5642, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 17:17:49,543 - mmaction - INFO - Epoch [88][580/792] lr: 3.750e-05, eta: 2:39:07, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9474, loss_cls: 0.6302, loss: 0.6302, grad_norm: 4.5856, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 17:18:09,048 - mmaction - INFO - Epoch [88][600/792] lr: 3.750e-05, eta: 2:38:46, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9479, loss_cls: 0.6077, loss: 0.6077, grad_norm: 4.5846, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-18 17:18:09,453 - mmaction - INFO - Epoch [88][600/792] lr: 3.750e-05, eta: 2:38:47, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9479, loss_cls: 0.6077, loss: 0.6077, grad_norm: 4.5963, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 17:18:28,969 - mmaction - INFO - Epoch [88][620/792] lr: 3.750e-05, eta: 2:38:26, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9448, loss_cls: 0.6770, loss: 0.6770, grad_norm: 4.7051, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-18 17:18:29,378 - mmaction - INFO - Epoch [88][620/792] lr: 3.750e-05, eta: 2:38:28, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9448, loss_cls: 0.6770, loss: 0.6770, grad_norm: 4.7151, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 17:18:48,844 - mmaction - INFO - Epoch [88][640/792] lr: 3.750e-05, eta: 2:38:07, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9479, loss_cls: 0.6577, loss: 0.6577, grad_norm: 4.6048, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-18 17:18:49,261 - mmaction - INFO - Epoch [88][640/792] lr: 3.750e-05, eta: 2:38:08, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9479, loss_cls: 0.6577, loss: 0.6577, grad_norm: 4.5377, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-18 17:19:08,808 - mmaction - INFO - Epoch [88][660/792] lr: 3.750e-05, eta: 2:37:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8599, top5_acc: 0.9573, loss_cls: 0.5863, loss: 0.5863, grad_norm: 4.6324, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5743, loss/aux0: 0.5743 2020-10-18 17:19:09,232 - mmaction - INFO - Epoch [88][660/792] lr: 3.750e-05, eta: 2:37:48, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8599, top5_acc: 0.9573, loss_cls: 0.5863, loss: 0.5863, grad_norm: 4.6114, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-18 17:19:28,842 - mmaction - INFO - Epoch [88][680/792] lr: 3.750e-05, eta: 2:37:27, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9490, loss_cls: 0.6340, loss: 0.6340, grad_norm: 4.6020, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5998, loss/aux0: 0.5998 2020-10-18 17:19:29,243 - mmaction - INFO - Epoch [88][680/792] lr: 3.750e-05, eta: 2:37:29, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9490, loss_cls: 0.6340, loss: 0.6340, grad_norm: 4.6164, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6016, loss/aux0: 0.6016 2020-10-18 17:19:48,665 - mmaction - INFO - Epoch [88][700/792] lr: 3.750e-05, eta: 2:37:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9536, loss_cls: 0.6350, loss: 0.6350, grad_norm: 4.6062, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-18 17:19:49,087 - mmaction - INFO - Epoch [88][700/792] lr: 3.750e-05, eta: 2:37:09, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9536, loss_cls: 0.6350, loss: 0.6350, grad_norm: 4.5607, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 17:20:08,565 - mmaction - INFO - Epoch [88][720/792] lr: 3.750e-05, eta: 2:36:48, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9526, loss_cls: 0.6348, loss: 0.6348, grad_norm: 4.5955, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-18 17:20:08,970 - mmaction - INFO - Epoch [88][720/792] lr: 3.750e-05, eta: 2:36:50, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9526, loss_cls: 0.6348, loss: 0.6348, grad_norm: 4.5736, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 17:20:28,553 - mmaction - INFO - Epoch [88][740/792] lr: 3.750e-05, eta: 2:36:29, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9536, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.6266, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-18 17:20:28,963 - mmaction - INFO - Epoch [88][740/792] lr: 3.750e-05, eta: 2:36:30, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9536, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.6178, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-18 17:20:48,519 - mmaction - INFO - Epoch [88][760/792] lr: 3.750e-05, eta: 2:36:09, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9411, loss_cls: 0.6485, loss: 0.6485, grad_norm: 4.6650, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-18 17:20:48,934 - mmaction - INFO - Epoch [88][760/792] lr: 3.750e-05, eta: 2:36:10, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9411, loss_cls: 0.6485, loss: 0.6485, grad_norm: 4.6141, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-18 17:21:08,391 - mmaction - INFO - Epoch [88][780/792] lr: 3.750e-05, eta: 2:35:49, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9474, loss_cls: 0.6129, loss: 0.6129, grad_norm: 4.5341, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5822, loss/aux0: 0.5822 2020-10-18 17:21:08,811 - mmaction - INFO - Epoch [88][780/792] lr: 3.750e-05, eta: 2:35:51, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9474, loss_cls: 0.6129, loss: 0.6129, grad_norm: 4.5285, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5864, loss/aux0: 0.5864 2020-10-18 17:21:21,737 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-18 17:23:57,264 - mmaction - INFO - Epoch [89][20/792] lr: 3.750e-05, eta: 2:35:16, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9536, loss_cls: 0.6009, loss: 0.6009, grad_norm: 4.5946, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6034, loss/aux0: 0.6034 2020-10-18 17:23:57,662 - mmaction - INFO - Epoch [89][20/792] lr: 3.750e-05, eta: 2:35:18, time: 0.493, data_time: 0.003, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9536, loss_cls: 0.6009, loss: 0.6009, grad_norm: 4.5538, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 17:24:17,060 - mmaction - INFO - Epoch [89][40/792] lr: 3.750e-05, eta: 2:34:57, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9500, loss_cls: 0.6176, loss: 0.6176, grad_norm: 4.5208, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5889, loss/aux0: 0.5889 2020-10-18 17:24:17,468 - mmaction - INFO - Epoch [89][40/792] lr: 3.750e-05, eta: 2:34:58, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9500, loss_cls: 0.6176, loss: 0.6176, grad_norm: 4.5716, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5843, loss/aux0: 0.5843 2020-10-18 17:24:36,830 - mmaction - INFO - Epoch [89][60/792] lr: 3.750e-05, eta: 2:34:37, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9552, loss_cls: 0.5827, loss: 0.5827, grad_norm: 4.6247, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5877, loss/aux0: 0.5877 2020-10-18 17:24:37,253 - mmaction - INFO - Epoch [89][60/792] lr: 3.750e-05, eta: 2:34:38, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9552, loss_cls: 0.5827, loss: 0.5827, grad_norm: 4.6487, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5933, loss/aux0: 0.5933 2020-10-18 17:24:56,697 - mmaction - INFO - Epoch [89][80/792] lr: 3.750e-05, eta: 2:34:17, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9396, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.4237, top1_acc/aux0: 0.8450, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5920, loss/aux0: 0.5920 2020-10-18 17:24:57,103 - mmaction - INFO - Epoch [89][80/792] lr: 3.750e-05, eta: 2:34:19, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9396, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.4358, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5918, loss/aux0: 0.5918 2020-10-18 17:25:16,612 - mmaction - INFO - Epoch [89][100/792] lr: 3.750e-05, eta: 2:33:58, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9474, loss_cls: 0.6373, loss: 0.6373, grad_norm: 4.7488, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-18 17:25:17,016 - mmaction - INFO - Epoch [89][100/792] lr: 3.750e-05, eta: 2:33:59, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9474, loss_cls: 0.6373, loss: 0.6373, grad_norm: 4.7568, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-18 17:25:36,377 - mmaction - INFO - Epoch [89][120/792] lr: 3.750e-05, eta: 2:33:38, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9495, loss_cls: 0.6196, loss: 0.6196, grad_norm: 4.5913, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5835, loss/aux0: 0.5835 2020-10-18 17:25:36,793 - mmaction - INFO - Epoch [89][120/792] lr: 3.750e-05, eta: 2:33:40, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9495, loss_cls: 0.6196, loss: 0.6196, grad_norm: 4.6139, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5895, loss/aux0: 0.5895 2020-10-18 17:25:56,383 - mmaction - INFO - Epoch [89][140/792] lr: 3.750e-05, eta: 2:33:19, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9474, loss_cls: 0.6080, loss: 0.6080, grad_norm: 4.6243, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 17:25:56,791 - mmaction - INFO - Epoch [89][140/792] lr: 3.750e-05, eta: 2:33:20, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9474, loss_cls: 0.6080, loss: 0.6080, grad_norm: 4.6236, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 17:26:16,214 - mmaction - INFO - Epoch [89][160/792] lr: 3.750e-05, eta: 2:32:59, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9438, loss_cls: 0.6595, loss: 0.6595, grad_norm: 4.6114, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-18 17:26:16,642 - mmaction - INFO - Epoch [89][160/792] lr: 3.750e-05, eta: 2:33:00, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9438, loss_cls: 0.6595, loss: 0.6595, grad_norm: 4.6394, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9459, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-18 17:26:35,991 - mmaction - INFO - Epoch [89][180/792] lr: 3.750e-05, eta: 2:32:39, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9521, loss_cls: 0.6319, loss: 0.6319, grad_norm: 4.6084, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-18 17:26:36,418 - mmaction - INFO - Epoch [89][180/792] lr: 3.750e-05, eta: 2:32:41, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9521, loss_cls: 0.6319, loss: 0.6319, grad_norm: 4.6070, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5898, loss/aux0: 0.5898 2020-10-18 17:26:55,965 - mmaction - INFO - Epoch [89][200/792] lr: 3.750e-05, eta: 2:32:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9422, loss_cls: 0.6524, loss: 0.6524, grad_norm: 4.6950, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 17:26:56,381 - mmaction - INFO - Epoch [89][200/792] lr: 3.750e-05, eta: 2:32:21, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9422, loss_cls: 0.6524, loss: 0.6524, grad_norm: 4.6322, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 17:27:15,818 - mmaction - INFO - Epoch [89][220/792] lr: 3.750e-05, eta: 2:32:00, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.6413, loss: 0.6413, grad_norm: 4.6005, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-18 17:27:16,232 - mmaction - INFO - Epoch [89][220/792] lr: 3.750e-05, eta: 2:32:01, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.6413, loss: 0.6413, grad_norm: 4.6324, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-18 17:27:35,861 - mmaction - INFO - Epoch [89][240/792] lr: 3.750e-05, eta: 2:31:41, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9474, loss_cls: 0.6299, loss: 0.6299, grad_norm: 4.4831, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5917, loss/aux0: 0.5917 2020-10-18 17:27:36,266 - mmaction - INFO - Epoch [89][240/792] lr: 3.750e-05, eta: 2:31:42, time: 0.504, data_time: 0.003, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9474, loss_cls: 0.6299, loss: 0.6299, grad_norm: 4.5253, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5882, loss/aux0: 0.5882 2020-10-18 17:27:55,847 - mmaction - INFO - Epoch [89][260/792] lr: 3.750e-05, eta: 2:31:21, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9474, loss_cls: 0.6083, loss: 0.6083, grad_norm: 4.6520, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-18 17:27:56,250 - mmaction - INFO - Epoch [89][260/792] lr: 3.750e-05, eta: 2:31:22, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9474, loss_cls: 0.6083, loss: 0.6083, grad_norm: 4.6504, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-18 17:28:15,721 - mmaction - INFO - Epoch [89][280/792] lr: 3.750e-05, eta: 2:31:01, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9458, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.5196, top1_acc/aux0: 0.8455, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5767, loss/aux0: 0.5767 2020-10-18 17:28:16,127 - mmaction - INFO - Epoch [89][280/792] lr: 3.750e-05, eta: 2:31:03, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9458, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.5210, top1_acc/aux0: 0.8451, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5799, loss/aux0: 0.5799 2020-10-18 17:28:35,584 - mmaction - INFO - Epoch [89][300/792] lr: 3.750e-05, eta: 2:30:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9411, loss_cls: 0.6592, loss: 0.6592, grad_norm: 4.6149, top1_acc/aux0: 0.8457, top5_acc/aux0: 0.9545, loss_cls/aux0: 0.5760, loss/aux0: 0.5760 2020-10-18 17:28:35,992 - mmaction - INFO - Epoch [89][300/792] lr: 3.750e-05, eta: 2:30:43, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9411, loss_cls: 0.6592, loss: 0.6592, grad_norm: 4.6186, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9551, loss_cls/aux0: 0.5769, loss/aux0: 0.5769 2020-10-18 17:28:55,446 - mmaction - INFO - Epoch [89][320/792] lr: 3.750e-05, eta: 2:30:22, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9422, loss_cls: 0.6505, loss: 0.6505, grad_norm: 4.7092, top1_acc/aux0: 0.8477, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5798, loss/aux0: 0.5798 2020-10-18 17:28:55,852 - mmaction - INFO - Epoch [89][320/792] lr: 3.750e-05, eta: 2:30:23, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9422, loss_cls: 0.6505, loss: 0.6505, grad_norm: 4.7301, top1_acc/aux0: 0.8476, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5834, loss/aux0: 0.5834 2020-10-18 17:29:15,335 - mmaction - INFO - Epoch [89][340/792] lr: 3.750e-05, eta: 2:30:02, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9411, loss_cls: 0.6518, loss: 0.6518, grad_norm: 4.6891, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 17:29:15,769 - mmaction - INFO - Epoch [89][340/792] lr: 3.750e-05, eta: 2:30:04, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9411, loss_cls: 0.6518, loss: 0.6518, grad_norm: 4.6767, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-18 17:29:35,197 - mmaction - INFO - Epoch [89][360/792] lr: 3.750e-05, eta: 2:29:43, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9443, loss_cls: 0.5973, loss: 0.5973, grad_norm: 4.5777, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-18 17:29:35,605 - mmaction - INFO - Epoch [89][360/792] lr: 3.750e-05, eta: 2:29:44, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9443, loss_cls: 0.5973, loss: 0.5973, grad_norm: 4.5919, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6265, loss/aux0: 0.6265 2020-10-18 17:29:55,051 - mmaction - INFO - Epoch [89][380/792] lr: 3.750e-05, eta: 2:29:23, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9495, loss_cls: 0.6142, loss: 0.6142, grad_norm: 4.6711, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-18 17:29:55,471 - mmaction - INFO - Epoch [89][380/792] lr: 3.750e-05, eta: 2:29:25, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9495, loss_cls: 0.6142, loss: 0.6142, grad_norm: 4.6880, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-18 17:30:14,915 - mmaction - INFO - Epoch [89][400/792] lr: 3.750e-05, eta: 2:29:04, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9474, loss_cls: 0.6442, loss: 0.6442, grad_norm: 4.5671, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 17:30:15,340 - mmaction - INFO - Epoch [89][400/792] lr: 3.750e-05, eta: 2:29:05, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9474, loss_cls: 0.6442, loss: 0.6442, grad_norm: 4.5548, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5892, loss/aux0: 0.5892 2020-10-18 17:30:34,766 - mmaction - INFO - Epoch [89][420/792] lr: 3.750e-05, eta: 2:28:44, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9484, loss_cls: 0.6202, loss: 0.6202, grad_norm: 4.5945, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5926, loss/aux0: 0.5926 2020-10-18 17:30:35,173 - mmaction - INFO - Epoch [89][420/792] lr: 3.750e-05, eta: 2:28:45, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9484, loss_cls: 0.6202, loss: 0.6202, grad_norm: 4.5417, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.5901, loss/aux0: 0.5901 2020-10-18 17:30:54,649 - mmaction - INFO - Epoch [89][440/792] lr: 3.750e-05, eta: 2:28:24, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9531, loss_cls: 0.6292, loss: 0.6292, grad_norm: 4.5566, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 17:30:55,074 - mmaction - INFO - Epoch [89][440/792] lr: 3.750e-05, eta: 2:28:26, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9531, loss_cls: 0.6292, loss: 0.6292, grad_norm: 4.5547, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5949, loss/aux0: 0.5949 2020-10-18 17:31:14,632 - mmaction - INFO - Epoch [89][460/792] lr: 3.750e-05, eta: 2:28:05, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9552, loss_cls: 0.5849, loss: 0.5849, grad_norm: 4.5877, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5944, loss/aux0: 0.5944 2020-10-18 17:31:15,034 - mmaction - INFO - Epoch [89][460/792] lr: 3.750e-05, eta: 2:28:06, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9552, loss_cls: 0.5849, loss: 0.5849, grad_norm: 4.5985, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-18 17:31:34,508 - mmaction - INFO - Epoch [89][480/792] lr: 3.750e-05, eta: 2:27:45, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9531, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.5338, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-18 17:31:34,920 - mmaction - INFO - Epoch [89][480/792] lr: 3.750e-05, eta: 2:27:46, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9531, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.5135, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5920, loss/aux0: 0.5920 2020-10-18 17:31:54,469 - mmaction - INFO - Epoch [89][500/792] lr: 3.750e-05, eta: 2:27:26, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9458, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.5659, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5802, loss/aux0: 0.5802 2020-10-18 17:31:54,884 - mmaction - INFO - Epoch [89][500/792] lr: 3.750e-05, eta: 2:27:27, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9458, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.5853, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5811, loss/aux0: 0.5811 2020-10-18 17:32:14,442 - mmaction - INFO - Epoch [89][520/792] lr: 3.750e-05, eta: 2:27:06, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9531, loss_cls: 0.6328, loss: 0.6328, grad_norm: 4.5178, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5905, loss/aux0: 0.5905 2020-10-18 17:32:14,847 - mmaction - INFO - Epoch [89][520/792] lr: 3.750e-05, eta: 2:27:07, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9531, loss_cls: 0.6328, loss: 0.6328, grad_norm: 4.5295, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5866, loss/aux0: 0.5866 2020-10-18 17:32:34,326 - mmaction - INFO - Epoch [89][540/792] lr: 3.750e-05, eta: 2:26:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9521, loss_cls: 0.6147, loss: 0.6147, grad_norm: 4.6322, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5880, loss/aux0: 0.5880 2020-10-18 17:32:34,730 - mmaction - INFO - Epoch [89][540/792] lr: 3.750e-05, eta: 2:26:48, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9521, loss_cls: 0.6147, loss: 0.6147, grad_norm: 4.6196, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5907, loss/aux0: 0.5907 2020-10-18 17:32:54,123 - mmaction - INFO - Epoch [89][560/792] lr: 3.750e-05, eta: 2:26:27, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8594, top5_acc: 0.9542, loss_cls: 0.5813, loss: 0.5813, grad_norm: 4.5742, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5920, loss/aux0: 0.5920 2020-10-18 17:32:54,541 - mmaction - INFO - Epoch [89][560/792] lr: 3.750e-05, eta: 2:26:28, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8594, top5_acc: 0.9542, loss_cls: 0.5813, loss: 0.5813, grad_norm: 4.5796, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5913, loss/aux0: 0.5913 2020-10-18 17:33:14,049 - mmaction - INFO - Epoch [89][580/792] lr: 3.750e-05, eta: 2:26:07, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6459, loss: 0.6459, grad_norm: 4.6051, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-18 17:33:14,452 - mmaction - INFO - Epoch [89][580/792] lr: 3.750e-05, eta: 2:26:08, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6459, loss: 0.6459, grad_norm: 4.6470, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-18 17:33:33,998 - mmaction - INFO - Epoch [89][600/792] lr: 3.750e-05, eta: 2:25:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9484, loss_cls: 0.6417, loss: 0.6417, grad_norm: 4.5353, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 17:33:34,399 - mmaction - INFO - Epoch [89][600/792] lr: 3.750e-05, eta: 2:25:49, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9484, loss_cls: 0.6417, loss: 0.6417, grad_norm: 4.5316, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5915, loss/aux0: 0.5915 2020-10-18 17:33:53,941 - mmaction - INFO - Epoch [89][620/792] lr: 3.750e-05, eta: 2:25:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9469, loss_cls: 0.6143, loss: 0.6143, grad_norm: 4.7321, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6022, loss/aux0: 0.6022 2020-10-18 17:33:54,353 - mmaction - INFO - Epoch [89][620/792] lr: 3.750e-05, eta: 2:25:29, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9469, loss_cls: 0.6143, loss: 0.6143, grad_norm: 4.7281, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-18 17:34:13,827 - mmaction - INFO - Epoch [89][640/792] lr: 3.750e-05, eta: 2:25:08, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9458, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.7429, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6328, loss/aux0: 0.6328 2020-10-18 17:34:14,244 - mmaction - INFO - Epoch [89][640/792] lr: 3.750e-05, eta: 2:25:10, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9458, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.7669, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-18 17:34:33,820 - mmaction - INFO - Epoch [89][660/792] lr: 3.750e-05, eta: 2:24:49, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8531, top5_acc: 0.9641, loss_cls: 0.5746, loss: 0.5746, grad_norm: 4.5496, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-18 17:34:34,245 - mmaction - INFO - Epoch [89][660/792] lr: 3.750e-05, eta: 2:24:50, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8531, top5_acc: 0.9641, loss_cls: 0.5746, loss: 0.5746, grad_norm: 4.4900, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-18 17:34:53,664 - mmaction - INFO - Epoch [89][680/792] lr: 3.750e-05, eta: 2:24:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9432, loss_cls: 0.6325, loss: 0.6325, grad_norm: 4.5061, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5917, loss/aux0: 0.5917 2020-10-18 17:34:54,147 - mmaction - INFO - Epoch [89][680/792] lr: 3.750e-05, eta: 2:24:30, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9432, loss_cls: 0.6325, loss: 0.6325, grad_norm: 4.5010, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5920, loss/aux0: 0.5920 2020-10-18 17:35:13,667 - mmaction - INFO - Epoch [89][700/792] lr: 3.750e-05, eta: 2:24:09, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9521, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.6299, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5924, loss/aux0: 0.5924 2020-10-18 17:35:14,074 - mmaction - INFO - Epoch [89][700/792] lr: 3.750e-05, eta: 2:24:11, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9521, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.5774, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5878, loss/aux0: 0.5878 2020-10-18 17:35:33,665 - mmaction - INFO - Epoch [89][720/792] lr: 3.750e-05, eta: 2:23:50, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9510, loss_cls: 0.6307, loss: 0.6307, grad_norm: 4.7625, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-18 17:35:34,079 - mmaction - INFO - Epoch [89][720/792] lr: 3.750e-05, eta: 2:23:51, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9510, loss_cls: 0.6307, loss: 0.6307, grad_norm: 4.7206, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6109, loss/aux0: 0.6109 2020-10-18 17:35:53,684 - mmaction - INFO - Epoch [89][740/792] lr: 3.750e-05, eta: 2:23:30, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9484, loss_cls: 0.6069, loss: 0.6069, grad_norm: 4.5774, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9538, loss_cls/aux0: 0.5775, loss/aux0: 0.5775 2020-10-18 17:35:54,103 - mmaction - INFO - Epoch [89][740/792] lr: 3.750e-05, eta: 2:23:31, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9484, loss_cls: 0.6069, loss: 0.6069, grad_norm: 4.5425, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5738, loss/aux0: 0.5738 2020-10-18 17:36:13,534 - mmaction - INFO - Epoch [89][760/792] lr: 3.750e-05, eta: 2:23:11, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9505, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.4740, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.5935, loss/aux0: 0.5935 2020-10-18 17:36:13,961 - mmaction - INFO - Epoch [89][760/792] lr: 3.750e-05, eta: 2:23:12, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9505, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.5031, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-18 17:36:33,465 - mmaction - INFO - Epoch [89][780/792] lr: 3.750e-05, eta: 2:22:51, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9526, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.5208, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-18 17:36:33,873 - mmaction - INFO - Epoch [89][780/792] lr: 3.750e-05, eta: 2:22:52, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9526, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.5611, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-18 17:36:46,714 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-10-18 17:39:22,032 - mmaction - INFO - Epoch [90][20/792] lr: 3.750e-05, eta: 2:22:18, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9458, loss_cls: 0.6563, loss: 0.6563, grad_norm: 4.5799, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-18 17:39:22,473 - mmaction - INFO - Epoch [90][20/792] lr: 3.750e-05, eta: 2:22:19, time: 0.495, data_time: 0.004, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9458, loss_cls: 0.6563, loss: 0.6563, grad_norm: 4.5845, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 17:39:41,775 - mmaction - INFO - Epoch [90][40/792] lr: 3.750e-05, eta: 2:21:58, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9469, loss_cls: 0.6406, loss: 0.6406, grad_norm: 4.7026, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-18 17:39:42,187 - mmaction - INFO - Epoch [90][40/792] lr: 3.750e-05, eta: 2:22:00, time: 0.491, data_time: 0.001, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9469, loss_cls: 0.6406, loss: 0.6406, grad_norm: 4.6882, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5915, loss/aux0: 0.5915 2020-10-18 17:40:01,669 - mmaction - INFO - Epoch [90][60/792] lr: 3.750e-05, eta: 2:21:39, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9531, loss_cls: 0.6155, loss: 0.6155, grad_norm: 4.5015, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-18 17:40:02,084 - mmaction - INFO - Epoch [90][60/792] lr: 3.750e-05, eta: 2:21:40, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9531, loss_cls: 0.6155, loss: 0.6155, grad_norm: 4.5255, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5964, loss/aux0: 0.5964 2020-10-18 17:40:21,579 - mmaction - INFO - Epoch [90][80/792] lr: 3.750e-05, eta: 2:21:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9531, loss_cls: 0.6052, loss: 0.6052, grad_norm: 4.5707, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9553, loss_cls/aux0: 0.5769, loss/aux0: 0.5769 2020-10-18 17:40:21,991 - mmaction - INFO - Epoch [90][80/792] lr: 3.750e-05, eta: 2:21:20, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9531, loss_cls: 0.6052, loss: 0.6052, grad_norm: 4.5164, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9544, loss_cls/aux0: 0.5761, loss/aux0: 0.5761 2020-10-18 17:40:41,555 - mmaction - INFO - Epoch [90][100/792] lr: 3.750e-05, eta: 2:21:00, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9495, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.6132, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 17:40:41,966 - mmaction - INFO - Epoch [90][100/792] lr: 3.750e-05, eta: 2:21:01, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9495, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.5633, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.5985, loss/aux0: 0.5985 2020-10-18 17:41:01,465 - mmaction - INFO - Epoch [90][120/792] lr: 3.750e-05, eta: 2:20:40, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9516, loss_cls: 0.6389, loss: 0.6389, grad_norm: 4.7810, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 17:41:01,875 - mmaction - INFO - Epoch [90][120/792] lr: 3.750e-05, eta: 2:20:41, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9516, loss_cls: 0.6389, loss: 0.6389, grad_norm: 4.7391, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 17:41:21,312 - mmaction - INFO - Epoch [90][140/792] lr: 3.750e-05, eta: 2:20:20, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9536, loss_cls: 0.6117, loss: 0.6117, grad_norm: 4.6660, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-18 17:41:21,711 - mmaction - INFO - Epoch [90][140/792] lr: 3.750e-05, eta: 2:20:22, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9536, loss_cls: 0.6117, loss: 0.6117, grad_norm: 4.6194, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5974, loss/aux0: 0.5974 2020-10-18 17:41:41,186 - mmaction - INFO - Epoch [90][160/792] lr: 3.750e-05, eta: 2:20:01, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9547, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.5107, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 17:41:41,623 - mmaction - INFO - Epoch [90][160/792] lr: 3.750e-05, eta: 2:20:02, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9547, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.4727, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 17:42:01,122 - mmaction - INFO - Epoch [90][180/792] lr: 3.750e-05, eta: 2:19:41, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9495, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.7943, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6230, loss/aux0: 0.6230 2020-10-18 17:42:01,544 - mmaction - INFO - Epoch [90][180/792] lr: 3.750e-05, eta: 2:19:42, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9495, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.7731, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-18 17:42:21,103 - mmaction - INFO - Epoch [90][200/792] lr: 3.750e-05, eta: 2:19:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9432, loss_cls: 0.6942, loss: 0.6942, grad_norm: 4.8072, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5942, loss/aux0: 0.5942 2020-10-18 17:42:21,534 - mmaction - INFO - Epoch [90][200/792] lr: 3.750e-05, eta: 2:19:23, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9432, loss_cls: 0.6942, loss: 0.6942, grad_norm: 4.8229, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 17:42:41,127 - mmaction - INFO - Epoch [90][220/792] lr: 3.750e-05, eta: 2:19:02, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6575, loss: 0.6575, grad_norm: 4.6110, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-18 17:42:41,549 - mmaction - INFO - Epoch [90][220/792] lr: 3.750e-05, eta: 2:19:03, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6575, loss: 0.6575, grad_norm: 4.6389, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-18 17:43:01,100 - mmaction - INFO - Epoch [90][240/792] lr: 3.750e-05, eta: 2:18:42, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9521, loss_cls: 0.6373, loss: 0.6373, grad_norm: 4.7310, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-18 17:43:01,498 - mmaction - INFO - Epoch [90][240/792] lr: 3.750e-05, eta: 2:18:44, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9521, loss_cls: 0.6373, loss: 0.6373, grad_norm: 4.7243, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 17:43:21,139 - mmaction - INFO - Epoch [90][260/792] lr: 3.750e-05, eta: 2:18:23, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9490, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.4563, top1_acc/aux0: 0.8478, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5782, loss/aux0: 0.5782 2020-10-18 17:43:21,552 - mmaction - INFO - Epoch [90][260/792] lr: 3.750e-05, eta: 2:18:24, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9490, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.4985, top1_acc/aux0: 0.8459, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-18 17:43:41,045 - mmaction - INFO - Epoch [90][280/792] lr: 3.750e-05, eta: 2:18:03, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9490, loss_cls: 0.6099, loss: 0.6099, grad_norm: 4.5443, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5705, loss/aux0: 0.5705 2020-10-18 17:43:41,460 - mmaction - INFO - Epoch [90][280/792] lr: 3.750e-05, eta: 2:18:04, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9490, loss_cls: 0.6099, loss: 0.6099, grad_norm: 4.5055, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5670, loss/aux0: 0.5670 2020-10-18 17:44:01,022 - mmaction - INFO - Epoch [90][300/792] lr: 3.750e-05, eta: 2:17:43, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9510, loss_cls: 0.6187, loss: 0.6187, grad_norm: 4.7314, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5850, loss/aux0: 0.5850 2020-10-18 17:44:01,435 - mmaction - INFO - Epoch [90][300/792] lr: 3.750e-05, eta: 2:17:45, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9510, loss_cls: 0.6187, loss: 0.6187, grad_norm: 4.7225, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5844, loss/aux0: 0.5844 2020-10-18 17:44:20,970 - mmaction - INFO - Epoch [90][320/792] lr: 3.750e-05, eta: 2:17:24, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9448, loss_cls: 0.6481, loss: 0.6481, grad_norm: 4.4983, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5887, loss/aux0: 0.5887 2020-10-18 17:44:21,398 - mmaction - INFO - Epoch [90][320/792] lr: 3.750e-05, eta: 2:17:25, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9448, loss_cls: 0.6481, loss: 0.6481, grad_norm: 4.5045, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5912, loss/aux0: 0.5912 2020-10-18 17:44:40,947 - mmaction - INFO - Epoch [90][340/792] lr: 3.750e-05, eta: 2:17:04, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9573, loss_cls: 0.5958, loss: 0.5958, grad_norm: 4.6983, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-18 17:44:41,371 - mmaction - INFO - Epoch [90][340/792] lr: 3.750e-05, eta: 2:17:05, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9573, loss_cls: 0.5958, loss: 0.5958, grad_norm: 4.6956, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 17:45:00,792 - mmaction - INFO - Epoch [90][360/792] lr: 3.750e-05, eta: 2:16:45, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9500, loss_cls: 0.6070, loss: 0.6070, grad_norm: 4.5354, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6145, loss/aux0: 0.6145 2020-10-18 17:45:01,265 - mmaction - INFO - Epoch [90][360/792] lr: 3.750e-05, eta: 2:16:46, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9500, loss_cls: 0.6070, loss: 0.6070, grad_norm: 4.5220, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 17:45:20,767 - mmaction - INFO - Epoch [90][380/792] lr: 3.750e-05, eta: 2:16:25, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9432, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.7122, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5871, loss/aux0: 0.5871 2020-10-18 17:45:21,170 - mmaction - INFO - Epoch [90][380/792] lr: 3.750e-05, eta: 2:16:26, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9432, loss_cls: 0.6334, loss: 0.6334, grad_norm: 4.7414, top1_acc/aux0: 0.8450, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5832, loss/aux0: 0.5832 2020-10-18 17:45:40,650 - mmaction - INFO - Epoch [90][400/792] lr: 3.750e-05, eta: 2:16:05, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9505, loss_cls: 0.6298, loss: 0.6298, grad_norm: 4.6424, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 17:45:41,069 - mmaction - INFO - Epoch [90][400/792] lr: 3.750e-05, eta: 2:16:07, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9505, loss_cls: 0.6298, loss: 0.6298, grad_norm: 4.6627, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-18 17:46:00,472 - mmaction - INFO - Epoch [90][420/792] lr: 3.750e-05, eta: 2:15:46, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9479, loss_cls: 0.6321, loss: 0.6321, grad_norm: 4.6084, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5998, loss/aux0: 0.5998 2020-10-18 17:46:00,892 - mmaction - INFO - Epoch [90][420/792] lr: 3.750e-05, eta: 2:15:47, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9479, loss_cls: 0.6321, loss: 0.6321, grad_norm: 4.6418, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5985, loss/aux0: 0.5985 2020-10-18 17:46:20,255 - mmaction - INFO - Epoch [90][440/792] lr: 3.750e-05, eta: 2:15:26, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9484, loss_cls: 0.6330, loss: 0.6330, grad_norm: 4.5393, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 17:46:20,658 - mmaction - INFO - Epoch [90][440/792] lr: 3.750e-05, eta: 2:15:27, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9484, loss_cls: 0.6330, loss: 0.6330, grad_norm: 4.5364, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6068, loss/aux0: 0.6068 2020-10-18 17:46:40,098 - mmaction - INFO - Epoch [90][460/792] lr: 3.750e-05, eta: 2:15:07, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9448, loss_cls: 0.6234, loss: 0.6234, grad_norm: 4.5163, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5877, loss/aux0: 0.5877 2020-10-18 17:46:40,504 - mmaction - INFO - Epoch [90][460/792] lr: 3.750e-05, eta: 2:15:08, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9448, loss_cls: 0.6234, loss: 0.6234, grad_norm: 4.5759, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5877, loss/aux0: 0.5877 2020-10-18 17:47:00,050 - mmaction - INFO - Epoch [90][480/792] lr: 3.750e-05, eta: 2:14:47, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9427, loss_cls: 0.6501, loss: 0.6501, grad_norm: 4.6128, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-18 17:47:00,456 - mmaction - INFO - Epoch [90][480/792] lr: 3.750e-05, eta: 2:14:48, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9427, loss_cls: 0.6501, loss: 0.6501, grad_norm: 4.6202, top1_acc/aux0: 0.8327, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 17:47:19,949 - mmaction - INFO - Epoch [90][500/792] lr: 3.750e-05, eta: 2:14:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9422, loss_cls: 0.6407, loss: 0.6407, grad_norm: 4.5789, top1_acc/aux0: 0.8449, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5896, loss/aux0: 0.5896 2020-10-18 17:47:20,353 - mmaction - INFO - Epoch [90][500/792] lr: 3.750e-05, eta: 2:14:28, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9422, loss_cls: 0.6407, loss: 0.6407, grad_norm: 4.5781, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-18 17:47:39,875 - mmaction - INFO - Epoch [90][520/792] lr: 3.750e-05, eta: 2:14:08, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9443, loss_cls: 0.6096, loss: 0.6096, grad_norm: 4.6836, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6210, loss/aux0: 0.6210 2020-10-18 17:47:40,292 - mmaction - INFO - Epoch [90][520/792] lr: 3.750e-05, eta: 2:14:09, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9443, loss_cls: 0.6096, loss: 0.6096, grad_norm: 4.6883, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-18 17:47:59,865 - mmaction - INFO - Epoch [90][540/792] lr: 3.750e-05, eta: 2:13:48, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9526, loss_cls: 0.5772, loss: 0.5772, grad_norm: 4.5560, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-18 17:48:00,327 - mmaction - INFO - Epoch [90][540/792] lr: 3.750e-05, eta: 2:13:49, time: 0.505, data_time: 0.003, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9526, loss_cls: 0.5772, loss: 0.5772, grad_norm: 4.5886, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-18 17:48:19,776 - mmaction - INFO - Epoch [90][560/792] lr: 3.750e-05, eta: 2:13:28, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9437, loss_cls: 0.6494, loss: 0.6494, grad_norm: 4.6962, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-18 17:48:20,189 - mmaction - INFO - Epoch [90][560/792] lr: 3.750e-05, eta: 2:13:30, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9437, loss_cls: 0.6494, loss: 0.6494, grad_norm: 4.7195, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6273, loss/aux0: 0.6273 2020-10-18 17:48:39,768 - mmaction - INFO - Epoch [90][580/792] lr: 3.750e-05, eta: 2:13:09, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9432, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.6773, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 17:48:40,191 - mmaction - INFO - Epoch [90][580/792] lr: 3.750e-05, eta: 2:13:10, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9432, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.6813, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-18 17:48:59,727 - mmaction - INFO - Epoch [90][600/792] lr: 3.750e-05, eta: 2:12:49, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9521, loss_cls: 0.6308, loss: 0.6308, grad_norm: 4.6461, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-18 17:49:00,145 - mmaction - INFO - Epoch [90][600/792] lr: 3.750e-05, eta: 2:12:50, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9521, loss_cls: 0.6308, loss: 0.6308, grad_norm: 4.6277, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 17:49:19,755 - mmaction - INFO - Epoch [90][620/792] lr: 3.750e-05, eta: 2:12:30, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9573, loss_cls: 0.5999, loss: 0.5999, grad_norm: 4.6382, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6051, loss/aux0: 0.6051 2020-10-18 17:49:20,158 - mmaction - INFO - Epoch [90][620/792] lr: 3.750e-05, eta: 2:12:31, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9573, loss_cls: 0.5999, loss: 0.5999, grad_norm: 4.6364, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-18 17:49:39,650 - mmaction - INFO - Epoch [90][640/792] lr: 3.750e-05, eta: 2:12:10, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9458, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.6756, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 17:49:40,066 - mmaction - INFO - Epoch [90][640/792] lr: 3.750e-05, eta: 2:12:11, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9458, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.6436, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-18 17:49:59,504 - mmaction - INFO - Epoch [90][660/792] lr: 3.750e-05, eta: 2:11:50, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9464, loss_cls: 0.6291, loss: 0.6291, grad_norm: 4.6267, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 17:49:59,927 - mmaction - INFO - Epoch [90][660/792] lr: 3.750e-05, eta: 2:11:52, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9464, loss_cls: 0.6291, loss: 0.6291, grad_norm: 4.6084, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-18 17:50:19,513 - mmaction - INFO - Epoch [90][680/792] lr: 3.750e-05, eta: 2:11:31, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9490, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.6234, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5851, loss/aux0: 0.5851 2020-10-18 17:50:19,929 - mmaction - INFO - Epoch [90][680/792] lr: 3.750e-05, eta: 2:11:32, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9490, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.6187, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-18 17:50:39,412 - mmaction - INFO - Epoch [90][700/792] lr: 3.750e-05, eta: 2:11:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9552, loss_cls: 0.6065, loss: 0.6065, grad_norm: 4.6381, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5816, loss/aux0: 0.5816 2020-10-18 17:50:39,826 - mmaction - INFO - Epoch [90][700/792] lr: 3.750e-05, eta: 2:11:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9552, loss_cls: 0.6065, loss: 0.6065, grad_norm: 4.5922, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5804, loss/aux0: 0.5804 2020-10-18 17:50:59,375 - mmaction - INFO - Epoch [90][720/792] lr: 3.750e-05, eta: 2:10:52, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9505, loss_cls: 0.6250, loss: 0.6250, grad_norm: 4.6484, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6009, loss/aux0: 0.6009 2020-10-18 17:50:59,798 - mmaction - INFO - Epoch [90][720/792] lr: 3.750e-05, eta: 2:10:53, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9505, loss_cls: 0.6250, loss: 0.6250, grad_norm: 4.6860, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-18 17:51:19,399 - mmaction - INFO - Epoch [90][740/792] lr: 3.750e-05, eta: 2:10:32, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9531, loss_cls: 0.6211, loss: 0.6211, grad_norm: 4.7043, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-18 17:51:19,804 - mmaction - INFO - Epoch [90][740/792] lr: 3.750e-05, eta: 2:10:33, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9531, loss_cls: 0.6211, loss: 0.6211, grad_norm: 4.7032, top1_acc/aux0: 0.8450, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5848, loss/aux0: 0.5848 2020-10-18 17:51:39,288 - mmaction - INFO - Epoch [90][760/792] lr: 3.750e-05, eta: 2:10:12, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9396, loss_cls: 0.6396, loss: 0.6396, grad_norm: 4.6131, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-18 17:51:39,701 - mmaction - INFO - Epoch [90][760/792] lr: 3.750e-05, eta: 2:10:13, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9396, loss_cls: 0.6396, loss: 0.6396, grad_norm: 4.5757, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-18 17:51:59,267 - mmaction - INFO - Epoch [90][780/792] lr: 3.750e-05, eta: 2:09:53, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9557, loss_cls: 0.5810, loss: 0.5810, grad_norm: 4.4231, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5872, loss/aux0: 0.5872 2020-10-18 17:51:59,678 - mmaction - INFO - Epoch [90][780/792] lr: 3.750e-05, eta: 2:09:54, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9557, loss_cls: 0.5810, loss: 0.5810, grad_norm: 4.4467, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-18 17:52:12,472 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-10-18 17:53:31,744 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 17:53:31,917 - mmaction - INFO - top1_acc 0.7844 top5_acc 0.9382 2020-10-18 17:53:31,918 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 17:53:32,028 - mmaction - INFO - mean_acc 0.7848 2020-10-18 17:53:32,031 - mmaction - INFO - Epoch(val) [90][792] top1_acc: 0.7844, top5_acc: 0.9382, mean_class_accuracy: 0.7848 2020-10-18 17:56:09,791 - mmaction - INFO - Epoch [91][20/792] lr: 3.750e-05, eta: 2:09:20, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9583, loss_cls: 0.5815, loss: 0.5815, grad_norm: 4.6278, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-18 17:56:10,211 - mmaction - INFO - Epoch [91][20/792] lr: 3.750e-05, eta: 2:09:21, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9583, loss_cls: 0.5815, loss: 0.5815, grad_norm: 4.6403, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 17:56:29,679 - mmaction - INFO - Epoch [91][40/792] lr: 3.750e-05, eta: 2:09:00, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9510, loss_cls: 0.6181, loss: 0.6181, grad_norm: 4.6253, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 17:56:30,091 - mmaction - INFO - Epoch [91][40/792] lr: 3.750e-05, eta: 2:09:01, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9510, loss_cls: 0.6181, loss: 0.6181, grad_norm: 4.6149, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 17:56:49,512 - mmaction - INFO - Epoch [91][60/792] lr: 3.750e-05, eta: 2:08:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9562, loss_cls: 0.5749, loss: 0.5749, grad_norm: 4.5715, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-18 17:56:49,931 - mmaction - INFO - Epoch [91][60/792] lr: 3.750e-05, eta: 2:08:42, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9562, loss_cls: 0.5749, loss: 0.5749, grad_norm: 4.5442, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-18 17:57:09,467 - mmaction - INFO - Epoch [91][80/792] lr: 3.750e-05, eta: 2:08:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9453, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.4611, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5860, loss/aux0: 0.5860 2020-10-18 17:57:09,872 - mmaction - INFO - Epoch [91][80/792] lr: 3.750e-05, eta: 2:08:22, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9453, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.4624, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-18 17:57:29,416 - mmaction - INFO - Epoch [91][100/792] lr: 3.750e-05, eta: 2:08:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9474, loss_cls: 0.6443, loss: 0.6443, grad_norm: 4.6528, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5805, loss/aux0: 0.5805 2020-10-18 17:57:29,838 - mmaction - INFO - Epoch [91][100/792] lr: 3.750e-05, eta: 2:08:03, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9474, loss_cls: 0.6443, loss: 0.6443, grad_norm: 4.6392, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5798, loss/aux0: 0.5798 2020-10-18 17:57:49,274 - mmaction - INFO - Epoch [91][120/792] lr: 3.750e-05, eta: 2:07:42, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9490, loss_cls: 0.6217, loss: 0.6217, grad_norm: 4.5261, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5998, loss/aux0: 0.5998 2020-10-18 17:57:49,681 - mmaction - INFO - Epoch [91][120/792] lr: 3.750e-05, eta: 2:07:43, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9490, loss_cls: 0.6217, loss: 0.6217, grad_norm: 4.5341, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-18 17:58:09,079 - mmaction - INFO - Epoch [91][140/792] lr: 3.750e-05, eta: 2:07:22, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9458, loss_cls: 0.6300, loss: 0.6300, grad_norm: 4.5512, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5901, loss/aux0: 0.5901 2020-10-18 17:58:09,507 - mmaction - INFO - Epoch [91][140/792] lr: 3.750e-05, eta: 2:07:23, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9458, loss_cls: 0.6300, loss: 0.6300, grad_norm: 4.6044, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5880, loss/aux0: 0.5880 2020-10-18 17:58:28,933 - mmaction - INFO - Epoch [91][160/792] lr: 3.750e-05, eta: 2:07:03, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9495, loss_cls: 0.6219, loss: 0.6219, grad_norm: 4.7060, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6131, loss/aux0: 0.6131 2020-10-18 17:58:29,341 - mmaction - INFO - Epoch [91][160/792] lr: 3.750e-05, eta: 2:07:04, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9495, loss_cls: 0.6219, loss: 0.6219, grad_norm: 4.6754, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6083, loss/aux0: 0.6083 2020-10-18 17:58:48,758 - mmaction - INFO - Epoch [91][180/792] lr: 3.750e-05, eta: 2:06:43, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9474, loss_cls: 0.6065, loss: 0.6065, grad_norm: 4.6361, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5939, loss/aux0: 0.5939 2020-10-18 17:58:49,172 - mmaction - INFO - Epoch [91][180/792] lr: 3.750e-05, eta: 2:06:44, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9474, loss_cls: 0.6065, loss: 0.6065, grad_norm: 4.6268, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-18 17:59:08,652 - mmaction - INFO - Epoch [91][200/792] lr: 3.750e-05, eta: 2:06:23, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9448, loss_cls: 0.6546, loss: 0.6546, grad_norm: 4.6897, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6114, loss/aux0: 0.6114 2020-10-18 17:59:09,065 - mmaction - INFO - Epoch [91][200/792] lr: 3.750e-05, eta: 2:06:24, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9448, loss_cls: 0.6546, loss: 0.6546, grad_norm: 4.7008, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 17:59:28,483 - mmaction - INFO - Epoch [91][220/792] lr: 3.750e-05, eta: 2:06:04, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9500, loss_cls: 0.6453, loss: 0.6453, grad_norm: 4.6485, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 17:59:28,897 - mmaction - INFO - Epoch [91][220/792] lr: 3.750e-05, eta: 2:06:05, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9500, loss_cls: 0.6453, loss: 0.6453, grad_norm: 4.6649, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-18 17:59:48,379 - mmaction - INFO - Epoch [91][240/792] lr: 3.750e-05, eta: 2:05:44, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9536, loss_cls: 0.6013, loss: 0.6013, grad_norm: 4.6355, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 17:59:48,792 - mmaction - INFO - Epoch [91][240/792] lr: 3.750e-05, eta: 2:05:45, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9536, loss_cls: 0.6013, loss: 0.6013, grad_norm: 4.6817, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 18:00:12,310 - mmaction - INFO - Epoch [91][260/792] lr: 3.750e-05, eta: 2:05:25, time: 0.697, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9562, loss_cls: 0.6029, loss: 0.6029, grad_norm: 4.6187, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.5970, loss/aux0: 0.5970 2020-10-18 18:00:12,866 - mmaction - INFO - Epoch [91][260/792] lr: 3.750e-05, eta: 2:05:26, time: 0.705, data_time: 0.009, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9562, loss_cls: 0.6029, loss: 0.6029, grad_norm: 4.5786, top1_acc/aux0: 0.8446, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.5908, loss/aux0: 0.5908 2020-10-18 18:00:32,524 - mmaction - INFO - Epoch [91][280/792] lr: 3.750e-05, eta: 2:05:06, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9469, loss_cls: 0.6277, loss: 0.6277, grad_norm: 4.6547, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.5936, loss/aux0: 0.5936 2020-10-18 18:00:32,938 - mmaction - INFO - Epoch [91][280/792] lr: 3.750e-05, eta: 2:05:07, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9469, loss_cls: 0.6277, loss: 0.6277, grad_norm: 4.6527, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-18 18:00:52,444 - mmaction - INFO - Epoch [91][300/792] lr: 3.750e-05, eta: 2:04:46, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9521, loss_cls: 0.6298, loss: 0.6298, grad_norm: 4.6244, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 18:00:52,865 - mmaction - INFO - Epoch [91][300/792] lr: 3.750e-05, eta: 2:04:47, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9521, loss_cls: 0.6298, loss: 0.6298, grad_norm: 4.5899, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6039, loss/aux0: 0.6039 2020-10-18 18:01:12,322 - mmaction - INFO - Epoch [91][320/792] lr: 3.750e-05, eta: 2:04:27, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9542, loss_cls: 0.6393, loss: 0.6393, grad_norm: 4.5173, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5708, loss/aux0: 0.5708 2020-10-18 18:01:12,743 - mmaction - INFO - Epoch [91][320/792] lr: 3.750e-05, eta: 2:04:28, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9542, loss_cls: 0.6393, loss: 0.6393, grad_norm: 4.5593, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5717, loss/aux0: 0.5717 2020-10-18 18:01:32,135 - mmaction - INFO - Epoch [91][340/792] lr: 3.750e-05, eta: 2:04:07, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9495, loss_cls: 0.5899, loss: 0.5899, grad_norm: 4.5742, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.5882, loss/aux0: 0.5882 2020-10-18 18:01:32,562 - mmaction - INFO - Epoch [91][340/792] lr: 3.750e-05, eta: 2:04:08, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9495, loss_cls: 0.5899, loss: 0.5899, grad_norm: 4.5466, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.5880, loss/aux0: 0.5880 2020-10-18 18:01:52,123 - mmaction - INFO - Epoch [91][360/792] lr: 3.750e-05, eta: 2:03:47, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9510, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.8030, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-18 18:01:52,551 - mmaction - INFO - Epoch [91][360/792] lr: 3.750e-05, eta: 2:03:48, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9510, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.8388, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 18:02:12,026 - mmaction - INFO - Epoch [91][380/792] lr: 3.750e-05, eta: 2:03:28, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9464, loss_cls: 0.6186, loss: 0.6186, grad_norm: 4.7197, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-18 18:02:12,433 - mmaction - INFO - Epoch [91][380/792] lr: 3.750e-05, eta: 2:03:29, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9464, loss_cls: 0.6186, loss: 0.6186, grad_norm: 4.7225, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 18:02:31,961 - mmaction - INFO - Epoch [91][400/792] lr: 3.750e-05, eta: 2:03:08, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9391, loss_cls: 0.6838, loss: 0.6838, grad_norm: 4.6811, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 18:02:32,373 - mmaction - INFO - Epoch [91][400/792] lr: 3.750e-05, eta: 2:03:09, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9391, loss_cls: 0.6838, loss: 0.6838, grad_norm: 4.6357, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6041, loss/aux0: 0.6041 2020-10-18 18:02:51,890 - mmaction - INFO - Epoch [91][420/792] lr: 3.750e-05, eta: 2:02:48, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9505, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.6287, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5976, loss/aux0: 0.5976 2020-10-18 18:02:52,308 - mmaction - INFO - Epoch [91][420/792] lr: 3.750e-05, eta: 2:02:49, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9505, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.6299, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-18 18:03:11,841 - mmaction - INFO - Epoch [91][440/792] lr: 3.750e-05, eta: 2:02:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9469, loss_cls: 0.6211, loss: 0.6211, grad_norm: 4.6319, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-18 18:03:12,244 - mmaction - INFO - Epoch [91][440/792] lr: 3.750e-05, eta: 2:02:30, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9469, loss_cls: 0.6211, loss: 0.6211, grad_norm: 4.6229, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-18 18:03:31,753 - mmaction - INFO - Epoch [91][460/792] lr: 3.750e-05, eta: 2:02:09, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9490, loss_cls: 0.6074, loss: 0.6074, grad_norm: 4.5795, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5858, loss/aux0: 0.5858 2020-10-18 18:03:32,182 - mmaction - INFO - Epoch [91][460/792] lr: 3.750e-05, eta: 2:02:10, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9490, loss_cls: 0.6074, loss: 0.6074, grad_norm: 4.6111, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5856, loss/aux0: 0.5856 2020-10-18 18:03:51,861 - mmaction - INFO - Epoch [91][480/792] lr: 3.750e-05, eta: 2:01:50, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9505, loss_cls: 0.6017, loss: 0.6017, grad_norm: 4.6613, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-18 18:03:52,289 - mmaction - INFO - Epoch [91][480/792] lr: 3.750e-05, eta: 2:01:51, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9505, loss_cls: 0.6017, loss: 0.6017, grad_norm: 4.6191, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-18 18:04:11,676 - mmaction - INFO - Epoch [91][500/792] lr: 3.750e-05, eta: 2:01:30, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9516, loss_cls: 0.6061, loss: 0.6061, grad_norm: 4.6954, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6211, loss/aux0: 0.6211 2020-10-18 18:04:12,097 - mmaction - INFO - Epoch [91][500/792] lr: 3.750e-05, eta: 2:01:31, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9516, loss_cls: 0.6061, loss: 0.6061, grad_norm: 4.6537, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 18:04:31,647 - mmaction - INFO - Epoch [91][520/792] lr: 3.750e-05, eta: 2:01:10, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9500, loss_cls: 0.6296, loss: 0.6296, grad_norm: 4.5968, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5732, loss/aux0: 0.5732 2020-10-18 18:04:32,063 - mmaction - INFO - Epoch [91][520/792] lr: 3.750e-05, eta: 2:01:11, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9500, loss_cls: 0.6296, loss: 0.6296, grad_norm: 4.5971, top1_acc/aux0: 0.8462, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5785, loss/aux0: 0.5785 2020-10-18 18:04:51,567 - mmaction - INFO - Epoch [91][540/792] lr: 3.750e-05, eta: 2:00:51, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9500, loss_cls: 0.6406, loss: 0.6406, grad_norm: 4.7950, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-18 18:04:51,976 - mmaction - INFO - Epoch [91][540/792] lr: 3.750e-05, eta: 2:00:52, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9500, loss_cls: 0.6406, loss: 0.6406, grad_norm: 4.7852, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-18 18:05:11,417 - mmaction - INFO - Epoch [91][560/792] lr: 3.750e-05, eta: 2:00:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9557, loss_cls: 0.5740, loss: 0.5740, grad_norm: 4.5438, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-18 18:05:11,841 - mmaction - INFO - Epoch [91][560/792] lr: 3.750e-05, eta: 2:00:32, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9557, loss_cls: 0.5740, loss: 0.5740, grad_norm: 4.4874, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.5932, loss/aux0: 0.5932 2020-10-18 18:05:31,249 - mmaction - INFO - Epoch [91][580/792] lr: 3.750e-05, eta: 2:00:11, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9474, loss_cls: 0.6387, loss: 0.6387, grad_norm: 4.7401, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5969, loss/aux0: 0.5969 2020-10-18 18:05:31,688 - mmaction - INFO - Epoch [91][580/792] lr: 3.750e-05, eta: 2:00:12, time: 0.494, data_time: 0.004, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9474, loss_cls: 0.6387, loss: 0.6387, grad_norm: 4.7060, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-18 18:05:51,192 - mmaction - INFO - Epoch [91][600/792] lr: 3.750e-05, eta: 1:59:52, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9490, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.6789, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6057, loss/aux0: 0.6057 2020-10-18 18:05:51,596 - mmaction - INFO - Epoch [91][600/792] lr: 3.750e-05, eta: 1:59:53, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9490, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.6813, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-18 18:06:11,122 - mmaction - INFO - Epoch [91][620/792] lr: 3.750e-05, eta: 1:59:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9542, loss_cls: 0.6060, loss: 0.6060, grad_norm: 4.4549, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.5934, loss/aux0: 0.5934 2020-10-18 18:06:11,549 - mmaction - INFO - Epoch [91][620/792] lr: 3.750e-05, eta: 1:59:33, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9542, loss_cls: 0.6060, loss: 0.6060, grad_norm: 4.4682, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5877, loss/aux0: 0.5877 2020-10-18 18:06:31,093 - mmaction - INFO - Epoch [91][640/792] lr: 3.750e-05, eta: 1:59:13, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9391, loss_cls: 0.6658, loss: 0.6658, grad_norm: 4.6853, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5754, loss/aux0: 0.5754 2020-10-18 18:06:31,511 - mmaction - INFO - Epoch [91][640/792] lr: 3.750e-05, eta: 1:59:14, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9391, loss_cls: 0.6658, loss: 0.6658, grad_norm: 4.7037, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5795, loss/aux0: 0.5795 2020-10-18 18:06:51,066 - mmaction - INFO - Epoch [91][660/792] lr: 3.750e-05, eta: 1:58:53, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9479, loss_cls: 0.6081, loss: 0.6081, grad_norm: 4.5608, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-18 18:06:51,478 - mmaction - INFO - Epoch [91][660/792] lr: 3.750e-05, eta: 1:58:54, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9479, loss_cls: 0.6081, loss: 0.6081, grad_norm: 4.5869, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 18:07:10,982 - mmaction - INFO - Epoch [91][680/792] lr: 3.750e-05, eta: 1:58:33, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9380, loss_cls: 0.6665, loss: 0.6665, grad_norm: 4.6543, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.6016, loss/aux0: 0.6016 2020-10-18 18:07:11,403 - mmaction - INFO - Epoch [91][680/792] lr: 3.750e-05, eta: 1:58:34, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9380, loss_cls: 0.6665, loss: 0.6665, grad_norm: 4.6560, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-18 18:07:30,814 - mmaction - INFO - Epoch [91][700/792] lr: 3.750e-05, eta: 1:58:14, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9490, loss_cls: 0.6247, loss: 0.6247, grad_norm: 4.5125, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5868, loss/aux0: 0.5868 2020-10-18 18:07:31,234 - mmaction - INFO - Epoch [91][700/792] lr: 3.750e-05, eta: 1:58:15, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9490, loss_cls: 0.6247, loss: 0.6247, grad_norm: 4.4567, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5840, loss/aux0: 0.5840 2020-10-18 18:07:50,818 - mmaction - INFO - Epoch [91][720/792] lr: 3.750e-05, eta: 1:57:54, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9469, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.5806, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-18 18:07:51,239 - mmaction - INFO - Epoch [91][720/792] lr: 3.750e-05, eta: 1:57:55, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9469, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.5784, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-18 18:08:10,734 - mmaction - INFO - Epoch [91][740/792] lr: 3.750e-05, eta: 1:57:34, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9510, loss_cls: 0.6473, loss: 0.6473, grad_norm: 4.6187, top1_acc/aux0: 0.8450, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5755, loss/aux0: 0.5755 2020-10-18 18:08:11,175 - mmaction - INFO - Epoch [91][740/792] lr: 3.750e-05, eta: 1:57:35, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9510, loss_cls: 0.6473, loss: 0.6473, grad_norm: 4.6176, top1_acc/aux0: 0.8452, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5777, loss/aux0: 0.5777 2020-10-18 18:08:30,598 - mmaction - INFO - Epoch [91][760/792] lr: 3.750e-05, eta: 1:57:15, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9464, loss_cls: 0.6545, loss: 0.6545, grad_norm: 4.5696, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5898, loss/aux0: 0.5898 2020-10-18 18:08:31,010 - mmaction - INFO - Epoch [91][760/792] lr: 3.750e-05, eta: 1:57:16, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9464, loss_cls: 0.6545, loss: 0.6545, grad_norm: 4.5650, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5854, loss/aux0: 0.5854 2020-10-18 18:08:50,538 - mmaction - INFO - Epoch [91][780/792] lr: 3.750e-05, eta: 1:56:55, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9391, loss_cls: 0.6542, loss: 0.6542, grad_norm: 4.5566, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 18:08:50,941 - mmaction - INFO - Epoch [91][780/792] lr: 3.750e-05, eta: 1:56:56, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9391, loss_cls: 0.6542, loss: 0.6542, grad_norm: 4.5723, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6263, loss/aux0: 0.6263 2020-10-18 18:09:09,018 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-10-18 18:11:59,109 - mmaction - INFO - Epoch [92][20/792] lr: 3.750e-05, eta: 1:56:23, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9375, loss_cls: 0.6492, loss: 0.6492, grad_norm: 4.5805, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5926, loss/aux0: 0.5926 2020-10-18 18:11:59,518 - mmaction - INFO - Epoch [92][20/792] lr: 3.750e-05, eta: 1:56:24, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9375, loss_cls: 0.6492, loss: 0.6492, grad_norm: 4.5445, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5931, loss/aux0: 0.5931 2020-10-18 18:12:18,835 - mmaction - INFO - Epoch [92][40/792] lr: 3.750e-05, eta: 1:56:03, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9474, loss_cls: 0.5955, loss: 0.5955, grad_norm: 4.6573, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 18:12:19,249 - mmaction - INFO - Epoch [92][40/792] lr: 3.750e-05, eta: 1:56:04, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9474, loss_cls: 0.5955, loss: 0.5955, grad_norm: 4.6201, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 18:12:38,575 - mmaction - INFO - Epoch [92][60/792] lr: 3.750e-05, eta: 1:55:43, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9448, loss_cls: 0.6452, loss: 0.6452, grad_norm: 4.5692, top1_acc/aux0: 0.8496, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5787, loss/aux0: 0.5787 2020-10-18 18:12:38,985 - mmaction - INFO - Epoch [92][60/792] lr: 3.750e-05, eta: 1:55:44, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9448, loss_cls: 0.6452, loss: 0.6452, grad_norm: 4.6176, top1_acc/aux0: 0.8480, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5828, loss/aux0: 0.5828 2020-10-18 18:12:58,422 - mmaction - INFO - Epoch [92][80/792] lr: 3.750e-05, eta: 1:55:24, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9464, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.7469, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-18 18:12:58,839 - mmaction - INFO - Epoch [92][80/792] lr: 3.750e-05, eta: 1:55:25, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9464, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.7292, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6041, loss/aux0: 0.6041 2020-10-18 18:13:18,350 - mmaction - INFO - Epoch [92][100/792] lr: 3.750e-05, eta: 1:55:04, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9495, loss_cls: 0.6216, loss: 0.6216, grad_norm: 4.6589, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-18 18:13:18,757 - mmaction - INFO - Epoch [92][100/792] lr: 3.750e-05, eta: 1:55:05, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9495, loss_cls: 0.6216, loss: 0.6216, grad_norm: 4.6929, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-18 18:13:38,315 - mmaction - INFO - Epoch [92][120/792] lr: 3.750e-05, eta: 1:54:44, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9427, loss_cls: 0.6533, loss: 0.6533, grad_norm: 4.5210, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5862, loss/aux0: 0.5862 2020-10-18 18:13:38,725 - mmaction - INFO - Epoch [92][120/792] lr: 3.750e-05, eta: 1:54:45, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9427, loss_cls: 0.6533, loss: 0.6533, grad_norm: 4.5265, top1_acc/aux0: 0.8450, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5828, loss/aux0: 0.5828 2020-10-18 18:13:58,153 - mmaction - INFO - Epoch [92][140/792] lr: 3.750e-05, eta: 1:54:25, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9479, loss_cls: 0.6294, loss: 0.6294, grad_norm: 4.6506, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 18:13:58,607 - mmaction - INFO - Epoch [92][140/792] lr: 3.750e-05, eta: 1:54:26, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9479, loss_cls: 0.6294, loss: 0.6294, grad_norm: 4.6414, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 18:14:18,122 - mmaction - INFO - Epoch [92][160/792] lr: 3.750e-05, eta: 1:54:05, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9464, loss_cls: 0.6550, loss: 0.6550, grad_norm: 4.5397, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 18:14:18,545 - mmaction - INFO - Epoch [92][160/792] lr: 3.750e-05, eta: 1:54:06, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9464, loss_cls: 0.6550, loss: 0.6550, grad_norm: 4.5755, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-18 18:14:38,156 - mmaction - INFO - Epoch [92][180/792] lr: 3.750e-05, eta: 1:53:46, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9557, loss_cls: 0.5700, loss: 0.5700, grad_norm: 4.6804, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6165, loss/aux0: 0.6165 2020-10-18 18:14:38,563 - mmaction - INFO - Epoch [92][180/792] lr: 3.750e-05, eta: 1:53:47, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9557, loss_cls: 0.5700, loss: 0.5700, grad_norm: 4.7090, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 18:14:58,076 - mmaction - INFO - Epoch [92][200/792] lr: 3.750e-05, eta: 1:53:26, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9510, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.4580, top1_acc/aux0: 0.8463, top5_acc/aux0: 0.9549, loss_cls/aux0: 0.5742, loss/aux0: 0.5742 2020-10-18 18:14:58,488 - mmaction - INFO - Epoch [92][200/792] lr: 3.750e-05, eta: 1:53:27, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9510, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.4566, top1_acc/aux0: 0.8480, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5644, loss/aux0: 0.5644 2020-10-18 18:15:18,054 - mmaction - INFO - Epoch [92][220/792] lr: 3.750e-05, eta: 1:53:06, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9516, loss_cls: 0.6034, loss: 0.6034, grad_norm: 4.6103, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-18 18:15:18,468 - mmaction - INFO - Epoch [92][220/792] lr: 3.750e-05, eta: 1:53:07, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9516, loss_cls: 0.6034, loss: 0.6034, grad_norm: 4.6060, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6115, loss/aux0: 0.6115 2020-10-18 18:15:38,001 - mmaction - INFO - Epoch [92][240/792] lr: 3.750e-05, eta: 1:52:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9500, loss_cls: 0.6492, loss: 0.6492, grad_norm: 4.5557, top1_acc/aux0: 0.8515, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5692, loss/aux0: 0.5692 2020-10-18 18:15:38,402 - mmaction - INFO - Epoch [92][240/792] lr: 3.750e-05, eta: 1:52:48, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9500, loss_cls: 0.6492, loss: 0.6492, grad_norm: 4.6118, top1_acc/aux0: 0.8502, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5742, loss/aux0: 0.5742 2020-10-18 18:15:57,879 - mmaction - INFO - Epoch [92][260/792] lr: 3.750e-05, eta: 1:52:27, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9479, loss_cls: 0.6688, loss: 0.6688, grad_norm: 4.5922, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-18 18:15:58,289 - mmaction - INFO - Epoch [92][260/792] lr: 3.750e-05, eta: 1:52:28, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9479, loss_cls: 0.6688, loss: 0.6688, grad_norm: 4.6162, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6038, loss/aux0: 0.6038 2020-10-18 18:16:17,881 - mmaction - INFO - Epoch [92][280/792] lr: 3.750e-05, eta: 1:52:07, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9516, loss_cls: 0.6163, loss: 0.6163, grad_norm: 4.5159, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.5946, loss/aux0: 0.5946 2020-10-18 18:16:18,314 - mmaction - INFO - Epoch [92][280/792] lr: 3.750e-05, eta: 1:52:08, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9516, loss_cls: 0.6163, loss: 0.6163, grad_norm: 4.5299, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-18 18:16:37,821 - mmaction - INFO - Epoch [92][300/792] lr: 3.750e-05, eta: 1:51:48, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9448, loss_cls: 0.6356, loss: 0.6356, grad_norm: 4.6246, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6068, loss/aux0: 0.6068 2020-10-18 18:16:38,228 - mmaction - INFO - Epoch [92][300/792] lr: 3.750e-05, eta: 1:51:49, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9448, loss_cls: 0.6356, loss: 0.6356, grad_norm: 4.6174, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6063, loss/aux0: 0.6063 2020-10-18 18:16:57,789 - mmaction - INFO - Epoch [92][320/792] lr: 3.750e-05, eta: 1:51:28, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9422, loss_cls: 0.6513, loss: 0.6513, grad_norm: 4.5093, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 18:16:58,206 - mmaction - INFO - Epoch [92][320/792] lr: 3.750e-05, eta: 1:51:29, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9422, loss_cls: 0.6513, loss: 0.6513, grad_norm: 4.5029, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-18 18:17:17,646 - mmaction - INFO - Epoch [92][340/792] lr: 3.750e-05, eta: 1:51:09, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9490, loss_cls: 0.6007, loss: 0.6007, grad_norm: 4.5517, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9566, loss_cls/aux0: 0.5758, loss/aux0: 0.5758 2020-10-18 18:17:18,066 - mmaction - INFO - Epoch [92][340/792] lr: 3.750e-05, eta: 1:51:10, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9490, loss_cls: 0.6007, loss: 0.6007, grad_norm: 4.5355, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9560, loss_cls/aux0: 0.5771, loss/aux0: 0.5771 2020-10-18 18:17:37,651 - mmaction - INFO - Epoch [92][360/792] lr: 3.750e-05, eta: 1:50:49, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9474, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.5601, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-18 18:17:38,055 - mmaction - INFO - Epoch [92][360/792] lr: 3.750e-05, eta: 1:50:50, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9474, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.5895, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-18 18:17:57,686 - mmaction - INFO - Epoch [92][380/792] lr: 3.750e-05, eta: 1:50:29, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9401, loss_cls: 0.6512, loss: 0.6512, grad_norm: 4.5702, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6145, loss/aux0: 0.6145 2020-10-18 18:17:58,109 - mmaction - INFO - Epoch [92][380/792] lr: 3.750e-05, eta: 1:50:30, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9401, loss_cls: 0.6512, loss: 0.6512, grad_norm: 4.5824, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-18 18:18:17,684 - mmaction - INFO - Epoch [92][400/792] lr: 3.750e-05, eta: 1:50:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9417, loss_cls: 0.6598, loss: 0.6598, grad_norm: 4.5674, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5970, loss/aux0: 0.5970 2020-10-18 18:18:18,107 - mmaction - INFO - Epoch [92][400/792] lr: 3.750e-05, eta: 1:50:11, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9417, loss_cls: 0.6598, loss: 0.6598, grad_norm: 4.5202, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 18:18:37,587 - mmaction - INFO - Epoch [92][420/792] lr: 3.750e-05, eta: 1:49:50, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9531, loss_cls: 0.5989, loss: 0.5989, grad_norm: 4.6337, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5880, loss/aux0: 0.5880 2020-10-18 18:18:37,993 - mmaction - INFO - Epoch [92][420/792] lr: 3.750e-05, eta: 1:49:51, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9531, loss_cls: 0.5989, loss: 0.5989, grad_norm: 4.6415, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5935, loss/aux0: 0.5935 2020-10-18 18:18:57,455 - mmaction - INFO - Epoch [92][440/792] lr: 3.750e-05, eta: 1:49:31, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9542, loss_cls: 0.6168, loss: 0.6168, grad_norm: 4.5941, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6093, loss/aux0: 0.6093 2020-10-18 18:18:57,861 - mmaction - INFO - Epoch [92][440/792] lr: 3.750e-05, eta: 1:49:31, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9542, loss_cls: 0.6168, loss: 0.6168, grad_norm: 4.5763, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 18:19:17,362 - mmaction - INFO - Epoch [92][460/792] lr: 3.750e-05, eta: 1:49:11, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9526, loss_cls: 0.6084, loss: 0.6084, grad_norm: 4.4130, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-18 18:19:17,781 - mmaction - INFO - Epoch [92][460/792] lr: 3.750e-05, eta: 1:49:12, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9526, loss_cls: 0.6084, loss: 0.6084, grad_norm: 4.3866, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-18 18:19:37,303 - mmaction - INFO - Epoch [92][480/792] lr: 3.750e-05, eta: 1:48:51, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9526, loss_cls: 0.5640, loss: 0.5640, grad_norm: 4.6369, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-18 18:19:37,708 - mmaction - INFO - Epoch [92][480/792] lr: 3.750e-05, eta: 1:48:52, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9526, loss_cls: 0.5640, loss: 0.5640, grad_norm: 4.6381, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 18:19:57,205 - mmaction - INFO - Epoch [92][500/792] lr: 3.750e-05, eta: 1:48:32, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9521, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.5596, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6197, loss/aux0: 0.6197 2020-10-18 18:19:57,617 - mmaction - INFO - Epoch [92][500/792] lr: 3.750e-05, eta: 1:48:33, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9521, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.5470, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 18:20:17,192 - mmaction - INFO - Epoch [92][520/792] lr: 3.750e-05, eta: 1:48:12, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9484, loss_cls: 0.6507, loss: 0.6507, grad_norm: 4.6919, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9472, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 18:20:17,614 - mmaction - INFO - Epoch [92][520/792] lr: 3.750e-05, eta: 1:48:13, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9484, loss_cls: 0.6507, loss: 0.6507, grad_norm: 4.7465, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-18 18:20:37,110 - mmaction - INFO - Epoch [92][540/792] lr: 3.750e-05, eta: 1:47:52, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9458, loss_cls: 0.6407, loss: 0.6407, grad_norm: 4.5116, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 18:20:37,528 - mmaction - INFO - Epoch [92][540/792] lr: 3.750e-05, eta: 1:47:53, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9458, loss_cls: 0.6407, loss: 0.6407, grad_norm: 4.4688, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-18 18:20:57,076 - mmaction - INFO - Epoch [92][560/792] lr: 3.750e-05, eta: 1:47:33, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9484, loss_cls: 0.6491, loss: 0.6491, grad_norm: 4.5568, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9556, loss_cls/aux0: 0.5811, loss/aux0: 0.5811 2020-10-18 18:20:57,517 - mmaction - INFO - Epoch [92][560/792] lr: 3.750e-05, eta: 1:47:34, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9484, loss_cls: 0.6491, loss: 0.6491, grad_norm: 4.5491, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9551, loss_cls/aux0: 0.5880, loss/aux0: 0.5880 2020-10-18 18:21:17,105 - mmaction - INFO - Epoch [92][580/792] lr: 3.750e-05, eta: 1:47:13, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9495, loss_cls: 0.6029, loss: 0.6029, grad_norm: 4.5357, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-18 18:21:17,525 - mmaction - INFO - Epoch [92][580/792] lr: 3.750e-05, eta: 1:47:14, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9495, loss_cls: 0.6029, loss: 0.6029, grad_norm: 4.5529, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-18 18:21:36,960 - mmaction - INFO - Epoch [92][600/792] lr: 3.750e-05, eta: 1:46:54, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9552, loss_cls: 0.6111, loss: 0.6111, grad_norm: 4.5428, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 18:21:37,377 - mmaction - INFO - Epoch [92][600/792] lr: 3.750e-05, eta: 1:46:54, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9552, loss_cls: 0.6111, loss: 0.6111, grad_norm: 4.5043, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6051, loss/aux0: 0.6051 2020-10-18 18:21:56,811 - mmaction - INFO - Epoch [92][620/792] lr: 3.750e-05, eta: 1:46:34, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9510, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.5861, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-18 18:21:57,225 - mmaction - INFO - Epoch [92][620/792] lr: 3.750e-05, eta: 1:46:35, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9510, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.6030, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-18 18:22:16,697 - mmaction - INFO - Epoch [92][640/792] lr: 3.750e-05, eta: 1:46:14, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9516, loss_cls: 0.6124, loss: 0.6124, grad_norm: 4.6001, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-18 18:22:17,114 - mmaction - INFO - Epoch [92][640/792] lr: 3.750e-05, eta: 1:46:15, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9516, loss_cls: 0.6124, loss: 0.6124, grad_norm: 4.5490, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5865, loss/aux0: 0.5865 2020-10-18 18:22:36,619 - mmaction - INFO - Epoch [92][660/792] lr: 3.750e-05, eta: 1:45:55, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9479, loss_cls: 0.6319, loss: 0.6319, grad_norm: 4.5460, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-18 18:22:37,047 - mmaction - INFO - Epoch [92][660/792] lr: 3.750e-05, eta: 1:45:56, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9479, loss_cls: 0.6319, loss: 0.6319, grad_norm: 4.5941, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 18:22:56,580 - mmaction - INFO - Epoch [92][680/792] lr: 3.750e-05, eta: 1:45:35, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9557, loss_cls: 0.5831, loss: 0.5831, grad_norm: 4.4724, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-18 18:22:56,999 - mmaction - INFO - Epoch [92][680/792] lr: 3.750e-05, eta: 1:45:36, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9557, loss_cls: 0.5831, loss: 0.5831, grad_norm: 4.4758, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-18 18:23:16,488 - mmaction - INFO - Epoch [92][700/792] lr: 3.750e-05, eta: 1:45:15, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9557, loss_cls: 0.6171, loss: 0.6171, grad_norm: 4.7079, top1_acc/aux0: 0.8348, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6199, loss/aux0: 0.6199 2020-10-18 18:23:16,907 - mmaction - INFO - Epoch [92][700/792] lr: 3.750e-05, eta: 1:45:16, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9557, loss_cls: 0.6171, loss: 0.6171, grad_norm: 4.6642, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6126, loss/aux0: 0.6126 2020-10-18 18:23:36,335 - mmaction - INFO - Epoch [92][720/792] lr: 3.750e-05, eta: 1:44:56, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8568, top5_acc: 0.9536, loss_cls: 0.5950, loss: 0.5950, grad_norm: 4.5938, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6181, loss/aux0: 0.6181 2020-10-18 18:23:36,738 - mmaction - INFO - Epoch [92][720/792] lr: 3.750e-05, eta: 1:44:57, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8568, top5_acc: 0.9536, loss_cls: 0.5950, loss: 0.5950, grad_norm: 4.5919, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-18 18:23:56,269 - mmaction - INFO - Epoch [92][740/792] lr: 3.750e-05, eta: 1:44:36, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9443, loss_cls: 0.6362, loss: 0.6362, grad_norm: 4.6880, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-18 18:23:56,689 - mmaction - INFO - Epoch [92][740/792] lr: 3.750e-05, eta: 1:44:37, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9443, loss_cls: 0.6362, loss: 0.6362, grad_norm: 4.7055, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 18:24:16,208 - mmaction - INFO - Epoch [92][760/792] lr: 3.750e-05, eta: 1:44:16, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9422, loss_cls: 0.6417, loss: 0.6417, grad_norm: 4.5861, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5939, loss/aux0: 0.5939 2020-10-18 18:24:16,613 - mmaction - INFO - Epoch [92][760/792] lr: 3.750e-05, eta: 1:44:17, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9422, loss_cls: 0.6417, loss: 0.6417, grad_norm: 4.5705, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5905, loss/aux0: 0.5905 2020-10-18 18:24:36,070 - mmaction - INFO - Epoch [92][780/792] lr: 3.750e-05, eta: 1:43:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9505, loss_cls: 0.6269, loss: 0.6269, grad_norm: 4.7053, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-18 18:24:36,480 - mmaction - INFO - Epoch [92][780/792] lr: 3.750e-05, eta: 1:43:58, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9505, loss_cls: 0.6269, loss: 0.6269, grad_norm: 4.6781, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-18 18:24:49,417 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-10-18 18:27:24,264 - mmaction - INFO - Epoch [93][20/792] lr: 3.750e-05, eta: 1:43:24, time: 0.491, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9469, loss_cls: 0.5978, loss: 0.5978, grad_norm: 4.7147, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-18 18:27:24,715 - mmaction - INFO - Epoch [93][20/792] lr: 3.750e-05, eta: 1:43:25, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9469, loss_cls: 0.5978, loss: 0.5978, grad_norm: 4.6841, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-18 18:27:43,961 - mmaction - INFO - Epoch [93][40/792] lr: 3.750e-05, eta: 1:43:05, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8531, top5_acc: 0.9526, loss_cls: 0.6050, loss: 0.6050, grad_norm: 4.6598, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 18:27:44,379 - mmaction - INFO - Epoch [93][40/792] lr: 3.750e-05, eta: 1:43:06, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.8531, top5_acc: 0.9526, loss_cls: 0.6050, loss: 0.6050, grad_norm: 4.6843, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-18 18:28:03,683 - mmaction - INFO - Epoch [93][60/792] lr: 3.750e-05, eta: 1:42:45, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9490, loss_cls: 0.6366, loss: 0.6366, grad_norm: 4.6851, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-18 18:28:04,116 - mmaction - INFO - Epoch [93][60/792] lr: 3.750e-05, eta: 1:42:46, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9490, loss_cls: 0.6366, loss: 0.6366, grad_norm: 4.6913, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 18:28:23,594 - mmaction - INFO - Epoch [93][80/792] lr: 3.750e-05, eta: 1:42:25, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9437, loss_cls: 0.6784, loss: 0.6784, grad_norm: 4.6647, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6158, loss/aux0: 0.6158 2020-10-18 18:28:23,998 - mmaction - INFO - Epoch [93][80/792] lr: 3.750e-05, eta: 1:42:26, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9437, loss_cls: 0.6784, loss: 0.6784, grad_norm: 4.6543, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-18 18:28:43,453 - mmaction - INFO - Epoch [93][100/792] lr: 3.750e-05, eta: 1:42:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9510, loss_cls: 0.6332, loss: 0.6332, grad_norm: 4.5578, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-18 18:28:43,868 - mmaction - INFO - Epoch [93][100/792] lr: 3.750e-05, eta: 1:42:07, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9510, loss_cls: 0.6332, loss: 0.6332, grad_norm: 4.5582, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-18 18:29:03,302 - mmaction - INFO - Epoch [93][120/792] lr: 3.750e-05, eta: 1:41:46, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9568, loss_cls: 0.5770, loss: 0.5770, grad_norm: 4.5321, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-18 18:29:03,712 - mmaction - INFO - Epoch [93][120/792] lr: 3.750e-05, eta: 1:41:47, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9568, loss_cls: 0.5770, loss: 0.5770, grad_norm: 4.4942, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 18:29:23,162 - mmaction - INFO - Epoch [93][140/792] lr: 3.750e-05, eta: 1:41:27, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9536, loss_cls: 0.5882, loss: 0.5882, grad_norm: 4.5377, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9555, loss_cls/aux0: 0.5597, loss/aux0: 0.5597 2020-10-18 18:29:23,578 - mmaction - INFO - Epoch [93][140/792] lr: 3.750e-05, eta: 1:41:27, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9536, loss_cls: 0.5882, loss: 0.5882, grad_norm: 4.5490, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5646, loss/aux0: 0.5646 2020-10-18 18:29:42,993 - mmaction - INFO - Epoch [93][160/792] lr: 3.750e-05, eta: 1:41:07, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9589, loss_cls: 0.5808, loss: 0.5808, grad_norm: 4.5639, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5804, loss/aux0: 0.5804 2020-10-18 18:29:43,401 - mmaction - INFO - Epoch [93][160/792] lr: 3.750e-05, eta: 1:41:08, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9589, loss_cls: 0.5808, loss: 0.5808, grad_norm: 4.5255, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5797, loss/aux0: 0.5797 2020-10-18 18:30:02,977 - mmaction - INFO - Epoch [93][180/792] lr: 3.750e-05, eta: 1:40:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9474, loss_cls: 0.6408, loss: 0.6408, grad_norm: 4.5869, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-18 18:30:03,398 - mmaction - INFO - Epoch [93][180/792] lr: 3.750e-05, eta: 1:40:48, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9474, loss_cls: 0.6408, loss: 0.6408, grad_norm: 4.5774, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-18 18:30:22,662 - mmaction - INFO - Epoch [93][200/792] lr: 3.750e-05, eta: 1:40:28, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6573, loss: 0.6573, grad_norm: 4.6030, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-18 18:30:23,063 - mmaction - INFO - Epoch [93][200/792] lr: 3.750e-05, eta: 1:40:29, time: 0.493, data_time: 0.001, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6573, loss: 0.6573, grad_norm: 4.5663, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-18 18:30:42,548 - mmaction - INFO - Epoch [93][220/792] lr: 3.750e-05, eta: 1:40:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9500, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.6827, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5871, loss/aux0: 0.5871 2020-10-18 18:30:42,967 - mmaction - INFO - Epoch [93][220/792] lr: 3.750e-05, eta: 1:40:09, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9500, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.6573, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-18 18:31:02,485 - mmaction - INFO - Epoch [93][240/792] lr: 3.750e-05, eta: 1:39:48, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9474, loss_cls: 0.6386, loss: 0.6386, grad_norm: 4.6405, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-18 18:31:02,897 - mmaction - INFO - Epoch [93][240/792] lr: 3.750e-05, eta: 1:39:49, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9474, loss_cls: 0.6386, loss: 0.6386, grad_norm: 4.6134, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5890, loss/aux0: 0.5890 2020-10-18 18:31:22,369 - mmaction - INFO - Epoch [93][260/792] lr: 3.750e-05, eta: 1:39:29, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9547, loss_cls: 0.6108, loss: 0.6108, grad_norm: 4.6086, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5882, loss/aux0: 0.5882 2020-10-18 18:31:22,791 - mmaction - INFO - Epoch [93][260/792] lr: 3.750e-05, eta: 1:39:30, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9547, loss_cls: 0.6108, loss: 0.6108, grad_norm: 4.6054, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-18 18:31:42,310 - mmaction - INFO - Epoch [93][280/792] lr: 3.750e-05, eta: 1:39:09, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.6769, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-18 18:31:42,711 - mmaction - INFO - Epoch [93][280/792] lr: 3.750e-05, eta: 1:39:10, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.7266, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 18:32:02,188 - mmaction - INFO - Epoch [93][300/792] lr: 3.750e-05, eta: 1:38:50, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9547, loss_cls: 0.5902, loss: 0.5902, grad_norm: 4.7106, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-18 18:32:02,592 - mmaction - INFO - Epoch [93][300/792] lr: 3.750e-05, eta: 1:38:50, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9547, loss_cls: 0.5902, loss: 0.5902, grad_norm: 4.6930, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-18 18:32:22,002 - mmaction - INFO - Epoch [93][320/792] lr: 3.750e-05, eta: 1:38:30, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9505, loss_cls: 0.6194, loss: 0.6194, grad_norm: 4.5785, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-18 18:32:22,413 - mmaction - INFO - Epoch [93][320/792] lr: 3.750e-05, eta: 1:38:31, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9505, loss_cls: 0.6194, loss: 0.6194, grad_norm: 4.5826, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-18 18:32:41,843 - mmaction - INFO - Epoch [93][340/792] lr: 3.750e-05, eta: 1:38:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9542, loss_cls: 0.5885, loss: 0.5885, grad_norm: 4.7599, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 18:32:42,251 - mmaction - INFO - Epoch [93][340/792] lr: 3.750e-05, eta: 1:38:11, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9542, loss_cls: 0.5885, loss: 0.5885, grad_norm: 4.7155, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 18:33:01,685 - mmaction - INFO - Epoch [93][360/792] lr: 3.750e-05, eta: 1:37:51, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.6363, loss: 0.6363, grad_norm: 4.5122, top1_acc/aux0: 0.8449, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.5924, loss/aux0: 0.5924 2020-10-18 18:33:02,154 - mmaction - INFO - Epoch [93][360/792] lr: 3.750e-05, eta: 1:37:51, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.6363, loss: 0.6363, grad_norm: 4.4851, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 18:33:21,672 - mmaction - INFO - Epoch [93][380/792] lr: 3.750e-05, eta: 1:37:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9510, loss_cls: 0.6226, loss: 0.6226, grad_norm: 4.7619, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6165, loss/aux0: 0.6165 2020-10-18 18:33:22,097 - mmaction - INFO - Epoch [93][380/792] lr: 3.750e-05, eta: 1:37:32, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9510, loss_cls: 0.6226, loss: 0.6226, grad_norm: 4.7644, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-18 18:33:41,537 - mmaction - INFO - Epoch [93][400/792] lr: 3.750e-05, eta: 1:37:11, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9510, loss_cls: 0.6114, loss: 0.6114, grad_norm: 4.5090, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5819, loss/aux0: 0.5819 2020-10-18 18:33:41,962 - mmaction - INFO - Epoch [93][400/792] lr: 3.750e-05, eta: 1:37:12, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9510, loss_cls: 0.6114, loss: 0.6114, grad_norm: 4.4952, top1_acc/aux0: 0.8459, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5726, loss/aux0: 0.5726 2020-10-18 18:34:01,386 - mmaction - INFO - Epoch [93][420/792] lr: 3.750e-05, eta: 1:36:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9469, loss_cls: 0.6362, loss: 0.6362, grad_norm: 4.5635, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5825, loss/aux0: 0.5825 2020-10-18 18:34:01,792 - mmaction - INFO - Epoch [93][420/792] lr: 3.750e-05, eta: 1:36:53, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9469, loss_cls: 0.6362, loss: 0.6362, grad_norm: 4.5880, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5945, loss/aux0: 0.5945 2020-10-18 18:34:21,348 - mmaction - INFO - Epoch [93][440/792] lr: 3.750e-05, eta: 1:36:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9505, loss_cls: 0.6319, loss: 0.6319, grad_norm: 4.6406, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5952, loss/aux0: 0.5952 2020-10-18 18:34:21,751 - mmaction - INFO - Epoch [93][440/792] lr: 3.750e-05, eta: 1:36:33, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9505, loss_cls: 0.6319, loss: 0.6319, grad_norm: 4.5998, top1_acc/aux0: 0.8449, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-18 18:34:41,272 - mmaction - INFO - Epoch [93][460/792] lr: 3.750e-05, eta: 1:36:13, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9531, loss_cls: 0.6094, loss: 0.6094, grad_norm: 4.5543, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-18 18:34:41,680 - mmaction - INFO - Epoch [93][460/792] lr: 3.750e-05, eta: 1:36:13, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9531, loss_cls: 0.6094, loss: 0.6094, grad_norm: 4.5745, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 18:35:01,228 - mmaction - INFO - Epoch [93][480/792] lr: 3.750e-05, eta: 1:35:53, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.6408, loss: 0.6408, grad_norm: 4.6851, top1_acc/aux0: 0.8334, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 18:35:01,646 - mmaction - INFO - Epoch [93][480/792] lr: 3.750e-05, eta: 1:35:54, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.6408, loss: 0.6408, grad_norm: 4.6821, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6123, loss/aux0: 0.6123 2020-10-18 18:35:21,197 - mmaction - INFO - Epoch [93][500/792] lr: 3.750e-05, eta: 1:35:33, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9557, loss_cls: 0.5796, loss: 0.5796, grad_norm: 4.4853, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-18 18:35:21,603 - mmaction - INFO - Epoch [93][500/792] lr: 3.750e-05, eta: 1:35:34, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9557, loss_cls: 0.5796, loss: 0.5796, grad_norm: 4.4822, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6026, loss/aux0: 0.6026 2020-10-18 18:35:41,138 - mmaction - INFO - Epoch [93][520/792] lr: 3.750e-05, eta: 1:35:14, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9474, loss_cls: 0.6226, loss: 0.6226, grad_norm: 4.5958, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-18 18:35:41,543 - mmaction - INFO - Epoch [93][520/792] lr: 3.750e-05, eta: 1:35:14, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9474, loss_cls: 0.6226, loss: 0.6226, grad_norm: 4.5814, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6026, loss/aux0: 0.6026 2020-10-18 18:36:00,947 - mmaction - INFO - Epoch [93][540/792] lr: 3.750e-05, eta: 1:34:54, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9474, loss_cls: 0.6131, loss: 0.6131, grad_norm: 4.6553, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-18 18:36:01,366 - mmaction - INFO - Epoch [93][540/792] lr: 3.750e-05, eta: 1:34:55, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9474, loss_cls: 0.6131, loss: 0.6131, grad_norm: 4.6572, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-18 18:36:20,797 - mmaction - INFO - Epoch [93][560/792] lr: 3.750e-05, eta: 1:34:34, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9505, loss_cls: 0.6274, loss: 0.6274, grad_norm: 4.6717, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5926, loss/aux0: 0.5926 2020-10-18 18:36:21,201 - mmaction - INFO - Epoch [93][560/792] lr: 3.750e-05, eta: 1:34:35, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9505, loss_cls: 0.6274, loss: 0.6274, grad_norm: 4.6754, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-18 18:36:40,723 - mmaction - INFO - Epoch [93][580/792] lr: 3.750e-05, eta: 1:34:15, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9432, loss_cls: 0.6330, loss: 0.6330, grad_norm: 4.6476, top1_acc/aux0: 0.8324, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 18:36:41,130 - mmaction - INFO - Epoch [93][580/792] lr: 3.750e-05, eta: 1:34:16, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9432, loss_cls: 0.6330, loss: 0.6330, grad_norm: 4.6797, top1_acc/aux0: 0.8319, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-18 18:37:00,769 - mmaction - INFO - Epoch [93][600/792] lr: 3.750e-05, eta: 1:33:55, time: 0.505, data_time: 0.000, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9526, loss_cls: 0.5942, loss: 0.5942, grad_norm: 4.5921, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5864, loss/aux0: 0.5864 2020-10-18 18:37:01,171 - mmaction - INFO - Epoch [93][600/792] lr: 3.750e-05, eta: 1:33:56, time: 0.504, data_time: 0.001, memory: 8335, top1_acc: 0.8552, top5_acc: 0.9526, loss_cls: 0.5942, loss: 0.5942, grad_norm: 4.6179, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5839, loss/aux0: 0.5839 2020-10-18 18:37:20,625 - mmaction - INFO - Epoch [93][620/792] lr: 3.750e-05, eta: 1:33:35, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9432, loss_cls: 0.6542, loss: 0.6542, grad_norm: 4.7366, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5804, loss/aux0: 0.5804 2020-10-18 18:37:21,034 - mmaction - INFO - Epoch [93][620/792] lr: 3.750e-05, eta: 1:33:36, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9432, loss_cls: 0.6542, loss: 0.6542, grad_norm: 4.7433, top1_acc/aux0: 0.8455, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5828, loss/aux0: 0.5828 2020-10-18 18:37:40,570 - mmaction - INFO - Epoch [93][640/792] lr: 3.750e-05, eta: 1:33:16, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9479, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.5690, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 18:37:40,976 - mmaction - INFO - Epoch [93][640/792] lr: 3.750e-05, eta: 1:33:17, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9479, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.6089, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-18 18:38:00,506 - mmaction - INFO - Epoch [93][660/792] lr: 3.750e-05, eta: 1:32:56, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9458, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.6387, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 18:38:00,915 - mmaction - INFO - Epoch [93][660/792] lr: 3.750e-05, eta: 1:32:57, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9458, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.6317, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-18 18:38:20,431 - mmaction - INFO - Epoch [93][680/792] lr: 3.750e-05, eta: 1:32:37, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9531, loss_cls: 0.5882, loss: 0.5882, grad_norm: 4.5662, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-18 18:38:20,855 - mmaction - INFO - Epoch [93][680/792] lr: 3.750e-05, eta: 1:32:37, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9531, loss_cls: 0.5882, loss: 0.5882, grad_norm: 4.5859, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-18 18:38:40,350 - mmaction - INFO - Epoch [93][700/792] lr: 3.750e-05, eta: 1:32:17, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9495, loss_cls: 0.6255, loss: 0.6255, grad_norm: 4.4395, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5810, loss/aux0: 0.5810 2020-10-18 18:38:40,755 - mmaction - INFO - Epoch [93][700/792] lr: 3.750e-05, eta: 1:32:18, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9495, loss_cls: 0.6255, loss: 0.6255, grad_norm: 4.4481, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5782, loss/aux0: 0.5782 2020-10-18 18:39:00,183 - mmaction - INFO - Epoch [93][720/792] lr: 3.750e-05, eta: 1:31:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9583, loss_cls: 0.5911, loss: 0.5911, grad_norm: 4.5881, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5910, loss/aux0: 0.5910 2020-10-18 18:39:00,609 - mmaction - INFO - Epoch [93][720/792] lr: 3.750e-05, eta: 1:31:58, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9583, loss_cls: 0.5911, loss: 0.5911, grad_norm: 4.5853, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5880, loss/aux0: 0.5880 2020-10-18 18:39:20,066 - mmaction - INFO - Epoch [93][740/792] lr: 3.750e-05, eta: 1:31:38, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8557, top5_acc: 0.9526, loss_cls: 0.6054, loss: 0.6054, grad_norm: 4.4361, top1_acc/aux0: 0.8488, top5_acc/aux0: 0.9545, loss_cls/aux0: 0.5651, loss/aux0: 0.5651 2020-10-18 18:39:20,484 - mmaction - INFO - Epoch [93][740/792] lr: 3.750e-05, eta: 1:31:38, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8557, top5_acc: 0.9526, loss_cls: 0.6054, loss: 0.6054, grad_norm: 4.4289, top1_acc/aux0: 0.8473, top5_acc/aux0: 0.9543, loss_cls/aux0: 0.5699, loss/aux0: 0.5699 2020-10-18 18:39:40,042 - mmaction - INFO - Epoch [93][760/792] lr: 3.750e-05, eta: 1:31:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9526, loss_cls: 0.6436, loss: 0.6436, grad_norm: 4.7534, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6154, loss/aux0: 0.6154 2020-10-18 18:39:40,456 - mmaction - INFO - Epoch [93][760/792] lr: 3.750e-05, eta: 1:31:19, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9526, loss_cls: 0.6436, loss: 0.6436, grad_norm: 4.7092, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-18 18:40:00,050 - mmaction - INFO - Epoch [93][780/792] lr: 3.750e-05, eta: 1:30:58, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9536, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.7626, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-18 18:40:00,457 - mmaction - INFO - Epoch [93][780/792] lr: 3.750e-05, eta: 1:30:59, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9536, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.7309, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6057, loss/aux0: 0.6057 2020-10-18 18:40:13,347 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-10-18 18:42:50,039 - mmaction - INFO - Epoch [94][20/792] lr: 3.750e-05, eta: 1:30:26, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9484, loss_cls: 0.6573, loss: 0.6573, grad_norm: 4.8446, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-18 18:42:50,441 - mmaction - INFO - Epoch [94][20/792] lr: 3.750e-05, eta: 1:30:27, time: 0.492, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9484, loss_cls: 0.6573, loss: 0.6573, grad_norm: 4.8199, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-18 18:43:09,758 - mmaction - INFO - Epoch [94][40/792] lr: 3.750e-05, eta: 1:30:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9432, loss_cls: 0.6353, loss: 0.6353, grad_norm: 4.7002, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 18:43:10,170 - mmaction - INFO - Epoch [94][40/792] lr: 3.750e-05, eta: 1:30:07, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9432, loss_cls: 0.6353, loss: 0.6353, grad_norm: 4.6711, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6206, loss/aux0: 0.6206 2020-10-18 18:43:29,705 - mmaction - INFO - Epoch [94][60/792] lr: 3.750e-05, eta: 1:29:47, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9479, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.6388, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5949, loss/aux0: 0.5949 2020-10-18 18:43:30,126 - mmaction - INFO - Epoch [94][60/792] lr: 3.750e-05, eta: 1:29:48, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9479, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.6025, top1_acc/aux0: 0.8441, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5903, loss/aux0: 0.5903 2020-10-18 18:43:49,668 - mmaction - INFO - Epoch [94][80/792] lr: 3.750e-05, eta: 1:29:27, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6144, loss: 0.6144, grad_norm: 4.7011, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-18 18:43:50,073 - mmaction - INFO - Epoch [94][80/792] lr: 3.750e-05, eta: 1:29:28, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6144, loss: 0.6144, grad_norm: 4.6349, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-18 18:44:09,604 - mmaction - INFO - Epoch [94][100/792] lr: 3.750e-05, eta: 1:29:08, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9417, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.5992, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-18 18:44:10,013 - mmaction - INFO - Epoch [94][100/792] lr: 3.750e-05, eta: 1:29:08, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9417, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.5777, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-18 18:44:29,473 - mmaction - INFO - Epoch [94][120/792] lr: 3.750e-05, eta: 1:28:48, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9490, loss_cls: 0.6450, loss: 0.6450, grad_norm: 4.6492, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5809, loss/aux0: 0.5809 2020-10-18 18:44:29,927 - mmaction - INFO - Epoch [94][120/792] lr: 3.750e-05, eta: 1:28:49, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9490, loss_cls: 0.6450, loss: 0.6450, grad_norm: 4.6440, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5795, loss/aux0: 0.5795 2020-10-18 18:44:49,268 - mmaction - INFO - Epoch [94][140/792] lr: 3.750e-05, eta: 1:28:28, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9453, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.6914, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9545, loss_cls/aux0: 0.5894, loss/aux0: 0.5894 2020-10-18 18:44:49,667 - mmaction - INFO - Epoch [94][140/792] lr: 3.750e-05, eta: 1:28:29, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9453, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.7026, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9544, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-18 18:45:09,106 - mmaction - INFO - Epoch [94][160/792] lr: 3.750e-05, eta: 1:28:09, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9500, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.5695, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.5878, loss/aux0: 0.5878 2020-10-18 18:45:09,528 - mmaction - INFO - Epoch [94][160/792] lr: 3.750e-05, eta: 1:28:09, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9500, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.5589, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5836, loss/aux0: 0.5836 2020-10-18 18:45:29,039 - mmaction - INFO - Epoch [94][180/792] lr: 3.750e-05, eta: 1:27:49, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9505, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.6352, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-18 18:45:29,462 - mmaction - INFO - Epoch [94][180/792] lr: 3.750e-05, eta: 1:27:50, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9505, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.6161, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-18 18:45:48,996 - mmaction - INFO - Epoch [94][200/792] lr: 3.750e-05, eta: 1:27:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9531, loss_cls: 0.6381, loss: 0.6381, grad_norm: 4.6649, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-18 18:45:49,399 - mmaction - INFO - Epoch [94][200/792] lr: 3.750e-05, eta: 1:27:30, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9531, loss_cls: 0.6381, loss: 0.6381, grad_norm: 4.7165, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 18:46:08,786 - mmaction - INFO - Epoch [94][220/792] lr: 3.750e-05, eta: 1:27:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9495, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.4904, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-18 18:46:09,206 - mmaction - INFO - Epoch [94][220/792] lr: 3.750e-05, eta: 1:27:11, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9495, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.5245, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5800, loss/aux0: 0.5800 2020-10-18 18:46:28,816 - mmaction - INFO - Epoch [94][240/792] lr: 3.750e-05, eta: 1:26:50, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9464, loss_cls: 0.6199, loss: 0.6199, grad_norm: 4.6095, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6080, loss/aux0: 0.6080 2020-10-18 18:46:29,234 - mmaction - INFO - Epoch [94][240/792] lr: 3.750e-05, eta: 1:26:51, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9464, loss_cls: 0.6199, loss: 0.6199, grad_norm: 4.5965, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-18 18:46:48,715 - mmaction - INFO - Epoch [94][260/792] lr: 3.750e-05, eta: 1:26:31, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9510, loss_cls: 0.6313, loss: 0.6313, grad_norm: 4.5220, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9564, loss_cls/aux0: 0.5636, loss/aux0: 0.5636 2020-10-18 18:46:49,123 - mmaction - INFO - Epoch [94][260/792] lr: 3.750e-05, eta: 1:26:31, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9510, loss_cls: 0.6313, loss: 0.6313, grad_norm: 4.5361, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9564, loss_cls/aux0: 0.5662, loss/aux0: 0.5662 2020-10-18 18:47:08,644 - mmaction - INFO - Epoch [94][280/792] lr: 3.750e-05, eta: 1:26:11, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9464, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.6314, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-18 18:47:09,061 - mmaction - INFO - Epoch [94][280/792] lr: 3.750e-05, eta: 1:26:12, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9464, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.6567, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 18:47:28,520 - mmaction - INFO - Epoch [94][300/792] lr: 3.750e-05, eta: 1:25:51, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9490, loss_cls: 0.6291, loss: 0.6291, grad_norm: 4.6084, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 18:47:28,929 - mmaction - INFO - Epoch [94][300/792] lr: 3.750e-05, eta: 1:25:52, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9490, loss_cls: 0.6291, loss: 0.6291, grad_norm: 4.5819, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6023, loss/aux0: 0.6023 2020-10-18 18:47:48,379 - mmaction - INFO - Epoch [94][320/792] lr: 3.750e-05, eta: 1:25:32, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9443, loss_cls: 0.6293, loss: 0.6293, grad_norm: 4.5476, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5884, loss/aux0: 0.5884 2020-10-18 18:47:48,792 - mmaction - INFO - Epoch [94][320/792] lr: 3.750e-05, eta: 1:25:32, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9443, loss_cls: 0.6293, loss: 0.6293, grad_norm: 4.5152, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-18 18:48:08,383 - mmaction - INFO - Epoch [94][340/792] lr: 3.750e-05, eta: 1:25:12, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9448, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.7256, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6094, loss/aux0: 0.6094 2020-10-18 18:48:08,817 - mmaction - INFO - Epoch [94][340/792] lr: 3.750e-05, eta: 1:25:13, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9448, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.7367, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-18 18:48:28,222 - mmaction - INFO - Epoch [94][360/792] lr: 3.750e-05, eta: 1:24:52, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9547, loss_cls: 0.5943, loss: 0.5943, grad_norm: 4.4463, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5889, loss/aux0: 0.5889 2020-10-18 18:48:28,641 - mmaction - INFO - Epoch [94][360/792] lr: 3.750e-05, eta: 1:24:53, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9547, loss_cls: 0.5943, loss: 0.5943, grad_norm: 4.4798, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5913, loss/aux0: 0.5913 2020-10-18 18:48:48,106 - mmaction - INFO - Epoch [94][380/792] lr: 3.750e-05, eta: 1:24:33, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9443, loss_cls: 0.6604, loss: 0.6604, grad_norm: 4.8018, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6100, loss/aux0: 0.6100 2020-10-18 18:48:48,526 - mmaction - INFO - Epoch [94][380/792] lr: 3.750e-05, eta: 1:24:33, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9443, loss_cls: 0.6604, loss: 0.6604, grad_norm: 4.8051, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 18:49:08,087 - mmaction - INFO - Epoch [94][400/792] lr: 3.750e-05, eta: 1:24:13, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9458, loss_cls: 0.6305, loss: 0.6305, grad_norm: 4.7036, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-18 18:49:08,491 - mmaction - INFO - Epoch [94][400/792] lr: 3.750e-05, eta: 1:24:14, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9458, loss_cls: 0.6305, loss: 0.6305, grad_norm: 4.7221, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-18 18:49:27,970 - mmaction - INFO - Epoch [94][420/792] lr: 3.750e-05, eta: 1:23:54, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9453, loss_cls: 0.6199, loss: 0.6199, grad_norm: 4.6594, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6126, loss/aux0: 0.6126 2020-10-18 18:49:28,397 - mmaction - INFO - Epoch [94][420/792] lr: 3.750e-05, eta: 1:23:54, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9453, loss_cls: 0.6199, loss: 0.6199, grad_norm: 4.5989, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-18 18:49:47,888 - mmaction - INFO - Epoch [94][440/792] lr: 3.750e-05, eta: 1:23:34, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9479, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.6864, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5926, loss/aux0: 0.5926 2020-10-18 18:49:48,358 - mmaction - INFO - Epoch [94][440/792] lr: 3.750e-05, eta: 1:23:35, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9479, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.6993, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6009, loss/aux0: 0.6009 2020-10-18 18:50:07,781 - mmaction - INFO - Epoch [94][460/792] lr: 3.750e-05, eta: 1:23:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9510, loss_cls: 0.6341, loss: 0.6341, grad_norm: 4.6144, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5852, loss/aux0: 0.5852 2020-10-18 18:50:08,190 - mmaction - INFO - Epoch [94][460/792] lr: 3.750e-05, eta: 1:23:15, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9510, loss_cls: 0.6341, loss: 0.6341, grad_norm: 4.6041, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9538, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-18 18:50:27,635 - mmaction - INFO - Epoch [94][480/792] lr: 3.750e-05, eta: 1:22:55, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9547, loss_cls: 0.5933, loss: 0.5933, grad_norm: 4.5407, top1_acc/aux0: 0.8439, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-18 18:50:28,054 - mmaction - INFO - Epoch [94][480/792] lr: 3.750e-05, eta: 1:22:55, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9547, loss_cls: 0.5933, loss: 0.5933, grad_norm: 4.5525, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-18 18:50:47,561 - mmaction - INFO - Epoch [94][500/792] lr: 3.750e-05, eta: 1:22:35, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9542, loss_cls: 0.5853, loss: 0.5853, grad_norm: 4.6638, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-18 18:50:47,968 - mmaction - INFO - Epoch [94][500/792] lr: 3.750e-05, eta: 1:22:36, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9542, loss_cls: 0.5853, loss: 0.5853, grad_norm: 4.6594, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-18 18:51:07,449 - mmaction - INFO - Epoch [94][520/792] lr: 3.750e-05, eta: 1:22:15, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9500, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.7102, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 18:51:07,864 - mmaction - INFO - Epoch [94][520/792] lr: 3.750e-05, eta: 1:22:16, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9500, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.6825, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6105, loss/aux0: 0.6105 2020-10-18 18:51:27,411 - mmaction - INFO - Epoch [94][540/792] lr: 3.750e-05, eta: 1:21:56, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9458, loss_cls: 0.6177, loss: 0.6177, grad_norm: 4.6949, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-18 18:51:27,854 - mmaction - INFO - Epoch [94][540/792] lr: 3.750e-05, eta: 1:21:56, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9458, loss_cls: 0.6177, loss: 0.6177, grad_norm: 4.7181, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 18:51:47,460 - mmaction - INFO - Epoch [94][560/792] lr: 3.750e-05, eta: 1:21:36, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9495, loss_cls: 0.6416, loss: 0.6416, grad_norm: 4.5343, top1_acc/aux0: 0.8456, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-18 18:51:47,875 - mmaction - INFO - Epoch [94][560/792] lr: 3.750e-05, eta: 1:21:37, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9495, loss_cls: 0.6416, loss: 0.6416, grad_norm: 4.5354, top1_acc/aux0: 0.8457, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5779, loss/aux0: 0.5779 2020-10-18 18:52:07,247 - mmaction - INFO - Epoch [94][580/792] lr: 3.750e-05, eta: 1:21:16, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9542, loss_cls: 0.6035, loss: 0.6035, grad_norm: 4.6281, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5985, loss/aux0: 0.5985 2020-10-18 18:52:07,702 - mmaction - INFO - Epoch [94][580/792] lr: 3.750e-05, eta: 1:21:17, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9542, loss_cls: 0.6035, loss: 0.6035, grad_norm: 4.6296, top1_acc/aux0: 0.8449, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-18 18:52:27,222 - mmaction - INFO - Epoch [94][600/792] lr: 3.750e-05, eta: 1:20:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9531, loss_cls: 0.6510, loss: 0.6510, grad_norm: 4.6536, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-18 18:52:27,637 - mmaction - INFO - Epoch [94][600/792] lr: 3.750e-05, eta: 1:20:57, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9531, loss_cls: 0.6510, loss: 0.6510, grad_norm: 4.6976, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6206, loss/aux0: 0.6206 2020-10-18 18:52:47,251 - mmaction - INFO - Epoch [94][620/792] lr: 3.750e-05, eta: 1:20:37, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9448, loss_cls: 0.6045, loss: 0.6045, grad_norm: 4.6959, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6030, loss/aux0: 0.6030 2020-10-18 18:52:47,657 - mmaction - INFO - Epoch [94][620/792] lr: 3.750e-05, eta: 1:20:38, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9448, loss_cls: 0.6045, loss: 0.6045, grad_norm: 4.6508, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5913, loss/aux0: 0.5913 2020-10-18 18:53:07,083 - mmaction - INFO - Epoch [94][640/792] lr: 3.750e-05, eta: 1:20:18, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6019, loss: 0.6019, grad_norm: 4.5626, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9545, loss_cls/aux0: 0.5742, loss/aux0: 0.5742 2020-10-18 18:53:07,519 - mmaction - INFO - Epoch [94][640/792] lr: 3.750e-05, eta: 1:20:18, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6019, loss: 0.6019, grad_norm: 4.4865, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9538, loss_cls/aux0: 0.5756, loss/aux0: 0.5756 2020-10-18 18:53:26,983 - mmaction - INFO - Epoch [94][660/792] lr: 3.750e-05, eta: 1:19:58, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8573, top5_acc: 0.9594, loss_cls: 0.5760, loss: 0.5760, grad_norm: 4.5488, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 18:53:27,391 - mmaction - INFO - Epoch [94][660/792] lr: 3.750e-05, eta: 1:19:59, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8573, top5_acc: 0.9594, loss_cls: 0.5760, loss: 0.5760, grad_norm: 4.5658, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-18 18:53:46,849 - mmaction - INFO - Epoch [94][680/792] lr: 3.750e-05, eta: 1:19:38, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9422, loss_cls: 0.6702, loss: 0.6702, grad_norm: 4.6612, top1_acc/aux0: 0.8351, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6141, loss/aux0: 0.6141 2020-10-18 18:53:47,272 - mmaction - INFO - Epoch [94][680/792] lr: 3.750e-05, eta: 1:19:39, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9422, loss_cls: 0.6702, loss: 0.6702, grad_norm: 4.6877, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6222, loss/aux0: 0.6222 2020-10-18 18:54:06,764 - mmaction - INFO - Epoch [94][700/792] lr: 3.750e-05, eta: 1:19:19, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9490, loss_cls: 0.6426, loss: 0.6426, grad_norm: 4.6952, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-18 18:54:07,183 - mmaction - INFO - Epoch [94][700/792] lr: 3.750e-05, eta: 1:19:19, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9490, loss_cls: 0.6426, loss: 0.6426, grad_norm: 4.6597, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 18:54:26,657 - mmaction - INFO - Epoch [94][720/792] lr: 3.750e-05, eta: 1:18:59, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9458, loss_cls: 0.6233, loss: 0.6233, grad_norm: 4.5812, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-18 18:54:27,085 - mmaction - INFO - Epoch [94][720/792] lr: 3.750e-05, eta: 1:19:00, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9458, loss_cls: 0.6233, loss: 0.6233, grad_norm: 4.5434, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-18 18:54:46,567 - mmaction - INFO - Epoch [94][740/792] lr: 3.750e-05, eta: 1:18:39, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9484, loss_cls: 0.6184, loss: 0.6184, grad_norm: 4.6759, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-18 18:54:46,976 - mmaction - INFO - Epoch [94][740/792] lr: 3.750e-05, eta: 1:18:40, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9484, loss_cls: 0.6184, loss: 0.6184, grad_norm: 4.7242, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-18 18:55:06,523 - mmaction - INFO - Epoch [94][760/792] lr: 3.750e-05, eta: 1:18:20, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9380, loss_cls: 0.6775, loss: 0.6775, grad_norm: 4.7105, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-18 18:55:06,939 - mmaction - INFO - Epoch [94][760/792] lr: 3.750e-05, eta: 1:18:20, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9380, loss_cls: 0.6775, loss: 0.6775, grad_norm: 4.7286, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5915, loss/aux0: 0.5915 2020-10-18 18:55:26,436 - mmaction - INFO - Epoch [94][780/792] lr: 3.750e-05, eta: 1:18:00, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9573, loss_cls: 0.5823, loss: 0.5823, grad_norm: 4.5531, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 18:55:26,857 - mmaction - INFO - Epoch [94][780/792] lr: 3.750e-05, eta: 1:18:01, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9573, loss_cls: 0.5823, loss: 0.5823, grad_norm: 4.5550, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-18 18:55:39,674 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-10-18 18:58:32,334 - mmaction - INFO - Epoch [95][20/792] lr: 3.750e-05, eta: 1:17:28, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9484, loss_cls: 0.6241, loss: 0.6241, grad_norm: 4.5834, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-18 18:58:32,749 - mmaction - INFO - Epoch [95][20/792] lr: 3.750e-05, eta: 1:17:29, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9484, loss_cls: 0.6241, loss: 0.6241, grad_norm: 4.5993, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6030, loss/aux0: 0.6030 2020-10-18 18:58:52,228 - mmaction - INFO - Epoch [95][40/792] lr: 3.750e-05, eta: 1:17:08, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9490, loss_cls: 0.6407, loss: 0.6407, grad_norm: 4.7570, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 18:58:52,646 - mmaction - INFO - Epoch [95][40/792] lr: 3.750e-05, eta: 1:17:09, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9490, loss_cls: 0.6407, loss: 0.6407, grad_norm: 4.7763, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 18:59:12,122 - mmaction - INFO - Epoch [95][60/792] lr: 3.750e-05, eta: 1:16:49, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9521, loss_cls: 0.6054, loss: 0.6054, grad_norm: 4.5643, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5761, loss/aux0: 0.5761 2020-10-18 18:59:12,532 - mmaction - INFO - Epoch [95][60/792] lr: 3.750e-05, eta: 1:16:49, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9521, loss_cls: 0.6054, loss: 0.6054, grad_norm: 4.6199, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5736, loss/aux0: 0.5736 2020-10-18 18:59:32,006 - mmaction - INFO - Epoch [95][80/792] lr: 3.750e-05, eta: 1:16:29, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9568, loss_cls: 0.5618, loss: 0.5618, grad_norm: 4.5375, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-18 18:59:32,427 - mmaction - INFO - Epoch [95][80/792] lr: 3.750e-05, eta: 1:16:30, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9568, loss_cls: 0.5618, loss: 0.5618, grad_norm: 4.5497, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.5938, loss/aux0: 0.5938 2020-10-18 18:59:51,972 - mmaction - INFO - Epoch [95][100/792] lr: 3.750e-05, eta: 1:16:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9505, loss_cls: 0.6307, loss: 0.6307, grad_norm: 4.5364, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6080, loss/aux0: 0.6080 2020-10-18 18:59:52,417 - mmaction - INFO - Epoch [95][100/792] lr: 3.750e-05, eta: 1:16:10, time: 0.501, data_time: 0.005, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9505, loss_cls: 0.6307, loss: 0.6307, grad_norm: 4.5092, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-18 19:00:11,945 - mmaction - INFO - Epoch [95][120/792] lr: 3.750e-05, eta: 1:15:50, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9505, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.6587, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-18 19:00:12,349 - mmaction - INFO - Epoch [95][120/792] lr: 3.750e-05, eta: 1:15:50, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9505, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.6812, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 19:00:31,848 - mmaction - INFO - Epoch [95][140/792] lr: 3.750e-05, eta: 1:15:30, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9469, loss_cls: 0.6397, loss: 0.6397, grad_norm: 4.7842, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-18 19:00:32,274 - mmaction - INFO - Epoch [95][140/792] lr: 3.750e-05, eta: 1:15:31, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9469, loss_cls: 0.6397, loss: 0.6397, grad_norm: 4.6859, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-18 19:00:51,722 - mmaction - INFO - Epoch [95][160/792] lr: 3.750e-05, eta: 1:15:11, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9432, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.6700, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 19:00:52,138 - mmaction - INFO - Epoch [95][160/792] lr: 3.750e-05, eta: 1:15:11, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9432, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.6719, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 19:01:11,583 - mmaction - INFO - Epoch [95][180/792] lr: 3.750e-05, eta: 1:14:51, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9490, loss_cls: 0.6198, loss: 0.6198, grad_norm: 4.5240, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 19:01:11,993 - mmaction - INFO - Epoch [95][180/792] lr: 3.750e-05, eta: 1:14:52, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9490, loss_cls: 0.6198, loss: 0.6198, grad_norm: 4.4970, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5947, loss/aux0: 0.5947 2020-10-18 19:01:31,533 - mmaction - INFO - Epoch [95][200/792] lr: 3.750e-05, eta: 1:14:31, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9500, loss_cls: 0.5825, loss: 0.5825, grad_norm: 4.5205, top1_acc/aux0: 0.8402, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-18 19:01:31,954 - mmaction - INFO - Epoch [95][200/792] lr: 3.750e-05, eta: 1:14:32, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9500, loss_cls: 0.5825, loss: 0.5825, grad_norm: 4.5035, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5932, loss/aux0: 0.5932 2020-10-18 19:01:51,506 - mmaction - INFO - Epoch [95][220/792] lr: 3.750e-05, eta: 1:14:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9510, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.5856, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-18 19:01:51,916 - mmaction - INFO - Epoch [95][220/792] lr: 3.750e-05, eta: 1:14:12, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9510, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.5793, top1_acc/aux0: 0.8451, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-18 19:02:11,378 - mmaction - INFO - Epoch [95][240/792] lr: 3.750e-05, eta: 1:13:52, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9547, loss_cls: 0.5881, loss: 0.5881, grad_norm: 4.5597, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-18 19:02:11,783 - mmaction - INFO - Epoch [95][240/792] lr: 3.750e-05, eta: 1:13:53, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9547, loss_cls: 0.5881, loss: 0.5881, grad_norm: 4.5678, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 19:02:31,349 - mmaction - INFO - Epoch [95][260/792] lr: 3.750e-05, eta: 1:13:32, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6381, loss: 0.6381, grad_norm: 4.6589, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-18 19:02:31,750 - mmaction - INFO - Epoch [95][260/792] lr: 3.750e-05, eta: 1:13:33, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6381, loss: 0.6381, grad_norm: 4.6753, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.5913, loss/aux0: 0.5913 2020-10-18 19:02:51,222 - mmaction - INFO - Epoch [95][280/792] lr: 3.750e-05, eta: 1:13:13, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9422, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.7395, top1_acc/aux0: 0.8457, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5761, loss/aux0: 0.5761 2020-10-18 19:02:51,640 - mmaction - INFO - Epoch [95][280/792] lr: 3.750e-05, eta: 1:13:13, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9422, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.7273, top1_acc/aux0: 0.8450, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5806, loss/aux0: 0.5806 2020-10-18 19:03:11,184 - mmaction - INFO - Epoch [95][300/792] lr: 3.750e-05, eta: 1:12:53, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9484, loss_cls: 0.6417, loss: 0.6417, grad_norm: 4.6941, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-18 19:03:11,593 - mmaction - INFO - Epoch [95][300/792] lr: 3.750e-05, eta: 1:12:54, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9484, loss_cls: 0.6417, loss: 0.6417, grad_norm: 4.6674, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-18 19:03:31,109 - mmaction - INFO - Epoch [95][320/792] lr: 3.750e-05, eta: 1:12:34, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9479, loss_cls: 0.6419, loss: 0.6419, grad_norm: 4.5810, top1_acc/aux0: 0.8478, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5664, loss/aux0: 0.5664 2020-10-18 19:03:31,515 - mmaction - INFO - Epoch [95][320/792] lr: 3.750e-05, eta: 1:12:34, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9479, loss_cls: 0.6419, loss: 0.6419, grad_norm: 4.6362, top1_acc/aux0: 0.8467, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5699, loss/aux0: 0.5699 2020-10-18 19:03:50,969 - mmaction - INFO - Epoch [95][340/792] lr: 3.750e-05, eta: 1:12:14, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9422, loss_cls: 0.6326, loss: 0.6326, grad_norm: 4.5698, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-18 19:03:51,390 - mmaction - INFO - Epoch [95][340/792] lr: 3.750e-05, eta: 1:12:14, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9422, loss_cls: 0.6326, loss: 0.6326, grad_norm: 4.5541, top1_acc/aux0: 0.8449, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-18 19:04:10,973 - mmaction - INFO - Epoch [95][360/792] lr: 3.750e-05, eta: 1:11:54, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9521, loss_cls: 0.6090, loss: 0.6090, grad_norm: 4.6577, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-18 19:04:11,391 - mmaction - INFO - Epoch [95][360/792] lr: 3.750e-05, eta: 1:11:55, time: 0.501, data_time: 0.005, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9521, loss_cls: 0.6090, loss: 0.6090, grad_norm: 4.6654, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6345, loss/aux0: 0.6345 2020-10-18 19:04:30,962 - mmaction - INFO - Epoch [95][380/792] lr: 3.750e-05, eta: 1:11:35, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.6591, loss: 0.6591, grad_norm: 4.6884, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6181, loss/aux0: 0.6181 2020-10-18 19:04:31,372 - mmaction - INFO - Epoch [95][380/792] lr: 3.750e-05, eta: 1:11:35, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.6591, loss: 0.6591, grad_norm: 4.7059, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6148, loss/aux0: 0.6148 2020-10-18 19:04:50,880 - mmaction - INFO - Epoch [95][400/792] lr: 3.750e-05, eta: 1:11:15, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9422, loss_cls: 0.6527, loss: 0.6527, grad_norm: 4.5987, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-18 19:04:51,294 - mmaction - INFO - Epoch [95][400/792] lr: 3.750e-05, eta: 1:11:16, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9422, loss_cls: 0.6527, loss: 0.6527, grad_norm: 4.5881, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-18 19:05:10,771 - mmaction - INFO - Epoch [95][420/792] lr: 3.750e-05, eta: 1:10:55, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9500, loss_cls: 0.6229, loss: 0.6229, grad_norm: 4.7707, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 19:05:11,180 - mmaction - INFO - Epoch [95][420/792] lr: 3.750e-05, eta: 1:10:56, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9500, loss_cls: 0.6229, loss: 0.6229, grad_norm: 4.7995, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6026, loss/aux0: 0.6026 2020-10-18 19:05:30,666 - mmaction - INFO - Epoch [95][440/792] lr: 3.750e-05, eta: 1:10:36, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9396, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.5945, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5963, loss/aux0: 0.5963 2020-10-18 19:05:31,079 - mmaction - INFO - Epoch [95][440/792] lr: 3.750e-05, eta: 1:10:36, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9396, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.5999, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-18 19:05:50,831 - mmaction - INFO - Epoch [95][460/792] lr: 3.750e-05, eta: 1:10:16, time: 0.504, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9469, loss_cls: 0.6446, loss: 0.6446, grad_norm: 4.7061, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-18 19:05:51,238 - mmaction - INFO - Epoch [95][460/792] lr: 3.750e-05, eta: 1:10:17, time: 0.504, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9469, loss_cls: 0.6446, loss: 0.6446, grad_norm: 4.6718, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-18 19:06:10,772 - mmaction - INFO - Epoch [95][480/792] lr: 3.750e-05, eta: 1:09:56, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9505, loss_cls: 0.6359, loss: 0.6359, grad_norm: 4.6274, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-18 19:06:11,194 - mmaction - INFO - Epoch [95][480/792] lr: 3.750e-05, eta: 1:09:57, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9505, loss_cls: 0.6359, loss: 0.6359, grad_norm: 4.6373, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 19:06:30,849 - mmaction - INFO - Epoch [95][500/792] lr: 3.750e-05, eta: 1:09:37, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9427, loss_cls: 0.6521, loss: 0.6521, grad_norm: 4.6146, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-18 19:06:31,251 - mmaction - INFO - Epoch [95][500/792] lr: 3.750e-05, eta: 1:09:37, time: 0.503, data_time: 0.001, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9427, loss_cls: 0.6521, loss: 0.6521, grad_norm: 4.6140, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-18 19:06:50,730 - mmaction - INFO - Epoch [95][520/792] lr: 3.750e-05, eta: 1:09:17, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9531, loss_cls: 0.6099, loss: 0.6099, grad_norm: 4.6566, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-18 19:06:51,178 - mmaction - INFO - Epoch [95][520/792] lr: 3.750e-05, eta: 1:09:18, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9531, loss_cls: 0.6099, loss: 0.6099, grad_norm: 4.6861, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 19:07:10,623 - mmaction - INFO - Epoch [95][540/792] lr: 3.750e-05, eta: 1:08:58, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9484, loss_cls: 0.6071, loss: 0.6071, grad_norm: 4.4797, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 19:07:11,041 - mmaction - INFO - Epoch [95][540/792] lr: 3.750e-05, eta: 1:08:58, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9484, loss_cls: 0.6071, loss: 0.6071, grad_norm: 4.4673, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 19:07:30,664 - mmaction - INFO - Epoch [95][560/792] lr: 3.750e-05, eta: 1:08:38, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9526, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.7130, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-18 19:07:31,082 - mmaction - INFO - Epoch [95][560/792] lr: 3.750e-05, eta: 1:08:38, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9526, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.7458, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5961, loss/aux0: 0.5961 2020-10-18 19:07:50,696 - mmaction - INFO - Epoch [95][580/792] lr: 3.750e-05, eta: 1:08:18, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9401, loss_cls: 0.6904, loss: 0.6904, grad_norm: 4.6944, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-18 19:07:51,115 - mmaction - INFO - Epoch [95][580/792] lr: 3.750e-05, eta: 1:08:19, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9401, loss_cls: 0.6904, loss: 0.6904, grad_norm: 4.7014, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5844, loss/aux0: 0.5844 2020-10-18 19:08:10,630 - mmaction - INFO - Epoch [95][600/792] lr: 3.750e-05, eta: 1:07:59, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9500, loss_cls: 0.6386, loss: 0.6386, grad_norm: 4.6350, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-18 19:08:11,042 - mmaction - INFO - Epoch [95][600/792] lr: 3.750e-05, eta: 1:07:59, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9500, loss_cls: 0.6386, loss: 0.6386, grad_norm: 4.6486, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5970, loss/aux0: 0.5970 2020-10-18 19:08:30,424 - mmaction - INFO - Epoch [95][620/792] lr: 3.750e-05, eta: 1:07:39, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9417, loss_cls: 0.6601, loss: 0.6601, grad_norm: 4.7054, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-18 19:08:30,877 - mmaction - INFO - Epoch [95][620/792] lr: 3.750e-05, eta: 1:07:40, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9417, loss_cls: 0.6601, loss: 0.6601, grad_norm: 4.6950, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5967, loss/aux0: 0.5967 2020-10-18 19:08:50,465 - mmaction - INFO - Epoch [95][640/792] lr: 3.750e-05, eta: 1:07:19, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8557, top5_acc: 0.9547, loss_cls: 0.5949, loss: 0.5949, grad_norm: 4.5899, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-18 19:08:50,871 - mmaction - INFO - Epoch [95][640/792] lr: 3.750e-05, eta: 1:07:20, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8557, top5_acc: 0.9547, loss_cls: 0.5949, loss: 0.5949, grad_norm: 4.5566, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6110, loss/aux0: 0.6110 2020-10-18 19:09:10,347 - mmaction - INFO - Epoch [95][660/792] lr: 3.750e-05, eta: 1:07:00, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9417, loss_cls: 0.5994, loss: 0.5994, grad_norm: 4.6098, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-18 19:09:10,765 - mmaction - INFO - Epoch [95][660/792] lr: 3.750e-05, eta: 1:07:00, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9417, loss_cls: 0.5994, loss: 0.5994, grad_norm: 4.5842, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6039, loss/aux0: 0.6039 2020-10-18 19:09:30,267 - mmaction - INFO - Epoch [95][680/792] lr: 3.750e-05, eta: 1:06:40, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9484, loss_cls: 0.6155, loss: 0.6155, grad_norm: 4.5842, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-18 19:09:30,675 - mmaction - INFO - Epoch [95][680/792] lr: 3.750e-05, eta: 1:06:41, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9484, loss_cls: 0.6155, loss: 0.6155, grad_norm: 4.5370, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-18 19:09:50,191 - mmaction - INFO - Epoch [95][700/792] lr: 3.750e-05, eta: 1:06:20, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9552, loss_cls: 0.5912, loss: 0.5912, grad_norm: 4.4758, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6094, loss/aux0: 0.6094 2020-10-18 19:09:50,606 - mmaction - INFO - Epoch [95][700/792] lr: 3.750e-05, eta: 1:06:21, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8547, top5_acc: 0.9552, loss_cls: 0.5912, loss: 0.5912, grad_norm: 4.4556, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6115, loss/aux0: 0.6115 2020-10-18 19:10:10,108 - mmaction - INFO - Epoch [95][720/792] lr: 3.750e-05, eta: 1:06:01, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9469, loss_cls: 0.6144, loss: 0.6144, grad_norm: 4.5732, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 19:10:10,525 - mmaction - INFO - Epoch [95][720/792] lr: 3.750e-05, eta: 1:06:01, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9469, loss_cls: 0.6144, loss: 0.6144, grad_norm: 4.5967, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 19:10:29,959 - mmaction - INFO - Epoch [95][740/792] lr: 3.750e-05, eta: 1:05:41, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9510, loss_cls: 0.6038, loss: 0.6038, grad_norm: 4.5223, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 19:10:30,372 - mmaction - INFO - Epoch [95][740/792] lr: 3.750e-05, eta: 1:05:42, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9510, loss_cls: 0.6038, loss: 0.6038, grad_norm: 4.4654, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.5971, loss/aux0: 0.5971 2020-10-18 19:10:49,956 - mmaction - INFO - Epoch [95][760/792] lr: 3.750e-05, eta: 1:05:22, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9464, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.6510, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 19:10:50,382 - mmaction - INFO - Epoch [95][760/792] lr: 3.750e-05, eta: 1:05:22, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9464, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.7035, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-18 19:11:09,907 - mmaction - INFO - Epoch [95][780/792] lr: 3.750e-05, eta: 1:05:02, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9516, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.4406, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-18 19:11:10,322 - mmaction - INFO - Epoch [95][780/792] lr: 3.750e-05, eta: 1:05:02, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9516, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.4058, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-18 19:11:24,350 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-10-18 19:12:43,863 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 19:12:43,978 - mmaction - INFO - top1_acc 0.7852 top5_acc 0.9359 2020-10-18 19:12:43,978 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 19:12:43,996 - mmaction - INFO - mean_acc 0.7855 2020-10-18 19:12:43,998 - mmaction - INFO - Epoch(val) [95][792] top1_acc: 0.7852, top5_acc: 0.9359, mean_class_accuracy: 0.7855 2020-10-18 19:15:20,649 - mmaction - INFO - Epoch [96][20/792] lr: 3.750e-05, eta: 1:04:30, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9500, loss_cls: 0.6305, loss: 0.6305, grad_norm: 4.5638, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5911, loss/aux0: 0.5911 2020-10-18 19:15:21,067 - mmaction - INFO - Epoch [96][20/792] lr: 3.750e-05, eta: 1:04:30, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9500, loss_cls: 0.6305, loss: 0.6305, grad_norm: 4.6293, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5936, loss/aux0: 0.5936 2020-10-18 19:15:40,296 - mmaction - INFO - Epoch [96][40/792] lr: 3.750e-05, eta: 1:04:10, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9521, loss_cls: 0.6138, loss: 0.6138, grad_norm: 4.5184, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5886, loss/aux0: 0.5886 2020-10-18 19:15:40,708 - mmaction - INFO - Epoch [96][40/792] lr: 3.750e-05, eta: 1:04:11, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9521, loss_cls: 0.6138, loss: 0.6138, grad_norm: 4.5199, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5840, loss/aux0: 0.5840 2020-10-18 19:16:00,175 - mmaction - INFO - Epoch [96][60/792] lr: 3.750e-05, eta: 1:03:51, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9417, loss_cls: 0.6510, loss: 0.6510, grad_norm: 4.6081, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5968, loss/aux0: 0.5968 2020-10-18 19:16:00,574 - mmaction - INFO - Epoch [96][60/792] lr: 3.750e-05, eta: 1:03:51, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9417, loss_cls: 0.6510, loss: 0.6510, grad_norm: 4.5840, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5971, loss/aux0: 0.5971 2020-10-18 19:16:19,959 - mmaction - INFO - Epoch [96][80/792] lr: 3.750e-05, eta: 1:03:31, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9625, loss_cls: 0.5600, loss: 0.5600, grad_norm: 4.4914, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-18 19:16:20,389 - mmaction - INFO - Epoch [96][80/792] lr: 3.750e-05, eta: 1:03:31, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9625, loss_cls: 0.5600, loss: 0.5600, grad_norm: 4.5090, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5907, loss/aux0: 0.5907 2020-10-18 19:16:39,852 - mmaction - INFO - Epoch [96][100/792] lr: 3.750e-05, eta: 1:03:11, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9578, loss_cls: 0.5672, loss: 0.5672, grad_norm: 4.5126, top1_acc/aux0: 0.8477, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5807, loss/aux0: 0.5807 2020-10-18 19:16:40,274 - mmaction - INFO - Epoch [96][100/792] lr: 3.750e-05, eta: 1:03:12, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9578, loss_cls: 0.5672, loss: 0.5672, grad_norm: 4.5164, top1_acc/aux0: 0.8473, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5799, loss/aux0: 0.5799 2020-10-18 19:16:59,695 - mmaction - INFO - Epoch [96][120/792] lr: 3.750e-05, eta: 1:02:52, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9542, loss_cls: 0.6221, loss: 0.6221, grad_norm: 4.6654, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5884, loss/aux0: 0.5884 2020-10-18 19:17:00,113 - mmaction - INFO - Epoch [96][120/792] lr: 3.750e-05, eta: 1:02:52, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9542, loss_cls: 0.6221, loss: 0.6221, grad_norm: 4.6321, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-18 19:17:19,673 - mmaction - INFO - Epoch [96][140/792] lr: 3.750e-05, eta: 1:02:32, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9396, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.5332, top1_acc/aux0: 0.8446, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-18 19:17:20,079 - mmaction - INFO - Epoch [96][140/792] lr: 3.750e-05, eta: 1:02:33, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9396, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.5375, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5964, loss/aux0: 0.5964 2020-10-18 19:17:39,479 - mmaction - INFO - Epoch [96][160/792] lr: 3.750e-05, eta: 1:02:12, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9552, loss_cls: 0.5771, loss: 0.5771, grad_norm: 4.6159, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-18 19:17:39,888 - mmaction - INFO - Epoch [96][160/792] lr: 3.750e-05, eta: 1:02:13, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9552, loss_cls: 0.5771, loss: 0.5771, grad_norm: 4.6049, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-18 19:17:59,407 - mmaction - INFO - Epoch [96][180/792] lr: 3.750e-05, eta: 1:01:53, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9422, loss_cls: 0.6413, loss: 0.6413, grad_norm: 4.5092, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5895, loss/aux0: 0.5895 2020-10-18 19:17:59,817 - mmaction - INFO - Epoch [96][180/792] lr: 3.750e-05, eta: 1:01:53, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9422, loss_cls: 0.6413, loss: 0.6413, grad_norm: 4.5682, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5911, loss/aux0: 0.5911 2020-10-18 19:18:19,315 - mmaction - INFO - Epoch [96][200/792] lr: 3.750e-05, eta: 1:01:33, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9495, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.6902, top1_acc/aux0: 0.8430, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5870, loss/aux0: 0.5870 2020-10-18 19:18:19,725 - mmaction - INFO - Epoch [96][200/792] lr: 3.750e-05, eta: 1:01:34, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9495, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.6809, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5824, loss/aux0: 0.5824 2020-10-18 19:18:39,177 - mmaction - INFO - Epoch [96][220/792] lr: 3.750e-05, eta: 1:01:14, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9495, loss_cls: 0.6070, loss: 0.6070, grad_norm: 4.6056, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-18 19:18:39,581 - mmaction - INFO - Epoch [96][220/792] lr: 3.750e-05, eta: 1:01:14, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9495, loss_cls: 0.6070, loss: 0.6070, grad_norm: 4.5935, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6030, loss/aux0: 0.6030 2020-10-18 19:18:58,948 - mmaction - INFO - Epoch [96][240/792] lr: 3.750e-05, eta: 1:00:54, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9505, loss_cls: 0.6441, loss: 0.6441, grad_norm: 4.5741, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 19:18:59,420 - mmaction - INFO - Epoch [96][240/792] lr: 3.750e-05, eta: 1:00:54, time: 0.497, data_time: 0.005, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9505, loss_cls: 0.6441, loss: 0.6441, grad_norm: 4.5994, top1_acc/aux0: 0.8364, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-18 19:19:18,925 - mmaction - INFO - Epoch [96][260/792] lr: 3.750e-05, eta: 1:00:34, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9448, loss_cls: 0.6224, loss: 0.6224, grad_norm: 4.6316, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5945, loss/aux0: 0.5945 2020-10-18 19:19:19,328 - mmaction - INFO - Epoch [96][260/792] lr: 3.750e-05, eta: 1:00:35, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9448, loss_cls: 0.6224, loss: 0.6224, grad_norm: 4.6830, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-18 19:19:38,716 - mmaction - INFO - Epoch [96][280/792] lr: 3.750e-05, eta: 1:00:15, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9516, loss_cls: 0.5896, loss: 0.5896, grad_norm: 4.6005, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5834, loss/aux0: 0.5834 2020-10-18 19:19:39,123 - mmaction - INFO - Epoch [96][280/792] lr: 3.750e-05, eta: 1:00:15, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9516, loss_cls: 0.5896, loss: 0.5896, grad_norm: 4.6259, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5859, loss/aux0: 0.5859 2020-10-18 19:19:58,591 - mmaction - INFO - Epoch [96][300/792] lr: 3.750e-05, eta: 0:59:55, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6252, loss: 0.6252, grad_norm: 4.6148, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5936, loss/aux0: 0.5936 2020-10-18 19:19:58,999 - mmaction - INFO - Epoch [96][300/792] lr: 3.750e-05, eta: 0:59:55, time: 0.496, data_time: 0.004, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6252, loss: 0.6252, grad_norm: 4.6542, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5908, loss/aux0: 0.5908 2020-10-18 19:20:18,543 - mmaction - INFO - Epoch [96][320/792] lr: 3.750e-05, eta: 0:59:35, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9422, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.7355, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 19:20:18,966 - mmaction - INFO - Epoch [96][320/792] lr: 3.750e-05, eta: 0:59:36, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9422, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.7663, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-18 19:20:38,513 - mmaction - INFO - Epoch [96][340/792] lr: 3.750e-05, eta: 0:59:16, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9542, loss_cls: 0.6028, loss: 0.6028, grad_norm: 4.5839, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-18 19:20:38,928 - mmaction - INFO - Epoch [96][340/792] lr: 3.750e-05, eta: 0:59:16, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9542, loss_cls: 0.6028, loss: 0.6028, grad_norm: 4.6347, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5946, loss/aux0: 0.5946 2020-10-18 19:20:58,525 - mmaction - INFO - Epoch [96][360/792] lr: 3.750e-05, eta: 0:58:56, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9526, loss_cls: 0.6174, loss: 0.6174, grad_norm: 4.6112, top1_acc/aux0: 0.8373, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-18 19:20:58,941 - mmaction - INFO - Epoch [96][360/792] lr: 3.750e-05, eta: 0:58:57, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9526, loss_cls: 0.6174, loss: 0.6174, grad_norm: 4.6093, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-18 19:21:18,454 - mmaction - INFO - Epoch [96][380/792] lr: 3.750e-05, eta: 0:58:36, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9536, loss_cls: 0.5735, loss: 0.5735, grad_norm: 4.5298, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5859, loss/aux0: 0.5859 2020-10-18 19:21:18,883 - mmaction - INFO - Epoch [96][380/792] lr: 3.750e-05, eta: 0:58:37, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9536, loss_cls: 0.5735, loss: 0.5735, grad_norm: 4.5212, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5848, loss/aux0: 0.5848 2020-10-18 19:21:38,443 - mmaction - INFO - Epoch [96][400/792] lr: 3.750e-05, eta: 0:58:17, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9469, loss_cls: 0.6173, loss: 0.6173, grad_norm: 4.5891, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-18 19:21:38,866 - mmaction - INFO - Epoch [96][400/792] lr: 3.750e-05, eta: 0:58:17, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9469, loss_cls: 0.6173, loss: 0.6173, grad_norm: 4.5561, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 19:21:58,507 - mmaction - INFO - Epoch [96][420/792] lr: 3.750e-05, eta: 0:57:57, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9552, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.5296, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 19:21:58,916 - mmaction - INFO - Epoch [96][420/792] lr: 3.750e-05, eta: 0:57:58, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9552, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.4825, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-18 19:22:18,441 - mmaction - INFO - Epoch [96][440/792] lr: 3.750e-05, eta: 0:57:38, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9490, loss_cls: 0.6033, loss: 0.6033, grad_norm: 4.5089, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-18 19:22:18,858 - mmaction - INFO - Epoch [96][440/792] lr: 3.750e-05, eta: 0:57:38, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9490, loss_cls: 0.6033, loss: 0.6033, grad_norm: 4.5401, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-18 19:22:38,403 - mmaction - INFO - Epoch [96][460/792] lr: 3.750e-05, eta: 0:57:18, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9484, loss_cls: 0.6081, loss: 0.6081, grad_norm: 4.5823, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 19:22:38,828 - mmaction - INFO - Epoch [96][460/792] lr: 3.750e-05, eta: 0:57:18, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9484, loss_cls: 0.6081, loss: 0.6081, grad_norm: 4.5415, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-18 19:22:58,288 - mmaction - INFO - Epoch [96][480/792] lr: 3.750e-05, eta: 0:56:58, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9490, loss_cls: 0.6035, loss: 0.6035, grad_norm: 4.6808, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9465, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-18 19:22:58,703 - mmaction - INFO - Epoch [96][480/792] lr: 3.750e-05, eta: 0:56:59, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9490, loss_cls: 0.6035, loss: 0.6035, grad_norm: 4.7036, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9475, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-18 19:23:18,118 - mmaction - INFO - Epoch [96][500/792] lr: 3.750e-05, eta: 0:56:39, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9495, loss_cls: 0.6384, loss: 0.6384, grad_norm: 4.6110, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5792, loss/aux0: 0.5792 2020-10-18 19:23:18,524 - mmaction - INFO - Epoch [96][500/792] lr: 3.750e-05, eta: 0:56:39, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8411, top5_acc: 0.9495, loss_cls: 0.6384, loss: 0.6384, grad_norm: 4.6460, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5846, loss/aux0: 0.5846 2020-10-18 19:23:38,007 - mmaction - INFO - Epoch [96][520/792] lr: 3.750e-05, eta: 0:56:19, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9542, loss_cls: 0.5961, loss: 0.5961, grad_norm: 4.6550, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-18 19:23:38,414 - mmaction - INFO - Epoch [96][520/792] lr: 3.750e-05, eta: 0:56:19, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9542, loss_cls: 0.5961, loss: 0.5961, grad_norm: 4.6910, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-18 19:23:57,839 - mmaction - INFO - Epoch [96][540/792] lr: 3.750e-05, eta: 0:55:59, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9464, loss_cls: 0.6322, loss: 0.6322, grad_norm: 4.6125, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-18 19:23:58,244 - mmaction - INFO - Epoch [96][540/792] lr: 3.750e-05, eta: 0:56:00, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9464, loss_cls: 0.6322, loss: 0.6322, grad_norm: 4.6514, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-18 19:24:17,834 - mmaction - INFO - Epoch [96][560/792] lr: 3.750e-05, eta: 0:55:40, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9469, loss_cls: 0.6343, loss: 0.6343, grad_norm: 4.5986, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5853, loss/aux0: 0.5853 2020-10-18 19:24:18,247 - mmaction - INFO - Epoch [96][560/792] lr: 3.750e-05, eta: 0:55:40, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9469, loss_cls: 0.6343, loss: 0.6343, grad_norm: 4.5816, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5775, loss/aux0: 0.5775 2020-10-18 19:24:37,672 - mmaction - INFO - Epoch [96][580/792] lr: 3.750e-05, eta: 0:55:20, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9391, loss_cls: 0.6455, loss: 0.6455, grad_norm: 4.7780, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-18 19:24:38,145 - mmaction - INFO - Epoch [96][580/792] lr: 3.750e-05, eta: 0:55:21, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9391, loss_cls: 0.6455, loss: 0.6455, grad_norm: 4.7567, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-18 19:24:57,699 - mmaction - INFO - Epoch [96][600/792] lr: 3.750e-05, eta: 0:55:00, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9490, loss_cls: 0.6146, loss: 0.6146, grad_norm: 4.5538, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-18 19:24:58,119 - mmaction - INFO - Epoch [96][600/792] lr: 3.750e-05, eta: 0:55:01, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9490, loss_cls: 0.6146, loss: 0.6146, grad_norm: 4.5499, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-18 19:25:17,728 - mmaction - INFO - Epoch [96][620/792] lr: 3.750e-05, eta: 0:54:41, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9531, loss_cls: 0.5923, loss: 0.5923, grad_norm: 4.5810, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5910, loss/aux0: 0.5910 2020-10-18 19:25:18,134 - mmaction - INFO - Epoch [96][620/792] lr: 3.750e-05, eta: 0:54:41, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9531, loss_cls: 0.5923, loss: 0.5923, grad_norm: 4.5977, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5942, loss/aux0: 0.5942 2020-10-18 19:25:37,605 - mmaction - INFO - Epoch [96][640/792] lr: 3.750e-05, eta: 0:54:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9500, loss_cls: 0.6274, loss: 0.6274, grad_norm: 4.6134, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5956, loss/aux0: 0.5956 2020-10-18 19:25:38,027 - mmaction - INFO - Epoch [96][640/792] lr: 3.750e-05, eta: 0:54:22, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9500, loss_cls: 0.6274, loss: 0.6274, grad_norm: 4.6419, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5936, loss/aux0: 0.5936 2020-10-18 19:25:57,485 - mmaction - INFO - Epoch [96][660/792] lr: 3.750e-05, eta: 0:54:02, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9484, loss_cls: 0.6129, loss: 0.6129, grad_norm: 4.8698, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-18 19:25:57,892 - mmaction - INFO - Epoch [96][660/792] lr: 3.750e-05, eta: 0:54:02, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9484, loss_cls: 0.6129, loss: 0.6129, grad_norm: 4.8696, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-18 19:26:17,472 - mmaction - INFO - Epoch [96][680/792] lr: 3.750e-05, eta: 0:53:42, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9474, loss_cls: 0.6085, loss: 0.6085, grad_norm: 4.6377, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-18 19:26:17,897 - mmaction - INFO - Epoch [96][680/792] lr: 3.750e-05, eta: 0:53:42, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9474, loss_cls: 0.6085, loss: 0.6085, grad_norm: 4.6347, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-18 19:26:37,489 - mmaction - INFO - Epoch [96][700/792] lr: 3.750e-05, eta: 0:53:22, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9432, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.7052, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 19:26:37,891 - mmaction - INFO - Epoch [96][700/792] lr: 3.750e-05, eta: 0:53:23, time: 0.503, data_time: 0.003, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9432, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.6755, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-18 19:26:57,381 - mmaction - INFO - Epoch [96][720/792] lr: 3.750e-05, eta: 0:53:03, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9464, loss_cls: 0.6205, loss: 0.6205, grad_norm: 4.5472, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-18 19:26:57,787 - mmaction - INFO - Epoch [96][720/792] lr: 3.750e-05, eta: 0:53:03, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9464, loss_cls: 0.6205, loss: 0.6205, grad_norm: 4.5737, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-18 19:27:17,268 - mmaction - INFO - Epoch [96][740/792] lr: 3.750e-05, eta: 0:52:43, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9510, loss_cls: 0.6111, loss: 0.6111, grad_norm: 4.5326, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-18 19:27:17,668 - mmaction - INFO - Epoch [96][740/792] lr: 3.750e-05, eta: 0:52:43, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9510, loss_cls: 0.6111, loss: 0.6111, grad_norm: 4.5453, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5922, loss/aux0: 0.5922 2020-10-18 19:27:37,174 - mmaction - INFO - Epoch [96][760/792] lr: 3.750e-05, eta: 0:52:23, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9500, loss_cls: 0.6328, loss: 0.6328, grad_norm: 4.6756, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6221, loss/aux0: 0.6221 2020-10-18 19:27:37,576 - mmaction - INFO - Epoch [96][760/792] lr: 3.750e-05, eta: 0:52:24, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9500, loss_cls: 0.6328, loss: 0.6328, grad_norm: 4.6789, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6243, loss/aux0: 0.6243 2020-10-18 19:27:57,181 - mmaction - INFO - Epoch [96][780/792] lr: 3.750e-05, eta: 0:52:04, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9552, loss_cls: 0.6210, loss: 0.6210, grad_norm: 4.6530, top1_acc/aux0: 0.8400, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5977, loss/aux0: 0.5977 2020-10-18 19:27:57,599 - mmaction - INFO - Epoch [96][780/792] lr: 3.750e-05, eta: 0:52:04, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9552, loss_cls: 0.6210, loss: 0.6210, grad_norm: 4.6515, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-18 19:28:10,957 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-18 19:30:44,802 - mmaction - INFO - Epoch [97][20/792] lr: 3.750e-05, eta: 0:51:32, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9474, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.5397, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5827, loss/aux0: 0.5827 2020-10-18 19:30:45,215 - mmaction - INFO - Epoch [97][20/792] lr: 3.750e-05, eta: 0:51:32, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9474, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.5359, top1_acc/aux0: 0.8434, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5861, loss/aux0: 0.5861 2020-10-18 19:31:04,667 - mmaction - INFO - Epoch [97][40/792] lr: 3.750e-05, eta: 0:51:12, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9578, loss_cls: 0.5693, loss: 0.5693, grad_norm: 4.4625, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.5897, loss/aux0: 0.5897 2020-10-18 19:31:05,083 - mmaction - INFO - Epoch [97][40/792] lr: 3.750e-05, eta: 0:51:13, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9578, loss_cls: 0.5693, loss: 0.5693, grad_norm: 4.4632, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5878, loss/aux0: 0.5878 2020-10-18 19:31:24,591 - mmaction - INFO - Epoch [97][60/792] lr: 3.750e-05, eta: 0:50:53, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9568, loss_cls: 0.5909, loss: 0.5909, grad_norm: 4.6975, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-18 19:31:24,999 - mmaction - INFO - Epoch [97][60/792] lr: 3.750e-05, eta: 0:50:53, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9568, loss_cls: 0.5909, loss: 0.5909, grad_norm: 4.6840, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 19:31:44,527 - mmaction - INFO - Epoch [97][80/792] lr: 3.750e-05, eta: 0:50:33, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9427, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.7295, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-18 19:31:44,931 - mmaction - INFO - Epoch [97][80/792] lr: 3.750e-05, eta: 0:50:33, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9427, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.7037, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-18 19:32:04,387 - mmaction - INFO - Epoch [97][100/792] lr: 3.750e-05, eta: 0:50:13, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9432, loss_cls: 0.6586, loss: 0.6586, grad_norm: 4.7215, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5949, loss/aux0: 0.5949 2020-10-18 19:32:04,810 - mmaction - INFO - Epoch [97][100/792] lr: 3.750e-05, eta: 0:50:14, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9432, loss_cls: 0.6586, loss: 0.6586, grad_norm: 4.6472, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5904, loss/aux0: 0.5904 2020-10-18 19:32:24,334 - mmaction - INFO - Epoch [97][120/792] lr: 3.750e-05, eta: 0:49:54, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9458, loss_cls: 0.6433, loss: 0.6433, grad_norm: 4.5097, top1_acc/aux0: 0.8456, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5786, loss/aux0: 0.5786 2020-10-18 19:32:24,752 - mmaction - INFO - Epoch [97][120/792] lr: 3.750e-05, eta: 0:49:54, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9458, loss_cls: 0.6433, loss: 0.6433, grad_norm: 4.5525, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5859, loss/aux0: 0.5859 2020-10-18 19:32:44,227 - mmaction - INFO - Epoch [97][140/792] lr: 3.750e-05, eta: 0:49:34, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9359, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.6569, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6164, loss/aux0: 0.6164 2020-10-18 19:32:44,638 - mmaction - INFO - Epoch [97][140/792] lr: 3.750e-05, eta: 0:49:34, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9359, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.6675, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-18 19:33:04,247 - mmaction - INFO - Epoch [97][160/792] lr: 3.750e-05, eta: 0:49:14, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8557, top5_acc: 0.9635, loss_cls: 0.5789, loss: 0.5789, grad_norm: 4.6217, top1_acc/aux0: 0.8428, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5870, loss/aux0: 0.5870 2020-10-18 19:33:04,664 - mmaction - INFO - Epoch [97][160/792] lr: 3.750e-05, eta: 0:49:15, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8557, top5_acc: 0.9635, loss_cls: 0.5789, loss: 0.5789, grad_norm: 4.6619, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 19:33:24,164 - mmaction - INFO - Epoch [97][180/792] lr: 3.750e-05, eta: 0:48:55, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9432, loss_cls: 0.6684, loss: 0.6684, grad_norm: 4.6673, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5968, loss/aux0: 0.5968 2020-10-18 19:33:24,589 - mmaction - INFO - Epoch [97][180/792] lr: 3.750e-05, eta: 0:48:55, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9432, loss_cls: 0.6684, loss: 0.6684, grad_norm: 4.7059, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.6016, loss/aux0: 0.6016 2020-10-18 19:33:43,999 - mmaction - INFO - Epoch [97][200/792] lr: 3.750e-05, eta: 0:48:35, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9464, loss_cls: 0.6216, loss: 0.6216, grad_norm: 4.5493, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-18 19:33:44,401 - mmaction - INFO - Epoch [97][200/792] lr: 3.750e-05, eta: 0:48:35, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9464, loss_cls: 0.6216, loss: 0.6216, grad_norm: 4.5134, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-18 19:34:04,023 - mmaction - INFO - Epoch [97][220/792] lr: 3.750e-05, eta: 0:48:15, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9547, loss_cls: 0.5936, loss: 0.5936, grad_norm: 4.5488, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-18 19:34:04,437 - mmaction - INFO - Epoch [97][220/792] lr: 3.750e-05, eta: 0:48:16, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9547, loss_cls: 0.5936, loss: 0.5936, grad_norm: 4.5266, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-18 19:34:23,969 - mmaction - INFO - Epoch [97][240/792] lr: 3.750e-05, eta: 0:47:56, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9479, loss_cls: 0.6313, loss: 0.6313, grad_norm: 4.5470, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5783, loss/aux0: 0.5783 2020-10-18 19:34:24,375 - mmaction - INFO - Epoch [97][240/792] lr: 3.750e-05, eta: 0:47:56, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9479, loss_cls: 0.6313, loss: 0.6313, grad_norm: 4.5131, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5774, loss/aux0: 0.5774 2020-10-18 19:34:43,779 - mmaction - INFO - Epoch [97][260/792] lr: 3.750e-05, eta: 0:47:36, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9516, loss_cls: 0.6133, loss: 0.6133, grad_norm: 4.5431, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5944, loss/aux0: 0.5944 2020-10-18 19:34:44,261 - mmaction - INFO - Epoch [97][260/792] lr: 3.750e-05, eta: 0:47:37, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9516, loss_cls: 0.6133, loss: 0.6133, grad_norm: 4.5116, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5949, loss/aux0: 0.5949 2020-10-18 19:35:03,747 - mmaction - INFO - Epoch [97][280/792] lr: 3.750e-05, eta: 0:47:17, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8641, top5_acc: 0.9562, loss_cls: 0.5775, loss: 0.5775, grad_norm: 4.4686, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.5913, loss/aux0: 0.5913 2020-10-18 19:35:04,153 - mmaction - INFO - Epoch [97][280/792] lr: 3.750e-05, eta: 0:47:17, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8641, top5_acc: 0.9562, loss_cls: 0.5775, loss: 0.5775, grad_norm: 4.4545, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-18 19:35:23,641 - mmaction - INFO - Epoch [97][300/792] lr: 3.750e-05, eta: 0:46:57, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9547, loss_cls: 0.6201, loss: 0.6201, grad_norm: 4.6951, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9486, loss_cls/aux0: 0.6068, loss/aux0: 0.6068 2020-10-18 19:35:24,052 - mmaction - INFO - Epoch [97][300/792] lr: 3.750e-05, eta: 0:46:57, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9547, loss_cls: 0.6201, loss: 0.6201, grad_norm: 4.6791, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-18 19:35:43,482 - mmaction - INFO - Epoch [97][320/792] lr: 3.750e-05, eta: 0:46:37, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9479, loss_cls: 0.6140, loss: 0.6140, grad_norm: 4.7021, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5868, loss/aux0: 0.5868 2020-10-18 19:35:43,883 - mmaction - INFO - Epoch [97][320/792] lr: 3.750e-05, eta: 0:46:38, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9479, loss_cls: 0.6140, loss: 0.6140, grad_norm: 4.6603, top1_acc/aux0: 0.8439, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5852, loss/aux0: 0.5852 2020-10-18 19:36:03,309 - mmaction - INFO - Epoch [97][340/792] lr: 3.750e-05, eta: 0:46:18, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9510, loss_cls: 0.6251, loss: 0.6251, grad_norm: 4.5425, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-18 19:36:03,785 - mmaction - INFO - Epoch [97][340/792] lr: 3.750e-05, eta: 0:46:18, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9510, loss_cls: 0.6251, loss: 0.6251, grad_norm: 4.5275, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-18 19:36:23,162 - mmaction - INFO - Epoch [97][360/792] lr: 3.750e-05, eta: 0:45:58, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9469, loss_cls: 0.6478, loss: 0.6478, grad_norm: 4.6499, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5819, loss/aux0: 0.5819 2020-10-18 19:36:23,564 - mmaction - INFO - Epoch [97][360/792] lr: 3.750e-05, eta: 0:45:58, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9469, loss_cls: 0.6478, loss: 0.6478, grad_norm: 4.6413, top1_acc/aux0: 0.8455, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5805, loss/aux0: 0.5805 2020-10-18 19:36:43,252 - mmaction - INFO - Epoch [97][380/792] lr: 3.750e-05, eta: 0:45:38, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9521, loss_cls: 0.6183, loss: 0.6183, grad_norm: 4.6327, top1_acc/aux0: 0.8449, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5836, loss/aux0: 0.5836 2020-10-18 19:36:43,665 - mmaction - INFO - Epoch [97][380/792] lr: 3.750e-05, eta: 0:45:39, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9521, loss_cls: 0.6183, loss: 0.6183, grad_norm: 4.6269, top1_acc/aux0: 0.8446, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-18 19:37:03,123 - mmaction - INFO - Epoch [97][400/792] lr: 3.750e-05, eta: 0:45:19, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.6232, loss: 0.6232, grad_norm: 4.7388, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-18 19:37:03,525 - mmaction - INFO - Epoch [97][400/792] lr: 3.750e-05, eta: 0:45:19, time: 0.496, data_time: 0.001, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.6232, loss: 0.6232, grad_norm: 4.7270, top1_acc/aux0: 0.8309, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-18 19:37:23,031 - mmaction - INFO - Epoch [97][420/792] lr: 3.750e-05, eta: 0:44:59, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9359, loss_cls: 0.6993, loss: 0.6993, grad_norm: 4.6843, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 19:37:23,499 - mmaction - INFO - Epoch [97][420/792] lr: 3.750e-05, eta: 0:44:59, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9359, loss_cls: 0.6993, loss: 0.6993, grad_norm: 4.6248, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-18 19:37:43,011 - mmaction - INFO - Epoch [97][440/792] lr: 3.750e-05, eta: 0:44:39, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9510, loss_cls: 0.6205, loss: 0.6205, grad_norm: 4.7754, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-18 19:37:43,428 - mmaction - INFO - Epoch [97][440/792] lr: 3.750e-05, eta: 0:44:40, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9510, loss_cls: 0.6205, loss: 0.6205, grad_norm: 4.7639, top1_acc/aux0: 0.8329, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-18 19:38:03,042 - mmaction - INFO - Epoch [97][460/792] lr: 3.750e-05, eta: 0:44:20, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.6312, loss: 0.6312, grad_norm: 4.5692, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5793, loss/aux0: 0.5793 2020-10-18 19:38:03,458 - mmaction - INFO - Epoch [97][460/792] lr: 3.750e-05, eta: 0:44:20, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.6312, loss: 0.6312, grad_norm: 4.6138, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5848, loss/aux0: 0.5848 2020-10-18 19:38:23,019 - mmaction - INFO - Epoch [97][480/792] lr: 3.750e-05, eta: 0:44:00, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9495, loss_cls: 0.5993, loss: 0.5993, grad_norm: 4.5865, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-18 19:38:23,432 - mmaction - INFO - Epoch [97][480/792] lr: 3.750e-05, eta: 0:44:01, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9495, loss_cls: 0.5993, loss: 0.5993, grad_norm: 4.5626, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5767, loss/aux0: 0.5767 2020-10-18 19:38:43,064 - mmaction - INFO - Epoch [97][500/792] lr: 3.750e-05, eta: 0:43:41, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9432, loss_cls: 0.6561, loss: 0.6561, grad_norm: 4.3992, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9546, loss_cls/aux0: 0.5640, loss/aux0: 0.5640 2020-10-18 19:38:43,473 - mmaction - INFO - Epoch [97][500/792] lr: 3.750e-05, eta: 0:43:41, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8396, top5_acc: 0.9432, loss_cls: 0.6561, loss: 0.6561, grad_norm: 4.4098, top1_acc/aux0: 0.8446, top5_acc/aux0: 0.9545, loss_cls/aux0: 0.5699, loss/aux0: 0.5699 2020-10-18 19:39:03,081 - mmaction - INFO - Epoch [97][520/792] lr: 3.750e-05, eta: 0:43:21, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9417, loss_cls: 0.6403, loss: 0.6403, grad_norm: 4.7050, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-18 19:39:03,501 - mmaction - INFO - Epoch [97][520/792] lr: 3.750e-05, eta: 0:43:21, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9417, loss_cls: 0.6403, loss: 0.6403, grad_norm: 4.6940, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5975, loss/aux0: 0.5975 2020-10-18 19:39:23,025 - mmaction - INFO - Epoch [97][540/792] lr: 3.750e-05, eta: 0:43:01, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9448, loss_cls: 0.6773, loss: 0.6773, grad_norm: 4.8824, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-18 19:39:23,458 - mmaction - INFO - Epoch [97][540/792] lr: 3.750e-05, eta: 0:43:02, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9448, loss_cls: 0.6773, loss: 0.6773, grad_norm: 4.8172, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-18 19:39:42,891 - mmaction - INFO - Epoch [97][560/792] lr: 3.750e-05, eta: 0:42:42, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9526, loss_cls: 0.6049, loss: 0.6049, grad_norm: 4.6886, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-18 19:39:43,299 - mmaction - INFO - Epoch [97][560/792] lr: 3.750e-05, eta: 0:42:42, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9526, loss_cls: 0.6049, loss: 0.6049, grad_norm: 4.6428, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-18 19:40:02,681 - mmaction - INFO - Epoch [97][580/792] lr: 3.750e-05, eta: 0:42:22, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9568, loss_cls: 0.5770, loss: 0.5770, grad_norm: 4.5675, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-18 19:40:03,090 - mmaction - INFO - Epoch [97][580/792] lr: 3.750e-05, eta: 0:42:22, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8500, top5_acc: 0.9568, loss_cls: 0.5770, loss: 0.5770, grad_norm: 4.5793, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5935, loss/aux0: 0.5935 2020-10-18 19:40:22,682 - mmaction - INFO - Epoch [97][600/792] lr: 3.750e-05, eta: 0:42:02, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9479, loss_cls: 0.6291, loss: 0.6291, grad_norm: 4.8034, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-18 19:40:23,094 - mmaction - INFO - Epoch [97][600/792] lr: 3.750e-05, eta: 0:42:03, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9479, loss_cls: 0.6291, loss: 0.6291, grad_norm: 4.7880, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-18 19:40:42,532 - mmaction - INFO - Epoch [97][620/792] lr: 3.750e-05, eta: 0:41:43, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9422, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.5785, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5755, loss/aux0: 0.5755 2020-10-18 19:40:42,998 - mmaction - INFO - Epoch [97][620/792] lr: 3.750e-05, eta: 0:41:43, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9422, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.5676, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5741, loss/aux0: 0.5741 2020-10-18 19:41:02,499 - mmaction - INFO - Epoch [97][640/792] lr: 3.750e-05, eta: 0:41:23, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9417, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.7254, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9478, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 19:41:02,908 - mmaction - INFO - Epoch [97][640/792] lr: 3.750e-05, eta: 0:41:23, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9417, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.7864, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-18 19:41:22,383 - mmaction - INFO - Epoch [97][660/792] lr: 3.750e-05, eta: 0:41:03, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9479, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.6385, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9498, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-18 19:41:22,799 - mmaction - INFO - Epoch [97][660/792] lr: 3.750e-05, eta: 0:41:04, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9479, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.6262, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5911, loss/aux0: 0.5911 2020-10-18 19:41:42,350 - mmaction - INFO - Epoch [97][680/792] lr: 3.750e-05, eta: 0:40:44, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9464, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.6339, top1_acc/aux0: 0.8463, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5720, loss/aux0: 0.5720 2020-10-18 19:41:42,754 - mmaction - INFO - Epoch [97][680/792] lr: 3.750e-05, eta: 0:40:44, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9464, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.6225, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5742, loss/aux0: 0.5742 2020-10-18 19:42:02,115 - mmaction - INFO - Epoch [97][700/792] lr: 3.750e-05, eta: 0:40:24, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9542, loss_cls: 0.5846, loss: 0.5846, grad_norm: 4.5344, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5910, loss/aux0: 0.5910 2020-10-18 19:42:02,534 - mmaction - INFO - Epoch [97][700/792] lr: 3.750e-05, eta: 0:40:24, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9542, loss_cls: 0.5846, loss: 0.5846, grad_norm: 4.5783, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5894, loss/aux0: 0.5894 2020-10-18 19:42:22,130 - mmaction - INFO - Epoch [97][720/792] lr: 3.750e-05, eta: 0:40:04, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9479, loss_cls: 0.6006, loss: 0.6006, grad_norm: 4.7101, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5750, loss/aux0: 0.5750 2020-10-18 19:42:22,543 - mmaction - INFO - Epoch [97][720/792] lr: 3.750e-05, eta: 0:40:05, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8542, top5_acc: 0.9479, loss_cls: 0.6006, loss: 0.6006, grad_norm: 4.6943, top1_acc/aux0: 0.8459, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5741, loss/aux0: 0.5741 2020-10-18 19:42:42,090 - mmaction - INFO - Epoch [97][740/792] lr: 3.750e-05, eta: 0:39:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9479, loss_cls: 0.6054, loss: 0.6054, grad_norm: 4.4812, top1_acc/aux0: 0.8486, top5_acc/aux0: 0.9551, loss_cls/aux0: 0.5772, loss/aux0: 0.5772 2020-10-18 19:42:42,515 - mmaction - INFO - Epoch [97][740/792] lr: 3.750e-05, eta: 0:39:45, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9479, loss_cls: 0.6054, loss: 0.6054, grad_norm: 4.5172, top1_acc/aux0: 0.8466, top5_acc/aux0: 0.9549, loss_cls/aux0: 0.5825, loss/aux0: 0.5825 2020-10-18 19:43:02,136 - mmaction - INFO - Epoch [97][760/792] lr: 3.750e-05, eta: 0:39:25, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9401, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.6988, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-18 19:43:02,544 - mmaction - INFO - Epoch [97][760/792] lr: 3.750e-05, eta: 0:39:26, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9401, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.6933, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-18 19:43:22,053 - mmaction - INFO - Epoch [97][780/792] lr: 3.750e-05, eta: 0:39:06, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9479, loss_cls: 0.6356, loss: 0.6356, grad_norm: 4.5345, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-18 19:43:22,463 - mmaction - INFO - Epoch [97][780/792] lr: 3.750e-05, eta: 0:39:06, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9479, loss_cls: 0.6356, loss: 0.6356, grad_norm: 4.5500, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5853, loss/aux0: 0.5853 2020-10-18 19:43:35,246 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-10-18 19:46:10,474 - mmaction - INFO - Epoch [98][20/792] lr: 3.750e-05, eta: 0:38:34, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9469, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.6998, top1_acc/aux0: 0.8358, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-18 19:46:10,895 - mmaction - INFO - Epoch [98][20/792] lr: 3.750e-05, eta: 0:38:34, time: 0.493, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9469, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.7672, top1_acc/aux0: 0.8347, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6142, loss/aux0: 0.6142 2020-10-18 19:46:30,250 - mmaction - INFO - Epoch [98][40/792] lr: 3.750e-05, eta: 0:38:14, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9448, loss_cls: 0.6531, loss: 0.6531, grad_norm: 4.6671, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-18 19:46:30,657 - mmaction - INFO - Epoch [98][40/792] lr: 3.750e-05, eta: 0:38:14, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9448, loss_cls: 0.6531, loss: 0.6531, grad_norm: 4.6633, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-18 19:46:50,198 - mmaction - INFO - Epoch [98][60/792] lr: 3.750e-05, eta: 0:37:55, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9516, loss_cls: 0.5962, loss: 0.5962, grad_norm: 4.7242, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-18 19:46:50,606 - mmaction - INFO - Epoch [98][60/792] lr: 3.750e-05, eta: 0:37:55, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9516, loss_cls: 0.5962, loss: 0.5962, grad_norm: 4.6718, top1_acc/aux0: 0.8340, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-18 19:47:10,105 - mmaction - INFO - Epoch [98][80/792] lr: 3.750e-05, eta: 0:37:35, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9500, loss_cls: 0.6213, loss: 0.6213, grad_norm: 4.6942, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6197, loss/aux0: 0.6197 2020-10-18 19:47:10,521 - mmaction - INFO - Epoch [98][80/792] lr: 3.750e-05, eta: 0:37:35, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9500, loss_cls: 0.6213, loss: 0.6213, grad_norm: 4.6946, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-18 19:47:29,901 - mmaction - INFO - Epoch [98][100/792] lr: 3.750e-05, eta: 0:37:15, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9443, loss_cls: 0.6500, loss: 0.6500, grad_norm: 4.6964, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 19:47:30,314 - mmaction - INFO - Epoch [98][100/792] lr: 3.750e-05, eta: 0:37:16, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8437, top5_acc: 0.9443, loss_cls: 0.6500, loss: 0.6500, grad_norm: 4.6713, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-18 19:47:49,764 - mmaction - INFO - Epoch [98][120/792] lr: 3.750e-05, eta: 0:36:56, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9448, loss_cls: 0.6190, loss: 0.6190, grad_norm: 4.7330, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-18 19:47:50,173 - mmaction - INFO - Epoch [98][120/792] lr: 3.750e-05, eta: 0:36:56, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9448, loss_cls: 0.6190, loss: 0.6190, grad_norm: 4.7123, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-18 19:48:09,668 - mmaction - INFO - Epoch [98][140/792] lr: 3.750e-05, eta: 0:36:36, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9443, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.6594, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-18 19:48:10,086 - mmaction - INFO - Epoch [98][140/792] lr: 3.750e-05, eta: 0:36:36, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9443, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.6799, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 19:48:29,650 - mmaction - INFO - Epoch [98][160/792] lr: 3.750e-05, eta: 0:36:16, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8557, top5_acc: 0.9464, loss_cls: 0.5957, loss: 0.5957, grad_norm: 4.5266, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-18 19:48:30,050 - mmaction - INFO - Epoch [98][160/792] lr: 3.750e-05, eta: 0:36:17, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8557, top5_acc: 0.9464, loss_cls: 0.5957, loss: 0.5957, grad_norm: 4.5056, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-18 19:48:49,483 - mmaction - INFO - Epoch [98][180/792] lr: 3.750e-05, eta: 0:35:57, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9495, loss_cls: 0.6547, loss: 0.6547, grad_norm: 4.6590, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-18 19:48:49,890 - mmaction - INFO - Epoch [98][180/792] lr: 3.750e-05, eta: 0:35:57, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9495, loss_cls: 0.6547, loss: 0.6547, grad_norm: 4.6176, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6123, loss/aux0: 0.6123 2020-10-18 19:49:09,348 - mmaction - INFO - Epoch [98][200/792] lr: 3.750e-05, eta: 0:35:37, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9536, loss_cls: 0.6253, loss: 0.6253, grad_norm: 4.7399, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-18 19:49:09,768 - mmaction - INFO - Epoch [98][200/792] lr: 3.750e-05, eta: 0:35:37, time: 0.497, data_time: 0.004, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9536, loss_cls: 0.6253, loss: 0.6253, grad_norm: 4.7677, top1_acc/aux0: 0.8330, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-18 19:49:29,252 - mmaction - INFO - Epoch [98][220/792] lr: 3.750e-05, eta: 0:35:17, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9458, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.6728, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5760, loss/aux0: 0.5760 2020-10-18 19:49:29,657 - mmaction - INFO - Epoch [98][220/792] lr: 3.750e-05, eta: 0:35:18, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9458, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.6779, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5732, loss/aux0: 0.5732 2020-10-18 19:49:49,178 - mmaction - INFO - Epoch [98][240/792] lr: 3.750e-05, eta: 0:34:58, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9479, loss_cls: 0.6285, loss: 0.6285, grad_norm: 4.6267, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 19:49:49,582 - mmaction - INFO - Epoch [98][240/792] lr: 3.750e-05, eta: 0:34:58, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9479, loss_cls: 0.6285, loss: 0.6285, grad_norm: 4.6414, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-18 19:50:08,914 - mmaction - INFO - Epoch [98][260/792] lr: 3.750e-05, eta: 0:34:38, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9474, loss_cls: 0.6188, loss: 0.6188, grad_norm: 4.7651, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 19:50:09,338 - mmaction - INFO - Epoch [98][260/792] lr: 3.750e-05, eta: 0:34:38, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9474, loss_cls: 0.6188, loss: 0.6188, grad_norm: 4.8328, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-18 19:50:28,866 - mmaction - INFO - Epoch [98][280/792] lr: 3.750e-05, eta: 0:34:18, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9469, loss_cls: 0.6202, loss: 0.6202, grad_norm: 4.5733, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 19:50:29,290 - mmaction - INFO - Epoch [98][280/792] lr: 3.750e-05, eta: 0:34:19, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9469, loss_cls: 0.6202, loss: 0.6202, grad_norm: 4.5966, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-18 19:50:48,801 - mmaction - INFO - Epoch [98][300/792] lr: 3.750e-05, eta: 0:33:59, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9542, loss_cls: 0.6052, loss: 0.6052, grad_norm: 4.5833, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 19:50:49,217 - mmaction - INFO - Epoch [98][300/792] lr: 3.750e-05, eta: 0:33:59, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9542, loss_cls: 0.6052, loss: 0.6052, grad_norm: 4.5208, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-18 19:51:08,788 - mmaction - INFO - Epoch [98][320/792] lr: 3.750e-05, eta: 0:33:39, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9536, loss_cls: 0.5832, loss: 0.5832, grad_norm: 4.6962, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-18 19:51:09,196 - mmaction - INFO - Epoch [98][320/792] lr: 3.750e-05, eta: 0:33:39, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9536, loss_cls: 0.5832, loss: 0.5832, grad_norm: 4.6657, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6041, loss/aux0: 0.6041 2020-10-18 19:51:28,619 - mmaction - INFO - Epoch [98][340/792] lr: 3.750e-05, eta: 0:33:20, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9474, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.7352, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 19:51:29,037 - mmaction - INFO - Epoch [98][340/792] lr: 3.750e-05, eta: 0:33:20, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8359, top5_acc: 0.9474, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.7396, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-18 19:51:48,594 - mmaction - INFO - Epoch [98][360/792] lr: 3.750e-05, eta: 0:33:00, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9505, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.6984, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-18 19:51:48,999 - mmaction - INFO - Epoch [98][360/792] lr: 3.750e-05, eta: 0:33:00, time: 0.502, data_time: 0.001, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9505, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.6659, top1_acc/aux0: 0.8384, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-18 19:52:08,429 - mmaction - INFO - Epoch [98][380/792] lr: 3.750e-05, eta: 0:32:40, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9490, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.6602, top1_acc/aux0: 0.8360, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 19:52:08,856 - mmaction - INFO - Epoch [98][380/792] lr: 3.750e-05, eta: 0:32:41, time: 0.498, data_time: 0.004, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9490, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.6726, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 19:52:28,352 - mmaction - INFO - Epoch [98][400/792] lr: 3.750e-05, eta: 0:32:21, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8573, top5_acc: 0.9500, loss_cls: 0.5961, loss: 0.5961, grad_norm: 4.5914, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-18 19:52:28,801 - mmaction - INFO - Epoch [98][400/792] lr: 3.750e-05, eta: 0:32:21, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8573, top5_acc: 0.9500, loss_cls: 0.5961, loss: 0.5961, grad_norm: 4.5506, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-18 19:52:48,083 - mmaction - INFO - Epoch [98][420/792] lr: 3.750e-05, eta: 0:32:01, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9469, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.5690, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5709, loss/aux0: 0.5709 2020-10-18 19:52:48,492 - mmaction - INFO - Epoch [98][420/792] lr: 3.750e-05, eta: 0:32:01, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8432, top5_acc: 0.9469, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.5854, top1_acc/aux0: 0.8449, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5745, loss/aux0: 0.5745 2020-10-18 19:53:07,873 - mmaction - INFO - Epoch [98][440/792] lr: 3.750e-05, eta: 0:31:41, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9495, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.7279, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-18 19:53:08,287 - mmaction - INFO - Epoch [98][440/792] lr: 3.750e-05, eta: 0:31:42, time: 0.495, data_time: 0.001, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9495, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.7017, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5847, loss/aux0: 0.5847 2020-10-18 19:53:27,792 - mmaction - INFO - Epoch [98][460/792] lr: 3.750e-05, eta: 0:31:22, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9552, loss_cls: 0.6185, loss: 0.6185, grad_norm: 4.7551, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-18 19:53:28,218 - mmaction - INFO - Epoch [98][460/792] lr: 3.750e-05, eta: 0:31:22, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9552, loss_cls: 0.6185, loss: 0.6185, grad_norm: 4.7451, top1_acc/aux0: 0.8368, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-18 19:53:47,760 - mmaction - INFO - Epoch [98][480/792] lr: 3.750e-05, eta: 0:31:02, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9521, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.4803, top1_acc/aux0: 0.8485, top5_acc/aux0: 0.9545, loss_cls/aux0: 0.5690, loss/aux0: 0.5690 2020-10-18 19:53:48,162 - mmaction - INFO - Epoch [98][480/792] lr: 3.750e-05, eta: 0:31:02, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8406, top5_acc: 0.9521, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.5022, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5683, loss/aux0: 0.5683 2020-10-18 19:54:07,520 - mmaction - INFO - Epoch [98][500/792] lr: 3.750e-05, eta: 0:30:42, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9531, loss_cls: 0.5872, loss: 0.5872, grad_norm: 4.6964, top1_acc/aux0: 0.8379, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-18 19:54:07,932 - mmaction - INFO - Epoch [98][500/792] lr: 3.750e-05, eta: 0:30:43, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8562, top5_acc: 0.9531, loss_cls: 0.5872, loss: 0.5872, grad_norm: 4.6962, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-18 19:54:27,549 - mmaction - INFO - Epoch [98][520/792] lr: 3.750e-05, eta: 0:30:23, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9453, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.6597, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-18 19:54:27,973 - mmaction - INFO - Epoch [98][520/792] lr: 3.750e-05, eta: 0:30:23, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9453, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.6323, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-18 19:54:47,409 - mmaction - INFO - Epoch [98][540/792] lr: 3.750e-05, eta: 0:30:03, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9437, loss_cls: 0.6492, loss: 0.6492, grad_norm: 4.6490, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-18 19:54:47,818 - mmaction - INFO - Epoch [98][540/792] lr: 3.750e-05, eta: 0:30:03, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9437, loss_cls: 0.6492, loss: 0.6492, grad_norm: 4.6616, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-18 19:55:07,349 - mmaction - INFO - Epoch [98][560/792] lr: 3.750e-05, eta: 0:29:43, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9490, loss_cls: 0.6341, loss: 0.6341, grad_norm: 4.7589, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5920, loss/aux0: 0.5920 2020-10-18 19:55:07,774 - mmaction - INFO - Epoch [98][560/792] lr: 3.750e-05, eta: 0:29:44, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9490, loss_cls: 0.6341, loss: 0.6341, grad_norm: 4.7286, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-18 19:55:27,320 - mmaction - INFO - Epoch [98][580/792] lr: 3.750e-05, eta: 0:29:24, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9495, loss_cls: 0.6564, loss: 0.6564, grad_norm: 4.7040, top1_acc/aux0: 0.8477, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5753, loss/aux0: 0.5753 2020-10-18 19:55:27,727 - mmaction - INFO - Epoch [98][580/792] lr: 3.750e-05, eta: 0:29:24, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9495, loss_cls: 0.6564, loss: 0.6564, grad_norm: 4.6921, top1_acc/aux0: 0.8487, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5735, loss/aux0: 0.5735 2020-10-18 19:55:47,177 - mmaction - INFO - Epoch [98][600/792] lr: 3.750e-05, eta: 0:29:04, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9495, loss_cls: 0.5963, loss: 0.5963, grad_norm: 4.5536, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-18 19:55:47,655 - mmaction - INFO - Epoch [98][600/792] lr: 3.750e-05, eta: 0:29:04, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9495, loss_cls: 0.5963, loss: 0.5963, grad_norm: 4.5624, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 19:56:07,155 - mmaction - INFO - Epoch [98][620/792] lr: 3.750e-05, eta: 0:28:45, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9531, loss_cls: 0.6094, loss: 0.6094, grad_norm: 4.7127, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-18 19:56:07,556 - mmaction - INFO - Epoch [98][620/792] lr: 3.750e-05, eta: 0:28:45, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9531, loss_cls: 0.6094, loss: 0.6094, grad_norm: 4.7622, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-18 19:56:27,010 - mmaction - INFO - Epoch [98][640/792] lr: 3.750e-05, eta: 0:28:25, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9536, loss_cls: 0.5852, loss: 0.5852, grad_norm: 4.6333, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5919, loss/aux0: 0.5919 2020-10-18 19:56:27,421 - mmaction - INFO - Epoch [98][640/792] lr: 3.750e-05, eta: 0:28:25, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9536, loss_cls: 0.5852, loss: 0.5852, grad_norm: 4.6582, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5925, loss/aux0: 0.5925 2020-10-18 19:56:46,775 - mmaction - INFO - Epoch [98][660/792] lr: 3.750e-05, eta: 0:28:05, time: 0.492, data_time: 0.000, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9490, loss_cls: 0.6292, loss: 0.6292, grad_norm: 4.6059, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-18 19:56:47,185 - mmaction - INFO - Epoch [98][660/792] lr: 3.750e-05, eta: 0:28:05, time: 0.494, data_time: 0.003, memory: 8335, top1_acc: 0.8443, top5_acc: 0.9490, loss_cls: 0.6292, loss: 0.6292, grad_norm: 4.5847, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.5934, loss/aux0: 0.5934 2020-10-18 19:57:06,643 - mmaction - INFO - Epoch [98][680/792] lr: 3.750e-05, eta: 0:27:46, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9458, loss_cls: 0.6784, loss: 0.6784, grad_norm: 4.7054, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-18 19:57:07,056 - mmaction - INFO - Epoch [98][680/792] lr: 3.750e-05, eta: 0:27:46, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9458, loss_cls: 0.6784, loss: 0.6784, grad_norm: 4.7672, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5968, loss/aux0: 0.5968 2020-10-18 19:57:26,460 - mmaction - INFO - Epoch [98][700/792] lr: 3.750e-05, eta: 0:27:26, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9521, loss_cls: 0.6507, loss: 0.6507, grad_norm: 4.6104, top1_acc/aux0: 0.8462, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5788, loss/aux0: 0.5788 2020-10-18 19:57:26,885 - mmaction - INFO - Epoch [98][700/792] lr: 3.750e-05, eta: 0:27:26, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9521, loss_cls: 0.6507, loss: 0.6507, grad_norm: 4.6041, top1_acc/aux0: 0.8478, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5733, loss/aux0: 0.5733 2020-10-18 19:57:46,296 - mmaction - INFO - Epoch [98][720/792] lr: 3.750e-05, eta: 0:27:06, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9516, loss_cls: 0.6416, loss: 0.6416, grad_norm: 4.6076, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5770, loss/aux0: 0.5770 2020-10-18 19:57:46,716 - mmaction - INFO - Epoch [98][720/792] lr: 3.750e-05, eta: 0:27:07, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9516, loss_cls: 0.6416, loss: 0.6416, grad_norm: 4.6309, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5833, loss/aux0: 0.5833 2020-10-18 19:58:06,207 - mmaction - INFO - Epoch [98][740/792] lr: 3.750e-05, eta: 0:26:47, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9500, loss_cls: 0.6351, loss: 0.6351, grad_norm: 4.5181, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5794, loss/aux0: 0.5794 2020-10-18 19:58:06,626 - mmaction - INFO - Epoch [98][740/792] lr: 3.750e-05, eta: 0:26:47, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9500, loss_cls: 0.6351, loss: 0.6351, grad_norm: 4.5458, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9541, loss_cls/aux0: 0.5804, loss/aux0: 0.5804 2020-10-18 19:58:26,163 - mmaction - INFO - Epoch [98][760/792] lr: 3.750e-05, eta: 0:26:27, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9531, loss_cls: 0.6104, loss: 0.6104, grad_norm: 4.6291, top1_acc/aux0: 0.8441, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5834, loss/aux0: 0.5834 2020-10-18 19:58:26,603 - mmaction - INFO - Epoch [98][760/792] lr: 3.750e-05, eta: 0:26:27, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9531, loss_cls: 0.6104, loss: 0.6104, grad_norm: 4.6752, top1_acc/aux0: 0.8455, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5827, loss/aux0: 0.5827 2020-10-18 19:58:46,100 - mmaction - INFO - Epoch [98][780/792] lr: 3.750e-05, eta: 0:26:07, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9359, loss_cls: 0.6984, loss: 0.6984, grad_norm: 4.6353, top1_acc/aux0: 0.8387, top5_acc/aux0: 0.9467, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-18 19:58:46,536 - mmaction - INFO - Epoch [98][780/792] lr: 3.750e-05, eta: 0:26:08, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9359, loss_cls: 0.6984, loss: 0.6984, grad_norm: 4.6462, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-18 19:58:59,365 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-10-18 20:01:36,065 - mmaction - INFO - Epoch [99][20/792] lr: 3.750e-05, eta: 0:25:36, time: 0.490, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.6149, loss: 0.6149, grad_norm: 4.6297, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-18 20:01:36,464 - mmaction - INFO - Epoch [99][20/792] lr: 3.750e-05, eta: 0:25:36, time: 0.490, data_time: 0.002, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.6149, loss: 0.6149, grad_norm: 4.6677, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-18 20:01:55,811 - mmaction - INFO - Epoch [99][40/792] lr: 3.750e-05, eta: 0:25:16, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9427, loss_cls: 0.6471, loss: 0.6471, grad_norm: 4.5608, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5999, loss/aux0: 0.5999 2020-10-18 20:01:56,215 - mmaction - INFO - Epoch [99][40/792] lr: 3.750e-05, eta: 0:25:16, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9427, loss_cls: 0.6471, loss: 0.6471, grad_norm: 4.5275, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5956, loss/aux0: 0.5956 2020-10-18 20:02:15,534 - mmaction - INFO - Epoch [99][60/792] lr: 3.750e-05, eta: 0:24:56, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9474, loss_cls: 0.6375, loss: 0.6375, grad_norm: 4.5625, top1_acc/aux0: 0.8444, top5_acc/aux0: 0.9502, loss_cls/aux0: 0.5865, loss/aux0: 0.5865 2020-10-18 20:02:15,938 - mmaction - INFO - Epoch [99][60/792] lr: 3.750e-05, eta: 0:24:57, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9474, loss_cls: 0.6375, loss: 0.6375, grad_norm: 4.5930, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-18 20:02:35,403 - mmaction - INFO - Epoch [99][80/792] lr: 3.750e-05, eta: 0:24:37, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6174, loss: 0.6174, grad_norm: 4.6179, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-18 20:02:35,829 - mmaction - INFO - Epoch [99][80/792] lr: 3.750e-05, eta: 0:24:37, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9536, loss_cls: 0.6174, loss: 0.6174, grad_norm: 4.5788, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6085, loss/aux0: 0.6085 2020-10-18 20:02:55,285 - mmaction - INFO - Epoch [99][100/792] lr: 3.750e-05, eta: 0:24:17, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6622, loss: 0.6622, grad_norm: 4.7262, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 20:02:55,687 - mmaction - INFO - Epoch [99][100/792] lr: 3.750e-05, eta: 0:24:17, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6622, loss: 0.6622, grad_norm: 4.7198, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-18 20:03:15,176 - mmaction - INFO - Epoch [99][120/792] lr: 3.750e-05, eta: 0:23:58, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9516, loss_cls: 0.5967, loss: 0.5967, grad_norm: 4.4127, top1_acc/aux0: 0.8460, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5805, loss/aux0: 0.5805 2020-10-18 20:03:15,582 - mmaction - INFO - Epoch [99][120/792] lr: 3.750e-05, eta: 0:23:58, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8516, top5_acc: 0.9516, loss_cls: 0.5967, loss: 0.5967, grad_norm: 4.4672, top1_acc/aux0: 0.8459, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5819, loss/aux0: 0.5819 2020-10-18 20:03:35,141 - mmaction - INFO - Epoch [99][140/792] lr: 3.750e-05, eta: 0:23:38, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9422, loss_cls: 0.6300, loss: 0.6300, grad_norm: 4.5962, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5907, loss/aux0: 0.5907 2020-10-18 20:03:35,559 - mmaction - INFO - Epoch [99][140/792] lr: 3.750e-05, eta: 0:23:38, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9422, loss_cls: 0.6300, loss: 0.6300, grad_norm: 4.6188, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 20:03:55,167 - mmaction - INFO - Epoch [99][160/792] lr: 3.750e-05, eta: 0:23:18, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9484, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.6904, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-18 20:03:55,637 - mmaction - INFO - Epoch [99][160/792] lr: 3.750e-05, eta: 0:23:18, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9484, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.6815, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-18 20:04:15,185 - mmaction - INFO - Epoch [99][180/792] lr: 3.750e-05, eta: 0:22:59, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9474, loss_cls: 0.6331, loss: 0.6331, grad_norm: 4.7276, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 20:04:15,592 - mmaction - INFO - Epoch [99][180/792] lr: 3.750e-05, eta: 0:22:59, time: 0.501, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9474, loss_cls: 0.6331, loss: 0.6331, grad_norm: 4.7007, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-18 20:04:35,109 - mmaction - INFO - Epoch [99][200/792] lr: 3.750e-05, eta: 0:22:39, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9474, loss_cls: 0.6335, loss: 0.6335, grad_norm: 4.6463, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 20:04:35,534 - mmaction - INFO - Epoch [99][200/792] lr: 3.750e-05, eta: 0:22:39, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9474, loss_cls: 0.6335, loss: 0.6335, grad_norm: 4.6485, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 20:04:54,910 - mmaction - INFO - Epoch [99][220/792] lr: 3.750e-05, eta: 0:22:19, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.6548, loss: 0.6548, grad_norm: 4.6730, top1_acc/aux0: 0.8338, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.6141, loss/aux0: 0.6141 2020-10-18 20:04:55,325 - mmaction - INFO - Epoch [99][220/792] lr: 3.750e-05, eta: 0:22:20, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.6548, loss: 0.6548, grad_norm: 4.6062, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-18 20:05:14,913 - mmaction - INFO - Epoch [99][240/792] lr: 3.750e-05, eta: 0:22:00, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9521, loss_cls: 0.6134, loss: 0.6134, grad_norm: 4.7393, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-18 20:05:15,313 - mmaction - INFO - Epoch [99][240/792] lr: 3.750e-05, eta: 0:22:00, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9521, loss_cls: 0.6134, loss: 0.6134, grad_norm: 4.7483, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.6026, loss/aux0: 0.6026 2020-10-18 20:05:34,883 - mmaction - INFO - Epoch [99][260/792] lr: 3.750e-05, eta: 0:21:40, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9484, loss_cls: 0.6182, loss: 0.6182, grad_norm: 4.5754, top1_acc/aux0: 0.8429, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5816, loss/aux0: 0.5816 2020-10-18 20:05:35,296 - mmaction - INFO - Epoch [99][260/792] lr: 3.750e-05, eta: 0:21:40, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9484, loss_cls: 0.6182, loss: 0.6182, grad_norm: 4.5821, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5772, loss/aux0: 0.5772 2020-10-18 20:05:54,867 - mmaction - INFO - Epoch [99][280/792] lr: 3.750e-05, eta: 0:21:20, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9469, loss_cls: 0.6600, loss: 0.6600, grad_norm: 4.5982, top1_acc/aux0: 0.8390, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 20:05:55,272 - mmaction - INFO - Epoch [99][280/792] lr: 3.750e-05, eta: 0:21:21, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9469, loss_cls: 0.6600, loss: 0.6600, grad_norm: 4.6275, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-18 20:06:14,806 - mmaction - INFO - Epoch [99][300/792] lr: 3.750e-05, eta: 0:21:01, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9464, loss_cls: 0.6265, loss: 0.6265, grad_norm: 4.6043, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5806, loss/aux0: 0.5806 2020-10-18 20:06:15,221 - mmaction - INFO - Epoch [99][300/792] lr: 3.750e-05, eta: 0:21:01, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9464, loss_cls: 0.6265, loss: 0.6265, grad_norm: 4.6170, top1_acc/aux0: 0.8420, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5767, loss/aux0: 0.5767 2020-10-18 20:06:34,750 - mmaction - INFO - Epoch [99][320/792] lr: 3.750e-05, eta: 0:20:41, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9516, loss_cls: 0.5992, loss: 0.5992, grad_norm: 4.6724, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 20:06:35,173 - mmaction - INFO - Epoch [99][320/792] lr: 3.750e-05, eta: 0:20:41, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9516, loss_cls: 0.5992, loss: 0.5992, grad_norm: 4.6480, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 20:06:54,677 - mmaction - INFO - Epoch [99][340/792] lr: 3.750e-05, eta: 0:20:21, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9484, loss_cls: 0.5966, loss: 0.5966, grad_norm: 4.7018, top1_acc/aux0: 0.8389, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5912, loss/aux0: 0.5912 2020-10-18 20:06:55,085 - mmaction - INFO - Epoch [99][340/792] lr: 3.750e-05, eta: 0:20:22, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9484, loss_cls: 0.5966, loss: 0.5966, grad_norm: 4.7393, top1_acc/aux0: 0.8369, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-18 20:07:14,638 - mmaction - INFO - Epoch [99][360/792] lr: 3.750e-05, eta: 0:20:02, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9516, loss_cls: 0.6360, loss: 0.6360, grad_norm: 4.5665, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5921, loss/aux0: 0.5921 2020-10-18 20:07:15,055 - mmaction - INFO - Epoch [99][360/792] lr: 3.750e-05, eta: 0:20:02, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9516, loss_cls: 0.6360, loss: 0.6360, grad_norm: 4.5526, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5917, loss/aux0: 0.5917 2020-10-18 20:07:34,576 - mmaction - INFO - Epoch [99][380/792] lr: 3.750e-05, eta: 0:19:42, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9484, loss_cls: 0.5873, loss: 0.5873, grad_norm: 4.5202, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5844, loss/aux0: 0.5844 2020-10-18 20:07:35,048 - mmaction - INFO - Epoch [99][380/792] lr: 3.750e-05, eta: 0:19:42, time: 0.502, data_time: 0.004, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9484, loss_cls: 0.5873, loss: 0.5873, grad_norm: 4.5445, top1_acc/aux0: 0.8446, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5809, loss/aux0: 0.5809 2020-10-18 20:07:54,541 - mmaction - INFO - Epoch [99][400/792] lr: 3.750e-05, eta: 0:19:23, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9448, loss_cls: 0.6278, loss: 0.6278, grad_norm: 4.5517, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5935, loss/aux0: 0.5935 2020-10-18 20:07:54,962 - mmaction - INFO - Epoch [99][400/792] lr: 3.750e-05, eta: 0:19:23, time: 0.498, data_time: 0.003, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9448, loss_cls: 0.6278, loss: 0.6278, grad_norm: 4.5835, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.5949, loss/aux0: 0.5949 2020-10-18 20:08:14,450 - mmaction - INFO - Epoch [99][420/792] lr: 3.750e-05, eta: 0:19:03, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9448, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.7616, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-18 20:08:14,853 - mmaction - INFO - Epoch [99][420/792] lr: 3.750e-05, eta: 0:19:03, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9448, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.7782, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-18 20:08:34,354 - mmaction - INFO - Epoch [99][440/792] lr: 3.750e-05, eta: 0:18:43, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8609, top5_acc: 0.9557, loss_cls: 0.5688, loss: 0.5688, grad_norm: 4.6616, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9480, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-18 20:08:34,769 - mmaction - INFO - Epoch [99][440/792] lr: 3.750e-05, eta: 0:18:43, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8609, top5_acc: 0.9557, loss_cls: 0.5688, loss: 0.5688, grad_norm: 4.6732, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9493, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-18 20:08:54,272 - mmaction - INFO - Epoch [99][460/792] lr: 3.750e-05, eta: 0:18:24, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9521, loss_cls: 0.6272, loss: 0.6272, grad_norm: 4.5824, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9532, loss_cls/aux0: 0.5889, loss/aux0: 0.5889 2020-10-18 20:08:54,684 - mmaction - INFO - Epoch [99][460/792] lr: 3.750e-05, eta: 0:18:24, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9521, loss_cls: 0.6272, loss: 0.6272, grad_norm: 4.6034, top1_acc/aux0: 0.8382, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-18 20:09:14,175 - mmaction - INFO - Epoch [99][480/792] lr: 3.750e-05, eta: 0:18:04, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9411, loss_cls: 0.6715, loss: 0.6715, grad_norm: 4.6404, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-18 20:09:14,611 - mmaction - INFO - Epoch [99][480/792] lr: 3.750e-05, eta: 0:18:04, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9411, loss_cls: 0.6715, loss: 0.6715, grad_norm: 4.6877, top1_acc/aux0: 0.8463, top5_acc/aux0: 0.9524, loss_cls/aux0: 0.5823, loss/aux0: 0.5823 2020-10-18 20:09:34,162 - mmaction - INFO - Epoch [99][500/792] lr: 3.750e-05, eta: 0:17:44, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9406, loss_cls: 0.6583, loss: 0.6583, grad_norm: 4.6818, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5870, loss/aux0: 0.5870 2020-10-18 20:09:34,582 - mmaction - INFO - Epoch [99][500/792] lr: 3.750e-05, eta: 0:17:44, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9406, loss_cls: 0.6583, loss: 0.6583, grad_norm: 4.6611, top1_acc/aux0: 0.8465, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5830, loss/aux0: 0.5830 2020-10-18 20:09:54,159 - mmaction - INFO - Epoch [99][520/792] lr: 3.750e-05, eta: 0:17:25, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9505, loss_cls: 0.6462, loss: 0.6462, grad_norm: 4.5456, top1_acc/aux0: 0.8461, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5816, loss/aux0: 0.5816 2020-10-18 20:09:54,577 - mmaction - INFO - Epoch [99][520/792] lr: 3.750e-05, eta: 0:17:25, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9505, loss_cls: 0.6462, loss: 0.6462, grad_norm: 4.5351, top1_acc/aux0: 0.8462, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5813, loss/aux0: 0.5813 2020-10-18 20:10:14,028 - mmaction - INFO - Epoch [99][540/792] lr: 3.750e-05, eta: 0:17:05, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9453, loss_cls: 0.6209, loss: 0.6209, grad_norm: 4.6291, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6039, loss/aux0: 0.6039 2020-10-18 20:10:14,436 - mmaction - INFO - Epoch [99][540/792] lr: 3.750e-05, eta: 0:17:05, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9453, loss_cls: 0.6209, loss: 0.6209, grad_norm: 4.6259, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.6093, loss/aux0: 0.6093 2020-10-18 20:10:34,043 - mmaction - INFO - Epoch [99][560/792] lr: 3.750e-05, eta: 0:16:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9469, loss_cls: 0.6483, loss: 0.6483, grad_norm: 4.6325, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6223, loss/aux0: 0.6223 2020-10-18 20:10:34,461 - mmaction - INFO - Epoch [99][560/792] lr: 3.750e-05, eta: 0:16:46, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9469, loss_cls: 0.6483, loss: 0.6483, grad_norm: 4.6933, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-18 20:10:53,970 - mmaction - INFO - Epoch [99][580/792] lr: 3.750e-05, eta: 0:16:26, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9490, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.7275, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-18 20:10:54,385 - mmaction - INFO - Epoch [99][580/792] lr: 3.750e-05, eta: 0:16:26, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9490, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.7488, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9509, loss_cls/aux0: 0.5975, loss/aux0: 0.5975 2020-10-18 20:11:13,893 - mmaction - INFO - Epoch [99][600/792] lr: 3.750e-05, eta: 0:16:06, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9536, loss_cls: 0.6205, loss: 0.6205, grad_norm: 4.7250, top1_acc/aux0: 0.8415, top5_acc/aux0: 0.9522, loss_cls/aux0: 0.5914, loss/aux0: 0.5914 2020-10-18 20:11:14,297 - mmaction - INFO - Epoch [99][600/792] lr: 3.750e-05, eta: 0:16:06, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9536, loss_cls: 0.6205, loss: 0.6205, grad_norm: 4.7653, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-18 20:11:33,824 - mmaction - INFO - Epoch [99][620/792] lr: 3.750e-05, eta: 0:15:46, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9464, loss_cls: 0.6101, loss: 0.6101, grad_norm: 4.7496, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6044, loss/aux0: 0.6044 2020-10-18 20:11:34,242 - mmaction - INFO - Epoch [99][620/792] lr: 3.750e-05, eta: 0:15:47, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8427, top5_acc: 0.9464, loss_cls: 0.6101, loss: 0.6101, grad_norm: 4.7250, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9545, loss_cls/aux0: 0.5968, loss/aux0: 0.5968 2020-10-18 20:11:53,753 - mmaction - INFO - Epoch [99][640/792] lr: 3.750e-05, eta: 0:15:27, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9578, loss_cls: 0.6077, loss: 0.6077, grad_norm: 4.5707, top1_acc/aux0: 0.8447, top5_acc/aux0: 0.9565, loss_cls/aux0: 0.5643, loss/aux0: 0.5643 2020-10-18 20:11:54,166 - mmaction - INFO - Epoch [99][640/792] lr: 3.750e-05, eta: 0:15:27, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8484, top5_acc: 0.9578, loss_cls: 0.6077, loss: 0.6077, grad_norm: 4.6009, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9554, loss_cls/aux0: 0.5702, loss/aux0: 0.5702 2020-10-18 20:12:13,640 - mmaction - INFO - Epoch [99][660/792] lr: 3.750e-05, eta: 0:15:07, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9484, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.6613, top1_acc/aux0: 0.8363, top5_acc/aux0: 0.9499, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-18 20:12:14,062 - mmaction - INFO - Epoch [99][660/792] lr: 3.750e-05, eta: 0:15:07, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9484, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.6569, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-18 20:12:33,657 - mmaction - INFO - Epoch [99][680/792] lr: 3.750e-05, eta: 0:14:48, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9500, loss_cls: 0.6180, loss: 0.6180, grad_norm: 4.5546, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5783, loss/aux0: 0.5783 2020-10-18 20:12:34,061 - mmaction - INFO - Epoch [99][680/792] lr: 3.750e-05, eta: 0:14:48, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8479, top5_acc: 0.9500, loss_cls: 0.6180, loss: 0.6180, grad_norm: 4.5454, top1_acc/aux0: 0.8509, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5752, loss/aux0: 0.5752 2020-10-18 20:12:53,586 - mmaction - INFO - Epoch [99][700/792] lr: 3.750e-05, eta: 0:14:28, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9547, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.4325, top1_acc/aux0: 0.8442, top5_acc/aux0: 0.9519, loss_cls/aux0: 0.5847, loss/aux0: 0.5847 2020-10-18 20:12:53,999 - mmaction - INFO - Epoch [99][700/792] lr: 3.750e-05, eta: 0:14:28, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8583, top5_acc: 0.9547, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.4506, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5879, loss/aux0: 0.5879 2020-10-18 20:13:13,551 - mmaction - INFO - Epoch [99][720/792] lr: 3.750e-05, eta: 0:14:08, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9542, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.7140, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5849, loss/aux0: 0.5849 2020-10-18 20:13:13,963 - mmaction - INFO - Epoch [99][720/792] lr: 3.750e-05, eta: 0:14:08, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9542, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.7152, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5851, loss/aux0: 0.5851 2020-10-18 20:13:33,601 - mmaction - INFO - Epoch [99][740/792] lr: 3.750e-05, eta: 0:13:49, time: 0.503, data_time: 0.000, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9396, loss_cls: 0.6361, loss: 0.6361, grad_norm: 4.6238, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9527, loss_cls/aux0: 0.5919, loss/aux0: 0.5919 2020-10-18 20:13:34,006 - mmaction - INFO - Epoch [99][740/792] lr: 3.750e-05, eta: 0:13:49, time: 0.503, data_time: 0.002, memory: 8335, top1_acc: 0.8458, top5_acc: 0.9396, loss_cls: 0.6361, loss: 0.6361, grad_norm: 4.5934, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9528, loss_cls/aux0: 0.5915, loss/aux0: 0.5915 2020-10-18 20:13:53,537 - mmaction - INFO - Epoch [99][760/792] lr: 3.750e-05, eta: 0:13:29, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9505, loss_cls: 0.5960, loss: 0.5960, grad_norm: 4.6131, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-18 20:13:53,960 - mmaction - INFO - Epoch [99][760/792] lr: 3.750e-05, eta: 0:13:29, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9505, loss_cls: 0.5960, loss: 0.5960, grad_norm: 4.5449, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5771, loss/aux0: 0.5771 2020-10-18 20:14:13,479 - mmaction - INFO - Epoch [99][780/792] lr: 3.750e-05, eta: 0:13:09, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9479, loss_cls: 0.6169, loss: 0.6169, grad_norm: 4.8004, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5841, loss/aux0: 0.5841 2020-10-18 20:14:13,883 - mmaction - INFO - Epoch [99][780/792] lr: 3.750e-05, eta: 0:13:09, time: 0.497, data_time: 0.003, memory: 8335, top1_acc: 0.8464, top5_acc: 0.9479, loss_cls: 0.6169, loss: 0.6169, grad_norm: 4.8262, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-18 20:14:26,771 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-10-18 20:17:00,249 - mmaction - INFO - Epoch [100][20/792] lr: 3.750e-05, eta: 0:12:38, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9427, loss_cls: 0.6307, loss: 0.6307, grad_norm: 4.6971, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-18 20:17:00,672 - mmaction - INFO - Epoch [100][20/792] lr: 3.750e-05, eta: 0:12:38, time: 0.494, data_time: 0.002, memory: 8335, top1_acc: 0.8536, top5_acc: 0.9427, loss_cls: 0.6307, loss: 0.6307, grad_norm: 4.7046, top1_acc/aux0: 0.8413, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-18 20:17:20,028 - mmaction - INFO - Epoch [100][40/792] lr: 3.750e-05, eta: 0:12:18, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9505, loss_cls: 0.5745, loss: 0.5745, grad_norm: 4.5836, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-18 20:17:20,432 - mmaction - INFO - Epoch [100][40/792] lr: 3.750e-05, eta: 0:12:18, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8589, top5_acc: 0.9505, loss_cls: 0.5745, loss: 0.5745, grad_norm: 4.5858, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-18 20:17:39,775 - mmaction - INFO - Epoch [100][60/792] lr: 3.750e-05, eta: 0:11:59, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9464, loss_cls: 0.6353, loss: 0.6353, grad_norm: 4.5695, top1_acc/aux0: 0.8343, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6200, loss/aux0: 0.6200 2020-10-18 20:17:40,200 - mmaction - INFO - Epoch [100][60/792] lr: 3.750e-05, eta: 0:11:59, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8422, top5_acc: 0.9464, loss_cls: 0.6353, loss: 0.6353, grad_norm: 4.5759, top1_acc/aux0: 0.8337, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-18 20:17:59,739 - mmaction - INFO - Epoch [100][80/792] lr: 3.750e-05, eta: 0:11:39, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9516, loss_cls: 0.6243, loss: 0.6243, grad_norm: 4.7026, top1_acc/aux0: 0.8356, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-18 20:18:00,235 - mmaction - INFO - Epoch [100][80/792] lr: 3.750e-05, eta: 0:11:39, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8417, top5_acc: 0.9516, loss_cls: 0.6243, loss: 0.6243, grad_norm: 4.7285, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-18 20:18:19,627 - mmaction - INFO - Epoch [100][100/792] lr: 3.750e-05, eta: 0:11:19, time: 0.493, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9427, loss_cls: 0.6501, loss: 0.6501, grad_norm: 4.6802, top1_acc/aux0: 0.8371, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-18 20:18:20,071 - mmaction - INFO - Epoch [100][100/792] lr: 3.750e-05, eta: 0:11:19, time: 0.492, data_time: 0.001, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9427, loss_cls: 0.6501, loss: 0.6501, grad_norm: 4.6466, top1_acc/aux0: 0.8376, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-18 20:18:39,500 - mmaction - INFO - Epoch [100][120/792] lr: 3.750e-05, eta: 0:11:00, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9536, loss_cls: 0.6186, loss: 0.6186, grad_norm: 4.6365, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-18 20:18:39,900 - mmaction - INFO - Epoch [100][120/792] lr: 3.750e-05, eta: 0:11:00, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8354, top5_acc: 0.9536, loss_cls: 0.6186, loss: 0.6186, grad_norm: 4.7068, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9488, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-18 20:18:59,379 - mmaction - INFO - Epoch [100][140/792] lr: 3.750e-05, eta: 0:10:40, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9495, loss_cls: 0.6215, loss: 0.6215, grad_norm: 4.5604, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-18 20:18:59,797 - mmaction - INFO - Epoch [100][140/792] lr: 3.750e-05, eta: 0:10:40, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8521, top5_acc: 0.9495, loss_cls: 0.6215, loss: 0.6215, grad_norm: 4.5249, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9537, loss_cls/aux0: 0.5803, loss/aux0: 0.5803 2020-10-18 20:19:19,284 - mmaction - INFO - Epoch [100][160/792] lr: 3.750e-05, eta: 0:10:20, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9490, loss_cls: 0.6033, loss: 0.6033, grad_norm: 4.6156, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-18 20:19:19,689 - mmaction - INFO - Epoch [100][160/792] lr: 3.750e-05, eta: 0:10:20, time: 0.502, data_time: 0.002, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9490, loss_cls: 0.6033, loss: 0.6033, grad_norm: 4.6014, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-18 20:19:39,094 - mmaction - INFO - Epoch [100][180/792] lr: 3.750e-05, eta: 0:10:01, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9521, loss_cls: 0.6190, loss: 0.6190, grad_norm: 4.5250, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-18 20:19:39,509 - mmaction - INFO - Epoch [100][180/792] lr: 3.750e-05, eta: 0:10:01, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8401, top5_acc: 0.9521, loss_cls: 0.6190, loss: 0.6190, grad_norm: 4.5638, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-18 20:19:58,981 - mmaction - INFO - Epoch [100][200/792] lr: 3.750e-05, eta: 0:09:41, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9464, loss_cls: 0.6483, loss: 0.6483, grad_norm: 4.6632, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6044, loss/aux0: 0.6044 2020-10-18 20:19:59,382 - mmaction - INFO - Epoch [100][200/792] lr: 3.750e-05, eta: 0:09:41, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9464, loss_cls: 0.6483, loss: 0.6483, grad_norm: 4.6917, top1_acc/aux0: 0.8403, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5999, loss/aux0: 0.5999 2020-10-18 20:20:18,906 - mmaction - INFO - Epoch [100][220/792] lr: 3.750e-05, eta: 0:09:21, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9531, loss_cls: 0.6078, loss: 0.6078, grad_norm: 4.5780, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-18 20:20:19,323 - mmaction - INFO - Epoch [100][220/792] lr: 3.750e-05, eta: 0:09:21, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8510, top5_acc: 0.9531, loss_cls: 0.6078, loss: 0.6078, grad_norm: 4.5590, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5919, loss/aux0: 0.5919 2020-10-18 20:20:38,944 - mmaction - INFO - Epoch [100][240/792] lr: 3.750e-05, eta: 0:09:02, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9427, loss_cls: 0.6271, loss: 0.6271, grad_norm: 4.5696, top1_acc/aux0: 0.8423, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-18 20:20:39,348 - mmaction - INFO - Epoch [100][240/792] lr: 3.750e-05, eta: 0:09:02, time: 0.503, data_time: 0.004, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9427, loss_cls: 0.6271, loss: 0.6271, grad_norm: 4.5889, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5921, loss/aux0: 0.5921 2020-10-18 20:20:58,939 - mmaction - INFO - Epoch [100][260/792] lr: 3.750e-05, eta: 0:08:42, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9531, loss_cls: 0.6355, loss: 0.6355, grad_norm: 4.7314, top1_acc/aux0: 0.8431, top5_acc/aux0: 0.9511, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-18 20:20:59,359 - mmaction - INFO - Epoch [100][260/792] lr: 3.750e-05, eta: 0:08:42, time: 0.501, data_time: 0.004, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9531, loss_cls: 0.6355, loss: 0.6355, grad_norm: 4.7545, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5964, loss/aux0: 0.5964 2020-10-18 20:21:18,819 - mmaction - INFO - Epoch [100][280/792] lr: 3.750e-05, eta: 0:08:22, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9495, loss_cls: 0.6442, loss: 0.6442, grad_norm: 4.7272, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.5974, loss/aux0: 0.5974 2020-10-18 20:21:19,233 - mmaction - INFO - Epoch [100][280/792] lr: 3.750e-05, eta: 0:08:22, time: 0.497, data_time: 0.002, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9495, loss_cls: 0.6442, loss: 0.6442, grad_norm: 4.6956, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9483, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-18 20:21:38,740 - mmaction - INFO - Epoch [100][300/792] lr: 3.750e-05, eta: 0:08:03, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9505, loss_cls: 0.6122, loss: 0.6122, grad_norm: 4.5252, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-18 20:21:39,160 - mmaction - INFO - Epoch [100][300/792] lr: 3.750e-05, eta: 0:08:03, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8474, top5_acc: 0.9505, loss_cls: 0.6122, loss: 0.6122, grad_norm: 4.5702, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9496, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-18 20:21:58,659 - mmaction - INFO - Epoch [100][320/792] lr: 3.750e-05, eta: 0:07:43, time: 0.497, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9464, loss_cls: 0.6318, loss: 0.6318, grad_norm: 4.7276, top1_acc/aux0: 0.8342, top5_acc/aux0: 0.9525, loss_cls/aux0: 0.6031, loss/aux0: 0.6031 2020-10-18 20:21:59,082 - mmaction - INFO - Epoch [100][320/792] lr: 3.750e-05, eta: 0:07:43, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9464, loss_cls: 0.6318, loss: 0.6318, grad_norm: 4.7410, top1_acc/aux0: 0.8366, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-18 20:22:18,641 - mmaction - INFO - Epoch [100][340/792] lr: 3.750e-05, eta: 0:07:23, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9516, loss_cls: 0.6025, loss: 0.6025, grad_norm: 4.5892, top1_acc/aux0: 0.8452, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-18 20:22:19,092 - mmaction - INFO - Epoch [100][340/792] lr: 3.750e-05, eta: 0:07:24, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9516, loss_cls: 0.6025, loss: 0.6025, grad_norm: 4.5909, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9517, loss_cls/aux0: 0.5891, loss/aux0: 0.5891 2020-10-18 20:22:38,607 - mmaction - INFO - Epoch [100][360/792] lr: 3.750e-05, eta: 0:07:04, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9505, loss_cls: 0.6454, loss: 0.6454, grad_norm: 4.8368, top1_acc/aux0: 0.8261, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6428, loss/aux0: 0.6428 2020-10-18 20:22:39,012 - mmaction - INFO - Epoch [100][360/792] lr: 3.750e-05, eta: 0:07:04, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9505, loss_cls: 0.6454, loss: 0.6454, grad_norm: 4.8423, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9462, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-18 20:22:58,500 - mmaction - INFO - Epoch [100][380/792] lr: 3.750e-05, eta: 0:06:44, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9464, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.5374, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.5777, loss/aux0: 0.5777 2020-10-18 20:22:58,900 - mmaction - INFO - Epoch [100][380/792] lr: 3.750e-05, eta: 0:06:44, time: 0.499, data_time: 0.001, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9464, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.5408, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9506, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-18 20:23:18,376 - mmaction - INFO - Epoch [100][400/792] lr: 3.750e-05, eta: 0:06:25, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9495, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.5863, top1_acc/aux0: 0.8446, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-18 20:23:18,783 - mmaction - INFO - Epoch [100][400/792] lr: 3.750e-05, eta: 0:06:25, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9495, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.5774, top1_acc/aux0: 0.8454, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5786, loss/aux0: 0.5786 2020-10-18 20:23:38,309 - mmaction - INFO - Epoch [100][420/792] lr: 3.750e-05, eta: 0:06:05, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9516, loss_cls: 0.6041, loss: 0.6041, grad_norm: 4.5945, top1_acc/aux0: 0.8414, top5_acc/aux0: 0.9546, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-18 20:23:38,728 - mmaction - INFO - Epoch [100][420/792] lr: 3.750e-05, eta: 0:06:05, time: 0.499, data_time: 0.003, memory: 8335, top1_acc: 0.8438, top5_acc: 0.9516, loss_cls: 0.6041, loss: 0.6041, grad_norm: 4.6143, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9540, loss_cls/aux0: 0.5896, loss/aux0: 0.5896 2020-10-18 20:23:58,251 - mmaction - INFO - Epoch [100][440/792] lr: 3.750e-05, eta: 0:05:45, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9448, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.5782, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5936, loss/aux0: 0.5936 2020-10-18 20:23:58,663 - mmaction - INFO - Epoch [100][440/792] lr: 3.750e-05, eta: 0:05:45, time: 0.497, data_time: 0.001, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9448, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.5817, top1_acc/aux0: 0.8407, top5_acc/aux0: 0.9515, loss_cls/aux0: 0.5917, loss/aux0: 0.5917 2020-10-18 20:24:18,121 - mmaction - INFO - Epoch [100][460/792] lr: 3.750e-05, eta: 0:05:26, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9521, loss_cls: 0.6073, loss: 0.6073, grad_norm: 4.6943, top1_acc/aux0: 0.8377, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-18 20:24:18,531 - mmaction - INFO - Epoch [100][460/792] lr: 3.750e-05, eta: 0:05:26, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8391, top5_acc: 0.9521, loss_cls: 0.6073, loss: 0.6073, grad_norm: 4.7490, top1_acc/aux0: 0.8353, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-18 20:24:38,039 - mmaction - INFO - Epoch [100][480/792] lr: 3.750e-05, eta: 0:05:06, time: 0.501, data_time: 0.000, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9542, loss_cls: 0.5989, loss: 0.5989, grad_norm: 4.6818, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9491, loss_cls/aux0: 0.6063, loss/aux0: 0.6063 2020-10-18 20:24:38,443 - mmaction - INFO - Epoch [100][480/792] lr: 3.750e-05, eta: 0:05:06, time: 0.500, data_time: 0.002, memory: 8335, top1_acc: 0.8453, top5_acc: 0.9542, loss_cls: 0.5989, loss: 0.5989, grad_norm: 4.6597, top1_acc/aux0: 0.8425, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.5971, loss/aux0: 0.5971 2020-10-18 20:24:57,890 - mmaction - INFO - Epoch [100][500/792] lr: 3.750e-05, eta: 0:04:46, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9495, loss_cls: 0.6506, loss: 0.6506, grad_norm: 4.6772, top1_acc/aux0: 0.8386, top5_acc/aux0: 0.9520, loss_cls/aux0: 0.5974, loss/aux0: 0.5974 2020-10-18 20:24:58,357 - mmaction - INFO - Epoch [100][500/792] lr: 3.750e-05, eta: 0:04:46, time: 0.499, data_time: 0.004, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9495, loss_cls: 0.6506, loss: 0.6506, grad_norm: 4.6303, top1_acc/aux0: 0.8397, top5_acc/aux0: 0.9513, loss_cls/aux0: 0.5968, loss/aux0: 0.5968 2020-10-18 20:25:17,842 - mmaction - INFO - Epoch [100][520/792] lr: 3.750e-05, eta: 0:04:27, time: 0.499, data_time: 0.000, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6392, loss: 0.6392, grad_norm: 4.6248, top1_acc/aux0: 0.8436, top5_acc/aux0: 0.9535, loss_cls/aux0: 0.5752, loss/aux0: 0.5752 2020-10-18 20:25:18,260 - mmaction - INFO - Epoch [100][520/792] lr: 3.750e-05, eta: 0:04:27, time: 0.500, data_time: 0.001, memory: 8335, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6392, loss: 0.6392, grad_norm: 4.6277, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.5797, loss/aux0: 0.5797 2020-10-18 20:25:37,719 - mmaction - INFO - Epoch [100][540/792] lr: 3.750e-05, eta: 0:04:07, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9458, loss_cls: 0.6315, loss: 0.6315, grad_norm: 4.7032, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-18 20:25:38,129 - mmaction - INFO - Epoch [100][540/792] lr: 3.750e-05, eta: 0:04:07, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9458, loss_cls: 0.6315, loss: 0.6315, grad_norm: 4.7129, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-18 20:25:57,622 - mmaction - INFO - Epoch [100][560/792] lr: 3.750e-05, eta: 0:03:47, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9458, loss_cls: 0.6458, loss: 0.6458, grad_norm: 4.5484, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-18 20:25:58,021 - mmaction - INFO - Epoch [100][560/792] lr: 3.750e-05, eta: 0:03:47, time: 0.498, data_time: 0.001, memory: 8335, top1_acc: 0.8469, top5_acc: 0.9458, loss_cls: 0.6458, loss: 0.6458, grad_norm: 4.5870, top1_acc/aux0: 0.8392, top5_acc/aux0: 0.9481, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-18 20:26:17,564 - mmaction - INFO - Epoch [100][580/792] lr: 3.750e-05, eta: 0:03:28, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9437, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.6724, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9530, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-18 20:26:17,971 - mmaction - INFO - Epoch [100][580/792] lr: 3.750e-05, eta: 0:03:28, time: 0.501, data_time: 0.003, memory: 8335, top1_acc: 0.8505, top5_acc: 0.9437, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.6666, top1_acc/aux0: 0.8395, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-18 20:26:37,453 - mmaction - INFO - Epoch [100][600/792] lr: 3.750e-05, eta: 0:03:08, time: 0.495, data_time: 0.000, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9505, loss_cls: 0.6501, loss: 0.6501, grad_norm: 4.7088, top1_acc/aux0: 0.8418, top5_acc/aux0: 0.9514, loss_cls/aux0: 0.5967, loss/aux0: 0.5967 2020-10-18 20:26:37,925 - mmaction - INFO - Epoch [100][600/792] lr: 3.750e-05, eta: 0:03:08, time: 0.500, data_time: 0.004, memory: 8335, top1_acc: 0.8370, top5_acc: 0.9505, loss_cls: 0.6501, loss: 0.6501, grad_norm: 4.7098, top1_acc/aux0: 0.8408, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-18 20:26:57,424 - mmaction - INFO - Epoch [100][620/792] lr: 3.750e-05, eta: 0:02:48, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9542, loss_cls: 0.6312, loss: 0.6312, grad_norm: 4.6611, top1_acc/aux0: 0.8325, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6293, loss/aux0: 0.6293 2020-10-18 20:26:57,831 - mmaction - INFO - Epoch [100][620/792] lr: 3.750e-05, eta: 0:02:48, time: 0.500, data_time: 0.003, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9542, loss_cls: 0.6312, loss: 0.6312, grad_norm: 4.6985, top1_acc/aux0: 0.8332, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-18 20:27:17,392 - mmaction - INFO - Epoch [100][640/792] lr: 3.750e-05, eta: 0:02:29, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9557, loss_cls: 0.5890, loss: 0.5890, grad_norm: 4.6889, top1_acc/aux0: 0.8433, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-18 20:27:17,797 - mmaction - INFO - Epoch [100][640/792] lr: 3.750e-05, eta: 0:02:29, time: 0.499, data_time: 0.002, memory: 8335, top1_acc: 0.8526, top5_acc: 0.9557, loss_cls: 0.5890, loss: 0.5890, grad_norm: 4.6221, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9512, loss_cls/aux0: 0.5961, loss/aux0: 0.5961 2020-10-18 20:27:37,201 - mmaction - INFO - Epoch [100][660/792] lr: 3.750e-05, eta: 0:02:09, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9490, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.6913, top1_acc/aux0: 0.8381, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-18 20:27:37,621 - mmaction - INFO - Epoch [100][660/792] lr: 3.750e-05, eta: 0:02:09, time: 0.495, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9490, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.7310, top1_acc/aux0: 0.8345, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6176, loss/aux0: 0.6176 2020-10-18 20:27:57,254 - mmaction - INFO - Epoch [100][680/792] lr: 3.750e-05, eta: 0:01:50, time: 0.500, data_time: 0.000, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9401, loss_cls: 0.6265, loss: 0.6265, grad_norm: 4.6813, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9473, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-18 20:27:57,659 - mmaction - INFO - Epoch [100][680/792] lr: 3.750e-05, eta: 0:01:50, time: 0.502, data_time: 0.003, memory: 8335, top1_acc: 0.8495, top5_acc: 0.9401, loss_cls: 0.6265, loss: 0.6265, grad_norm: 4.6500, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9470, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-18 20:28:17,054 - mmaction - INFO - Epoch [100][700/792] lr: 3.750e-05, eta: 0:01:30, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9427, loss_cls: 0.6321, loss: 0.6321, grad_norm: 4.5968, top1_acc/aux0: 0.8412, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-18 20:28:17,486 - mmaction - INFO - Epoch [100][700/792] lr: 3.750e-05, eta: 0:01:30, time: 0.496, data_time: 0.003, memory: 8335, top1_acc: 0.8375, top5_acc: 0.9427, loss_cls: 0.6321, loss: 0.6321, grad_norm: 4.6448, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-18 20:28:36,965 - mmaction - INFO - Epoch [100][720/792] lr: 3.750e-05, eta: 0:01:10, time: 0.496, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9385, loss_cls: 0.6614, loss: 0.6614, grad_norm: 4.5856, top1_acc/aux0: 0.8361, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-18 20:28:37,377 - mmaction - INFO - Epoch [100][720/792] lr: 3.750e-05, eta: 0:01:10, time: 0.496, data_time: 0.002, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9385, loss_cls: 0.6614, loss: 0.6614, grad_norm: 4.5884, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6108, loss/aux0: 0.6108 2020-10-18 20:28:56,906 - mmaction - INFO - Epoch [100][740/792] lr: 3.750e-05, eta: 0:00:51, time: 0.502, data_time: 0.000, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9521, loss_cls: 0.6046, loss: 0.6046, grad_norm: 4.6396, top1_acc/aux0: 0.8440, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5828, loss/aux0: 0.5828 2020-10-18 20:28:57,311 - mmaction - INFO - Epoch [100][740/792] lr: 3.750e-05, eta: 0:00:51, time: 0.501, data_time: 0.001, memory: 8335, top1_acc: 0.8490, top5_acc: 0.9521, loss_cls: 0.6046, loss: 0.6046, grad_norm: 4.6216, top1_acc/aux0: 0.8445, top5_acc/aux0: 0.9533, loss_cls/aux0: 0.5833, loss/aux0: 0.5833 2020-10-18 20:29:16,767 - mmaction - INFO - Epoch [100][760/792] lr: 3.750e-05, eta: 0:00:31, time: 0.498, data_time: 0.000, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9417, loss_cls: 0.6602, loss: 0.6602, grad_norm: 4.7900, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9494, loss_cls/aux0: 0.6083, loss/aux0: 0.6083 2020-10-18 20:29:17,170 - mmaction - INFO - Epoch [100][760/792] lr: 3.750e-05, eta: 0:00:31, time: 0.498, data_time: 0.002, memory: 8335, top1_acc: 0.8448, top5_acc: 0.9417, loss_cls: 0.6602, loss: 0.6602, grad_norm: 4.7837, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-18 20:29:36,618 - mmaction - INFO - Epoch [100][780/792] lr: 3.750e-05, eta: 0:00:11, time: 0.494, data_time: 0.000, memory: 8335, top1_acc: 0.8599, top5_acc: 0.9547, loss_cls: 0.5571, loss: 0.5571, grad_norm: 4.4645, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-18 20:29:37,025 - mmaction - INFO - Epoch [100][780/792] lr: 3.750e-05, eta: 0:00:11, time: 0.495, data_time: 0.003, memory: 8335, top1_acc: 0.8599, top5_acc: 0.9547, loss_cls: 0.5571, loss: 0.5571, grad_norm: 4.4537, top1_acc/aux0: 0.8426, top5_acc/aux0: 0.9489, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-18 20:29:49,759 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-10-18 20:31:08,180 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 20:31:08,290 - mmaction - INFO - top1_acc 0.7848 top5_acc 0.9372 2020-10-18 20:31:08,290 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 20:31:08,309 - mmaction - INFO - mean_acc 0.7851 2020-10-18 20:31:08,311 - mmaction - INFO - Epoch(val) [100][792] top1_acc: 0.7848, top5_acc: 0.9372, mean_class_accuracy: 0.7851