2020-10-21 20:30:06,124 - 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+781a67d ------------------------------------------------------------ 2020-10-21 20:30:06,125 - mmaction - INFO - Distributed training: True 2020-10-21 20:30:06,125 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/omniconf/kraw/tsn_8seg_kraw.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' kraw_root = 'omnisource/kinetics_raw/' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_kraw = 'data/omnisource/kraw_200.json' 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_kraw_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='DecordDecode'), 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, 12], workers_per_gpu=2, train=[dict(type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_kinetics_pipeline), dict(type='RawVideoDataset', ann_file=ann_file_kraw, data_prefix=kraw_root, pipeline=train_kraw_pipeline, clipname_tmpl='_part_{}.mp4', sampling_strategy='positive')], 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=0.015, 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_kraw' load_from = None resume_from = None workflow = [('train', 5)] 2020-10-21 20:30:08,244 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-10-21 20:30:30,127 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-197, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/tsn_8seg_kraw 2020-10-21 20:30:30,128 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-10-21 20:34:15,043 - mmaction - INFO - Epoch [1][20/396] lr: 1.500e-02, eta: 13:19:06, time: 1.211, data_time: 0.000, memory: 8337, top1_acc: 0.0320, top5_acc: 0.1151, loss_cls: 5.0730, loss: 5.0730, grad_norm: 2.6646, top1_acc/aux0: 0.0307, top5_acc/aux0: 0.1028, loss_cls/aux0: 5.1046, loss/aux0: 5.1046 2020-10-21 20:34:15,683 - mmaction - INFO - Epoch [1][20/396] lr: 1.500e-02, eta: 1 day, 2:41:40, time: 1.217, data_time: 0.006, memory: 8337, top1_acc: 0.0320, top5_acc: 0.1151, loss_cls: 5.0730, loss: 5.0730, grad_norm: 2.6735, top1_acc/aux0: 0.0344, top5_acc/aux0: 0.1104, loss_cls/aux0: 5.0805, loss/aux0: 5.0805 2020-10-21 20:35:00,660 - mmaction - INFO - Epoch [1][40/396] lr: 1.500e-02, eta: 19:40:32, time: 1.153, data_time: 0.000, memory: 8337, top1_acc: 0.1372, top5_acc: 0.3536, loss_cls: 4.0228, loss: 4.0228, grad_norm: 3.0818, top1_acc/aux0: 0.1260, top5_acc/aux0: 0.3383, loss_cls/aux0: 4.0948, loss/aux0: 4.0948 2020-10-21 20:35:01,281 - mmaction - INFO - Epoch [1][40/396] lr: 1.500e-02, eta: 1 day, 2:01:38, time: 1.156, data_time: 0.003, memory: 8337, top1_acc: 0.1372, top5_acc: 0.3536, loss_cls: 4.0228, loss: 4.0228, grad_norm: 3.0883, top1_acc/aux0: 0.1279, top5_acc/aux0: 0.3458, loss_cls/aux0: 4.0617, loss/aux0: 4.0617 2020-10-21 20:35:44,253 - mmaction - INFO - Epoch [1][60/396] lr: 1.500e-02, eta: 21:17:47, time: 1.080, data_time: 0.000, memory: 8337, top1_acc: 0.2227, top5_acc: 0.5016, loss_cls: 3.4048, loss: 3.4048, grad_norm: 3.2120, top1_acc/aux0: 0.2044, top5_acc/aux0: 0.4638, loss_cls/aux0: 3.5599, loss/aux0: 3.5599 2020-10-21 20:35:45,905 - mmaction - INFO - Epoch [1][60/396] lr: 1.500e-02, eta: 1 day, 1:26:50, time: 1.134, data_time: 0.003, memory: 8337, top1_acc: 0.2227, top5_acc: 0.5016, loss_cls: 3.4048, loss: 3.4048, grad_norm: 3.2243, top1_acc/aux0: 0.2083, top5_acc/aux0: 0.4690, loss_cls/aux0: 3.5326, loss/aux0: 3.5326 2020-10-21 20:36:29,549 - mmaction - INFO - Epoch [1][80/396] lr: 1.500e-02, eta: 22:08:54, time: 1.120, data_time: 0.000, memory: 8337, top1_acc: 0.2839, top5_acc: 0.5687, loss_cls: 3.1029, loss: 3.1029, grad_norm: 3.4141, top1_acc/aux0: 0.2596, top5_acc/aux0: 0.5505, loss_cls/aux0: 3.2016, loss/aux0: 3.2016 2020-10-21 20:36:30,194 - mmaction - INFO - Epoch [1][80/396] lr: 1.500e-02, eta: 1 day, 1:10:50, time: 1.105, data_time: 0.003, memory: 8337, top1_acc: 0.2839, top5_acc: 0.5687, loss_cls: 3.1029, loss: 3.1029, grad_norm: 3.4143, top1_acc/aux0: 0.2643, top5_acc/aux0: 0.5523, loss_cls/aux0: 3.1867, loss/aux0: 3.1867 2020-10-21 20:37:15,982 - mmaction - INFO - Epoch [1][100/396] lr: 1.500e-02, eta: 22:38:52, time: 1.145, data_time: 0.000, memory: 8337, top1_acc: 0.2935, top5_acc: 0.6117, loss_cls: 2.8963, loss: 2.8963, grad_norm: 3.5240, top1_acc/aux0: 0.2919, top5_acc/aux0: 0.5771, loss_cls/aux0: 3.0283, loss/aux0: 3.0283 2020-10-21 20:37:17,630 - mmaction - INFO - Epoch [1][100/396] lr: 1.500e-02, eta: 1 day, 1:16:27, time: 1.197, data_time: 0.002, memory: 8337, top1_acc: 0.2935, top5_acc: 0.6117, loss_cls: 2.8963, loss: 2.8963, grad_norm: 3.5191, top1_acc/aux0: 0.2914, top5_acc/aux0: 0.5799, loss_cls/aux0: 3.0158, loss/aux0: 3.0158 2020-10-21 20:38:02,667 - mmaction - INFO - Epoch [1][120/396] lr: 1.500e-02, eta: 23:11:32, time: 1.171, data_time: 0.000, memory: 8337, top1_acc: 0.3352, top5_acc: 0.6375, loss_cls: 2.7697, loss: 2.7697, grad_norm: 3.6279, top1_acc/aux0: 0.3086, top5_acc/aux0: 0.6052, loss_cls/aux0: 2.9040, loss/aux0: 2.9040 2020-10-21 20:38:03,283 - mmaction - INFO - Epoch [1][120/396] lr: 1.500e-02, eta: 1 day, 1:18:50, time: 1.161, data_time: 0.001, memory: 8337, top1_acc: 0.3352, top5_acc: 0.6375, loss_cls: 2.7697, loss: 2.7697, grad_norm: 3.6255, top1_acc/aux0: 0.3107, top5_acc/aux0: 0.6052, loss_cls/aux0: 2.9004, loss/aux0: 2.9004 2020-10-21 20:38:47,816 - mmaction - INFO - Epoch [1][140/396] lr: 1.500e-02, eta: 23:29:02, time: 1.148, data_time: 0.000, memory: 8337, top1_acc: 0.3740, top5_acc: 0.6622, loss_cls: 2.6446, loss: 2.6446, grad_norm: 3.7068, top1_acc/aux0: 0.3380, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.7635, loss/aux0: 2.7635 2020-10-21 20:38:48,487 - mmaction - INFO - Epoch [1][140/396] lr: 1.500e-02, eta: 1 day, 1:14:54, time: 1.127, data_time: 0.002, memory: 8337, top1_acc: 0.3740, top5_acc: 0.6622, loss_cls: 2.6446, loss: 2.6446, grad_norm: 3.6846, top1_acc/aux0: 0.3417, top5_acc/aux0: 0.6422, loss_cls/aux0: 2.7557, loss/aux0: 2.7557 2020-10-21 20:39:32,914 - mmaction - INFO - Epoch [1][160/396] lr: 1.500e-02, eta: 23:41:42, time: 1.179, data_time: 0.229, memory: 8337, top1_acc: 0.3740, top5_acc: 0.6768, loss_cls: 2.5552, loss: 2.5552, grad_norm: 3.7829, top1_acc/aux0: 0.3456, top5_acc/aux0: 0.6443, loss_cls/aux0: 2.7491, loss/aux0: 2.7491 2020-10-21 20:39:34,343 - mmaction - INFO - Epoch [1][160/396] lr: 1.500e-02, eta: 1 day, 1:16:52, time: 1.158, data_time: 0.237, memory: 8337, top1_acc: 0.3740, top5_acc: 0.6768, loss_cls: 2.5552, loss: 2.5552, grad_norm: 3.7777, top1_acc/aux0: 0.3404, top5_acc/aux0: 0.6417, loss_cls/aux0: 2.7568, loss/aux0: 2.7568 2020-10-21 20:40:19,146 - mmaction - INFO - Epoch [1][180/396] lr: 1.500e-02, eta: 23:47:54, time: 1.100, data_time: 0.401, memory: 8337, top1_acc: 0.3716, top5_acc: 0.6831, loss_cls: 2.5216, loss: 2.5216, grad_norm: 3.8587, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6542, loss_cls/aux0: 2.6213, loss/aux0: 2.6213 2020-10-21 20:40:21,010 - mmaction - INFO - Epoch [1][180/396] lr: 1.500e-02, eta: 1 day, 1:12:45, time: 1.162, data_time: 0.405, memory: 8337, top1_acc: 0.3716, top5_acc: 0.6831, loss_cls: 2.5216, loss: 2.5216, grad_norm: 3.8719, top1_acc/aux0: 0.3729, top5_acc/aux0: 0.6589, loss_cls/aux0: 2.6037, loss/aux0: 2.6037 2020-10-21 20:41:03,013 - mmaction - INFO - Epoch [1][200/396] lr: 1.500e-02, eta: 23:53:41, time: 1.110, data_time: 0.030, memory: 8337, top1_acc: 0.3992, top5_acc: 0.6820, loss_cls: 2.4920, loss: 2.4920, grad_norm: 3.8706, top1_acc/aux0: 0.3732, top5_acc/aux0: 0.6547, loss_cls/aux0: 2.5982, loss/aux0: 2.5982 2020-10-21 20:41:05,691 - mmaction - INFO - Epoch [1][200/396] lr: 1.500e-02, eta: 1 day, 1:08:05, time: 1.133, data_time: 0.032, memory: 8337, top1_acc: 0.3992, top5_acc: 0.6820, loss_cls: 2.4920, loss: 2.4920, grad_norm: 3.8686, top1_acc/aux0: 0.3716, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6068, loss/aux0: 2.6068 2020-10-21 20:41:46,381 - mmaction - INFO - Epoch [1][220/396] lr: 1.500e-02, eta: 23:53:19, time: 1.056, data_time: 0.157, memory: 8337, top1_acc: 0.4078, top5_acc: 0.7104, loss_cls: 2.3639, loss: 2.3639, grad_norm: 3.9396, top1_acc/aux0: 0.3674, top5_acc/aux0: 0.6727, loss_cls/aux0: 2.5837, loss/aux0: 2.5837 2020-10-21 20:41:47,955 - mmaction - INFO - Epoch [1][220/396] lr: 1.500e-02, eta: 1 day, 0:55:18, time: 1.039, data_time: 0.159, memory: 8337, top1_acc: 0.4078, top5_acc: 0.7104, loss_cls: 2.3639, loss: 2.3639, grad_norm: 3.9470, top1_acc/aux0: 0.3682, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.5764, loss/aux0: 2.5764 2020-10-21 20:42:31,465 - mmaction - INFO - Epoch [1][240/396] lr: 1.500e-02, eta: 23:48:46, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.4047, top5_acc: 0.7094, loss_cls: 2.4085, loss: 2.4085, grad_norm: 3.9975, top1_acc/aux0: 0.3839, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5356, loss/aux0: 2.5356 2020-10-21 20:42:33,772 - mmaction - INFO - Epoch [1][240/396] lr: 1.500e-02, eta: 1 day, 0:50:47, time: 1.134, data_time: 0.002, memory: 8337, top1_acc: 0.4047, top5_acc: 0.7094, loss_cls: 2.4085, loss: 2.4085, grad_norm: 3.9971, top1_acc/aux0: 0.3846, top5_acc/aux0: 0.6789, loss_cls/aux0: 2.5325, loss/aux0: 2.5325 2020-10-21 20:43:15,232 - mmaction - INFO - Epoch [1][260/396] lr: 1.500e-02, eta: 23:49:24, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.4073, top5_acc: 0.7091, loss_cls: 2.3813, loss: 2.3813, grad_norm: 4.0362, top1_acc/aux0: 0.3893, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5058, loss/aux0: 2.5058 2020-10-21 20:43:17,114 - mmaction - INFO - Epoch [1][260/396] lr: 1.500e-02, eta: 1 day, 0:44:17, time: 1.088, data_time: 0.002, memory: 8337, top1_acc: 0.4073, top5_acc: 0.7091, loss_cls: 2.3813, loss: 2.3813, grad_norm: 4.0389, top1_acc/aux0: 0.3896, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5062, loss/aux0: 2.5062 2020-10-21 20:43:58,945 - mmaction - INFO - Epoch [1][280/396] lr: 1.500e-02, eta: 23:49:04, time: 1.100, data_time: 0.000, memory: 8337, top1_acc: 0.4120, top5_acc: 0.6997, loss_cls: 2.3862, loss: 2.3862, grad_norm: 4.1123, top1_acc/aux0: 0.3854, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4985, loss/aux0: 2.4985 2020-10-21 20:43:59,560 - mmaction - INFO - Epoch [1][280/396] lr: 1.500e-02, eta: 1 day, 0:37:55, time: 1.044, data_time: 0.002, memory: 8337, top1_acc: 0.4120, top5_acc: 0.6997, loss_cls: 2.3862, loss: 2.3862, grad_norm: 4.1140, top1_acc/aux0: 0.3839, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.5025, loss/aux0: 2.5025 2020-10-21 20:44:44,358 - mmaction - INFO - Epoch [1][300/396] lr: 1.500e-02, eta: 23:49:50, time: 1.171, data_time: 0.000, memory: 8337, top1_acc: 0.4268, top5_acc: 0.7151, loss_cls: 2.3086, loss: 2.3086, grad_norm: 4.0277, top1_acc/aux0: 0.3940, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4655, loss/aux0: 2.4655 2020-10-21 20:44:44,974 - mmaction - INFO - Epoch [1][300/396] lr: 1.500e-02, eta: 1 day, 0:41:01, time: 1.172, data_time: 0.002, memory: 8337, top1_acc: 0.4268, top5_acc: 0.7151, loss_cls: 2.3086, loss: 2.3086, grad_norm: 4.0246, top1_acc/aux0: 0.3935, top5_acc/aux0: 0.6919, loss_cls/aux0: 2.4714, loss/aux0: 2.4714 2020-10-21 20:45:28,307 - mmaction - INFO - Epoch [1][320/396] lr: 1.500e-02, eta: 23:53:17, time: 1.113, data_time: 0.000, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7250, loss_cls: 2.2562, loss: 2.2562, grad_norm: 4.1253, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.4242, loss/aux0: 2.4242 2020-10-21 20:45:28,922 - mmaction - INFO - Epoch [1][320/396] lr: 1.500e-02, eta: 1 day, 0:38:54, time: 1.115, data_time: 0.002, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7250, loss_cls: 2.2562, loss: 2.2562, grad_norm: 4.1391, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4133, loss/aux0: 2.4133 2020-10-21 20:46:11,088 - mmaction - INFO - Epoch [1][340/396] lr: 1.500e-02, eta: 23:51:08, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.4289, top5_acc: 0.7219, loss_cls: 2.3007, loss: 2.3007, grad_norm: 4.1076, top1_acc/aux0: 0.4062, top5_acc/aux0: 0.6937, loss_cls/aux0: 2.4343, loss/aux0: 2.4343 2020-10-21 20:46:12,199 - mmaction - INFO - Epoch [1][340/396] lr: 1.500e-02, eta: 1 day, 0:32:06, time: 1.064, data_time: 0.002, memory: 8337, top1_acc: 0.4289, top5_acc: 0.7219, loss_cls: 2.3007, loss: 2.3007, grad_norm: 4.1112, top1_acc/aux0: 0.4065, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4300, loss/aux0: 2.4300 2020-10-21 20:46:53,312 - mmaction - INFO - Epoch [1][360/396] lr: 1.500e-02, eta: 23:48:47, time: 1.078, data_time: 0.000, memory: 8337, top1_acc: 0.4422, top5_acc: 0.7333, loss_cls: 2.2400, loss: 2.2400, grad_norm: 4.1554, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4162, loss/aux0: 2.4162 2020-10-21 20:46:55,229 - mmaction - INFO - Epoch [1][360/396] lr: 1.500e-02, eta: 1 day, 0:26:00, time: 1.024, data_time: 0.003, memory: 8337, top1_acc: 0.4422, top5_acc: 0.7333, loss_cls: 2.2400, loss: 2.2400, grad_norm: 4.1642, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.4216, loss/aux0: 2.4216 2020-10-21 20:47:37,901 - mmaction - INFO - Epoch [1][380/396] lr: 1.500e-02, eta: 23:45:35, time: 1.089, data_time: 0.000, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7375, loss_cls: 2.1888, loss: 2.1888, grad_norm: 4.1374, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6893, loss_cls/aux0: 2.4191, loss/aux0: 2.4191 2020-10-21 20:47:40,332 - mmaction - INFO - Epoch [1][380/396] lr: 1.500e-02, eta: 1 day, 0:23:36, time: 1.105, data_time: 0.003, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7375, loss_cls: 2.1888, loss: 2.1888, grad_norm: 4.1477, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6893, loss_cls/aux0: 2.4181, loss/aux0: 2.4181 2020-10-21 20:49:26,799 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-10-21 20:52:24,860 - mmaction - INFO - Epoch [2][20/396] lr: 1.500e-02, eta: 22:50:09, time: 1.096, data_time: 0.000, memory: 8337, top1_acc: 0.4721, top5_acc: 0.7549, loss_cls: 2.1117, loss: 2.1117, grad_norm: 4.1387, top1_acc/aux0: 0.4334, top5_acc/aux0: 0.7034, loss_cls/aux0: 2.3217, loss/aux0: 2.3217 2020-10-21 20:52:25,549 - mmaction - INFO - Epoch [2][20/396] lr: 1.500e-02, eta: 23:24:42, time: 1.101, data_time: 0.002, memory: 8337, top1_acc: 0.4721, top5_acc: 0.7549, loss_cls: 2.1117, loss: 2.1117, grad_norm: 4.1304, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3152, loss/aux0: 2.3152 2020-10-21 20:53:07,455 - mmaction - INFO - Epoch [2][40/396] lr: 1.500e-02, eta: 22:52:05, time: 1.085, data_time: 0.000, memory: 8337, top1_acc: 0.4680, top5_acc: 0.7440, loss_cls: 2.1498, loss: 2.1498, grad_norm: 4.1948, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3205, loss/aux0: 2.3205 2020-10-21 20:53:08,084 - mmaction - INFO - Epoch [2][40/396] lr: 1.500e-02, eta: 23:23:36, time: 1.053, data_time: 0.003, memory: 8337, top1_acc: 0.4680, top5_acc: 0.7440, loss_cls: 2.1498, loss: 2.1498, grad_norm: 4.1800, top1_acc/aux0: 0.4349, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3263, loss/aux0: 2.3263 2020-10-21 20:53:50,423 - mmaction - INFO - Epoch [2][60/396] lr: 1.500e-02, eta: 22:51:07, time: 1.041, data_time: 0.001, memory: 8337, top1_acc: 0.4695, top5_acc: 0.7396, loss_cls: 2.1719, loss: 2.1719, grad_norm: 4.2434, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3088, loss/aux0: 2.3088 2020-10-21 20:53:51,047 - mmaction - INFO - Epoch [2][60/396] lr: 1.500e-02, eta: 23:20:56, time: 1.042, data_time: 0.003, memory: 8337, top1_acc: 0.4695, top5_acc: 0.7396, loss_cls: 2.1719, loss: 2.1719, grad_norm: 4.2336, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3066, loss/aux0: 2.3066 2020-10-21 20:54:31,216 - mmaction - INFO - Epoch [2][80/396] lr: 1.500e-02, eta: 22:49:49, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.4805, top5_acc: 0.7581, loss_cls: 2.1092, loss: 2.1092, grad_norm: 4.1917, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2407, loss/aux0: 2.2407 2020-10-21 20:54:32,868 - mmaction - INFO - Epoch [2][80/396] lr: 1.500e-02, eta: 23:17:21, time: 1.005, data_time: 0.003, memory: 8337, top1_acc: 0.4805, top5_acc: 0.7581, loss_cls: 2.1092, loss: 2.1092, grad_norm: 4.2064, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2484, loss/aux0: 2.2484 2020-10-21 20:55:16,142 - mmaction - INFO - Epoch [2][100/396] lr: 1.500e-02, eta: 22:49:51, time: 1.124, data_time: 0.002, memory: 8337, top1_acc: 0.4849, top5_acc: 0.7404, loss_cls: 2.1266, loss: 2.1266, grad_norm: 4.2489, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2427, loss/aux0: 2.2427 2020-10-21 20:55:16,751 - mmaction - INFO - Epoch [2][100/396] lr: 1.500e-02, eta: 23:19:26, time: 1.126, data_time: 0.004, memory: 8337, top1_acc: 0.4849, top5_acc: 0.7404, loss_cls: 2.1266, loss: 2.1266, grad_norm: 4.2414, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2419, loss/aux0: 2.2419 2020-10-21 20:55:57,345 - mmaction - INFO - Epoch [2][120/396] lr: 1.500e-02, eta: 22:51:07, time: 1.054, data_time: 0.000, memory: 8337, top1_acc: 0.4732, top5_acc: 0.7542, loss_cls: 2.1318, loss: 2.1318, grad_norm: 4.2535, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2716, loss/aux0: 2.2716 2020-10-21 20:55:57,966 - mmaction - INFO - Epoch [2][120/396] lr: 1.500e-02, eta: 23:17:47, time: 1.056, data_time: 0.002, memory: 8337, top1_acc: 0.4732, top5_acc: 0.7542, loss_cls: 2.1318, loss: 2.1318, grad_norm: 4.2302, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2648, loss/aux0: 2.2648 2020-10-21 20:56:40,062 - mmaction - INFO - Epoch [2][140/396] lr: 1.500e-02, eta: 22:50:37, time: 1.057, data_time: 0.000, memory: 8337, top1_acc: 0.4755, top5_acc: 0.7552, loss_cls: 2.0933, loss: 2.0933, grad_norm: 4.3259, top1_acc/aux0: 0.4328, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2871, loss/aux0: 2.2871 2020-10-21 20:56:40,766 - mmaction - INFO - Epoch [2][140/396] lr: 1.500e-02, eta: 23:16:22, time: 1.060, data_time: 0.003, memory: 8337, top1_acc: 0.4755, top5_acc: 0.7552, loss_cls: 2.0933, loss: 2.0933, grad_norm: 4.3268, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2830, loss/aux0: 2.2830 2020-10-21 20:57:22,584 - mmaction - INFO - Epoch [2][160/396] lr: 1.500e-02, eta: 22:49:40, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.4831, top5_acc: 0.7458, loss_cls: 2.1112, loss: 2.1112, grad_norm: 4.2536, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2753, loss/aux0: 2.2753 2020-10-21 20:57:23,193 - mmaction - INFO - Epoch [2][160/396] lr: 1.500e-02, eta: 23:13:46, time: 1.030, data_time: 0.003, memory: 8337, top1_acc: 0.4831, top5_acc: 0.7458, loss_cls: 2.1112, loss: 2.1112, grad_norm: 4.2411, top1_acc/aux0: 0.4310, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.2822, loss/aux0: 2.2822 2020-10-21 20:58:05,456 - mmaction - INFO - Epoch [2][180/396] lr: 1.500e-02, eta: 22:48:44, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7641, loss_cls: 2.0392, loss: 2.0392, grad_norm: 4.2708, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2427, loss/aux0: 2.2427 2020-10-21 20:58:07,011 - mmaction - INFO - Epoch [2][180/396] lr: 1.500e-02, eta: 23:13:56, time: 1.116, data_time: 0.004, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7641, loss_cls: 2.0392, loss: 2.0392, grad_norm: 4.2621, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2387, loss/aux0: 2.2387 2020-10-21 20:58:48,241 - mmaction - INFO - Epoch [2][200/396] lr: 1.500e-02, eta: 22:50:46, time: 1.114, data_time: 0.000, memory: 8337, top1_acc: 0.4818, top5_acc: 0.7576, loss_cls: 2.0827, loss: 2.0827, grad_norm: 4.2491, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2351, loss/aux0: 2.2351 2020-10-21 20:58:48,857 - mmaction - INFO - Epoch [2][200/396] lr: 1.500e-02, eta: 23:13:55, time: 1.062, data_time: 0.002, memory: 8337, top1_acc: 0.4818, top5_acc: 0.7576, loss_cls: 2.0827, loss: 2.0827, grad_norm: 4.2619, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2324, loss/aux0: 2.2324 2020-10-21 20:59:30,255 - mmaction - INFO - Epoch [2][220/396] lr: 1.500e-02, eta: 22:51:03, time: 1.094, data_time: 0.000, memory: 8337, top1_acc: 0.4911, top5_acc: 0.7643, loss_cls: 2.0402, loss: 2.0402, grad_norm: 4.1721, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1652, loss/aux0: 2.1652 2020-10-21 20:59:30,885 - mmaction - INFO - Epoch [2][220/396] lr: 1.500e-02, eta: 23:12:56, time: 1.037, data_time: 0.003, memory: 8337, top1_acc: 0.4911, top5_acc: 0.7643, loss_cls: 2.0402, loss: 2.0402, grad_norm: 4.1905, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1608, loss/aux0: 2.1608 2020-10-21 21:00:18,615 - mmaction - INFO - Epoch [2][240/396] lr: 1.500e-02, eta: 22:57:00, time: 1.398, data_time: 0.007, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7539, loss_cls: 2.0708, loss: 2.0708, grad_norm: 4.2951, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1646, loss/aux0: 2.1646 2020-10-21 21:00:19,339 - mmaction - INFO - Epoch [2][240/396] lr: 1.500e-02, eta: 23:24:39, time: 1.354, data_time: 0.019, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7539, loss_cls: 2.0708, loss: 2.0708, grad_norm: 4.2891, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1700, loss/aux0: 2.1700 2020-10-21 21:01:02,618 - mmaction - INFO - Epoch [2][260/396] lr: 1.500e-02, eta: 23:03:31, time: 1.132, data_time: 0.000, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7646, loss_cls: 2.0092, loss: 2.0092, grad_norm: 4.2164, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1261, loss/aux0: 2.1261 2020-10-21 21:01:03,674 - mmaction - INFO - Epoch [2][260/396] lr: 1.500e-02, eta: 23:26:24, time: 1.156, data_time: 0.004, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7646, loss_cls: 2.0092, loss: 2.0092, grad_norm: 4.2105, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1211, loss/aux0: 2.1211 2020-10-21 21:01:46,328 - mmaction - INFO - Epoch [2][280/396] lr: 1.500e-02, eta: 23:04:13, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.4987, top5_acc: 0.7568, loss_cls: 2.0729, loss: 2.0729, grad_norm: 4.3524, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1697, loss/aux0: 2.1697 2020-10-21 21:01:46,989 - mmaction - INFO - Epoch [2][280/396] lr: 1.500e-02, eta: 23:24:25, time: 1.052, data_time: 0.003, memory: 8337, top1_acc: 0.4987, top5_acc: 0.7568, loss_cls: 2.0729, loss: 2.0729, grad_norm: 4.3298, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.1750, loss/aux0: 2.1750 2020-10-21 21:02:29,363 - mmaction - INFO - Epoch [2][300/396] lr: 1.500e-02, eta: 23:02:53, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.5065, top5_acc: 0.7755, loss_cls: 1.9910, loss: 1.9910, grad_norm: 4.2416, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1955, loss/aux0: 2.1955 2020-10-21 21:02:31,617 - mmaction - INFO - Epoch [2][300/396] lr: 1.500e-02, eta: 23:23:58, time: 1.132, data_time: 0.003, memory: 8337, top1_acc: 0.5065, top5_acc: 0.7755, loss_cls: 1.9910, loss: 1.9910, grad_norm: 4.2497, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.2026, loss/aux0: 2.2026 2020-10-21 21:03:12,375 - mmaction - INFO - Epoch [2][320/396] lr: 1.500e-02, eta: 23:02:58, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7648, loss_cls: 2.0132, loss: 2.0132, grad_norm: 4.2724, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1888, loss/aux0: 2.1888 2020-10-21 21:03:14,016 - mmaction - INFO - Epoch [2][320/396] lr: 1.500e-02, eta: 23:20:41, time: 0.979, data_time: 0.003, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7648, loss_cls: 2.0132, loss: 2.0132, grad_norm: 4.2918, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.1966, loss/aux0: 2.1966 2020-10-21 21:03:54,038 - mmaction - INFO - Epoch [2][340/396] lr: 1.500e-02, eta: 23:00:50, time: 1.074, data_time: 0.000, memory: 8337, top1_acc: 0.4977, top5_acc: 0.7734, loss_cls: 2.0014, loss: 2.0014, grad_norm: 4.2819, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1886, loss/aux0: 2.1886 2020-10-21 21:03:55,850 - mmaction - INFO - Epoch [2][340/396] lr: 1.500e-02, eta: 23:19:26, time: 1.057, data_time: 0.002, memory: 8337, top1_acc: 0.4977, top5_acc: 0.7734, loss_cls: 2.0014, loss: 2.0014, grad_norm: 4.3069, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1726, loss/aux0: 2.1726 2020-10-21 21:04:37,442 - mmaction - INFO - Epoch [2][360/396] lr: 1.500e-02, eta: 23:00:46, time: 1.113, data_time: 0.003, memory: 8337, top1_acc: 0.4935, top5_acc: 0.7664, loss_cls: 2.0336, loss: 2.0336, grad_norm: 4.3061, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1517, loss/aux0: 2.1517 2020-10-21 21:04:39,764 - mmaction - INFO - Epoch [2][360/396] lr: 1.500e-02, eta: 23:19:47, time: 1.110, data_time: 0.013, memory: 8337, top1_acc: 0.4935, top5_acc: 0.7664, loss_cls: 2.0336, loss: 2.0336, grad_norm: 4.3110, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1609, loss/aux0: 2.1609 2020-10-21 21:05:19,210 - mmaction - INFO - Epoch [2][380/396] lr: 1.500e-02, eta: 23:00:27, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.4982, top5_acc: 0.7604, loss_cls: 2.0287, loss: 2.0287, grad_norm: 4.3889, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1889, loss/aux0: 2.1889 2020-10-21 21:05:21,605 - mmaction - INFO - Epoch [2][380/396] lr: 1.500e-02, eta: 23:17:33, time: 1.026, data_time: 0.002, memory: 8337, top1_acc: 0.4982, top5_acc: 0.7604, loss_cls: 2.0287, loss: 2.0287, grad_norm: 4.3881, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1815, loss/aux0: 2.1815 2020-10-21 21:07:22,863 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-10-21 21:10:32,287 - mmaction - INFO - Epoch [3][20/396] lr: 1.500e-02, eta: 22:31:24, time: 1.070, data_time: 0.000, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7740, loss_cls: 1.9595, loss: 1.9595, grad_norm: 4.2482, top1_acc/aux0: 0.4655, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1240, loss/aux0: 2.1240 2020-10-21 21:10:33,410 - mmaction - INFO - Epoch [3][20/396] lr: 1.500e-02, eta: 22:48:51, time: 1.096, data_time: 0.002, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7740, loss_cls: 1.9595, loss: 1.9595, grad_norm: 4.2452, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1374, loss/aux0: 2.1374 2020-10-21 21:11:15,215 - mmaction - INFO - Epoch [3][40/396] lr: 1.500e-02, eta: 22:30:46, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7875, loss_cls: 1.8580, loss: 1.8580, grad_norm: 4.1937, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0299, loss/aux0: 2.0299 2020-10-21 21:11:15,852 - mmaction - INFO - Epoch [3][40/396] lr: 1.500e-02, eta: 22:46:17, time: 1.000, data_time: 0.002, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7875, loss_cls: 1.8580, loss: 1.8580, grad_norm: 4.2232, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0113, loss/aux0: 2.0113 2020-10-21 21:11:57,508 - mmaction - INFO - Epoch [3][60/396] lr: 1.500e-02, eta: 22:29:01, time: 1.021, data_time: 0.048, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7740, loss_cls: 1.9393, loss: 1.9393, grad_norm: 4.3675, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1038, loss/aux0: 2.1038 2020-10-21 21:11:58,170 - mmaction - INFO - Epoch [3][60/396] lr: 1.500e-02, eta: 22:44:32, time: 1.024, data_time: 0.051, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7740, loss_cls: 1.9393, loss: 1.9393, grad_norm: 4.3692, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1107, loss/aux0: 2.1107 2020-10-21 21:12:38,901 - mmaction - INFO - Epoch [3][80/396] lr: 1.500e-02, eta: 22:28:32, time: 1.079, data_time: 0.312, memory: 8337, top1_acc: 0.5049, top5_acc: 0.7714, loss_cls: 1.9569, loss: 1.9569, grad_norm: 4.3483, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1217, loss/aux0: 2.1217 2020-10-21 21:12:39,997 - mmaction - INFO - Epoch [3][80/396] lr: 1.500e-02, eta: 22:44:34, time: 1.084, data_time: 0.314, memory: 8337, top1_acc: 0.5049, top5_acc: 0.7714, loss_cls: 1.9569, loss: 1.9569, grad_norm: 4.3331, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1116, loss/aux0: 2.1116 2020-10-21 21:13:21,915 - mmaction - INFO - Epoch [3][100/396] lr: 1.500e-02, eta: 22:29:48, time: 1.141, data_time: 0.348, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7966, loss_cls: 1.8696, loss: 1.8696, grad_norm: 4.2990, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0953, loss/aux0: 2.0953 2020-10-21 21:13:22,586 - mmaction - INFO - Epoch [3][100/396] lr: 1.500e-02, eta: 22:46:22, time: 1.145, data_time: 0.351, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7966, loss_cls: 1.8696, loss: 1.8696, grad_norm: 4.3085, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1135, loss/aux0: 2.1135 2020-10-21 21:14:05,599 - mmaction - INFO - Epoch [3][120/396] lr: 1.500e-02, eta: 22:30:34, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.5161, top5_acc: 0.7854, loss_cls: 1.9014, loss: 1.9014, grad_norm: 4.2182, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0765, loss/aux0: 2.0765 2020-10-21 21:14:06,230 - mmaction - INFO - Epoch [3][120/396] lr: 1.500e-02, eta: 22:45:27, time: 1.052, data_time: 0.003, memory: 8337, top1_acc: 0.5161, top5_acc: 0.7854, loss_cls: 1.9014, loss: 1.9014, grad_norm: 4.2230, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0669, loss/aux0: 2.0669 2020-10-21 21:14:48,142 - mmaction - INFO - Epoch [3][140/396] lr: 1.500e-02, eta: 22:29:54, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.5172, top5_acc: 0.7818, loss_cls: 1.9121, loss: 1.9121, grad_norm: 4.2751, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0998, loss/aux0: 2.0998 2020-10-21 21:14:48,759 - mmaction - INFO - Epoch [3][140/396] lr: 1.500e-02, eta: 22:44:22, time: 1.046, data_time: 0.003, memory: 8337, top1_acc: 0.5172, top5_acc: 0.7818, loss_cls: 1.9121, loss: 1.9121, grad_norm: 4.2789, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0957, loss/aux0: 2.0957 2020-10-21 21:15:31,424 - mmaction - INFO - Epoch [3][160/396] lr: 1.500e-02, eta: 22:29:44, time: 1.087, data_time: 0.000, memory: 8337, top1_acc: 0.5109, top5_acc: 0.7732, loss_cls: 1.9618, loss: 1.9618, grad_norm: 4.2993, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0538, loss/aux0: 2.0538 2020-10-21 21:15:32,032 - mmaction - INFO - Epoch [3][160/396] lr: 1.500e-02, eta: 22:44:26, time: 1.087, data_time: 0.002, memory: 8337, top1_acc: 0.5109, top5_acc: 0.7732, loss_cls: 1.9618, loss: 1.9618, grad_norm: 4.2942, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0637, loss/aux0: 2.0637 2020-10-21 21:16:11,029 - mmaction - INFO - Epoch [3][180/396] lr: 1.500e-02, eta: 22:28:38, time: 0.978, data_time: 0.038, memory: 8337, top1_acc: 0.5107, top5_acc: 0.7807, loss_cls: 1.9680, loss: 1.9680, grad_norm: 4.3451, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0993, loss/aux0: 2.0993 2020-10-21 21:16:12,748 - mmaction - INFO - Epoch [3][180/396] lr: 1.500e-02, eta: 22:42:19, time: 1.033, data_time: 0.040, memory: 8337, top1_acc: 0.5107, top5_acc: 0.7807, loss_cls: 1.9680, loss: 1.9680, grad_norm: 4.3559, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0957, loss/aux0: 2.0957 2020-10-21 21:16:54,054 - mmaction - INFO - Epoch [3][200/396] lr: 1.500e-02, eta: 22:27:06, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7810, loss_cls: 1.8974, loss: 1.8974, grad_norm: 4.3556, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0512, loss/aux0: 2.0512 2020-10-21 21:16:55,217 - mmaction - INFO - Epoch [3][200/396] lr: 1.500e-02, eta: 22:40:23, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7810, loss_cls: 1.8974, loss: 1.8974, grad_norm: 4.3281, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0486, loss/aux0: 2.0486 2020-10-21 21:17:37,489 - mmaction - INFO - Epoch [3][220/396] lr: 1.500e-02, eta: 22:25:48, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.8496, loss: 1.8496, grad_norm: 4.1953, top1_acc/aux0: 0.4906, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0229, loss/aux0: 2.0229 2020-10-21 21:17:38,304 - mmaction - INFO - Epoch [3][220/396] lr: 1.500e-02, eta: 22:38:56, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.8496, loss: 1.8496, grad_norm: 4.1994, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0189, loss/aux0: 2.0189 2020-10-21 21:18:19,318 - mmaction - INFO - Epoch [3][240/396] lr: 1.500e-02, eta: 22:25:19, time: 1.077, data_time: 0.000, memory: 8337, top1_acc: 0.5266, top5_acc: 0.7857, loss_cls: 1.9070, loss: 1.9070, grad_norm: 4.4410, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0849, loss/aux0: 2.0849 2020-10-21 21:18:20,725 - mmaction - INFO - Epoch [3][240/396] lr: 1.500e-02, eta: 22:38:37, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.5266, top5_acc: 0.7857, loss_cls: 1.9070, loss: 1.9070, grad_norm: 4.4446, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0838, loss/aux0: 2.0838 2020-10-21 21:19:00,846 - mmaction - INFO - Epoch [3][260/396] lr: 1.500e-02, eta: 22:24:49, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.5227, top5_acc: 0.7815, loss_cls: 1.9146, loss: 1.9146, grad_norm: 4.2580, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0618, loss/aux0: 2.0618 2020-10-21 21:19:03,238 - mmaction - INFO - Epoch [3][260/396] lr: 1.500e-02, eta: 22:37:32, time: 1.041, data_time: 0.004, memory: 8337, top1_acc: 0.5227, top5_acc: 0.7815, loss_cls: 1.9146, loss: 1.9146, grad_norm: 4.2761, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0662, loss/aux0: 2.0662 2020-10-21 21:19:42,497 - mmaction - INFO - Epoch [3][280/396] lr: 1.500e-02, eta: 22:23:40, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7786, loss_cls: 1.8903, loss: 1.8903, grad_norm: 4.3069, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0179, loss/aux0: 2.0179 2020-10-21 21:19:44,915 - mmaction - INFO - Epoch [3][280/396] lr: 1.500e-02, eta: 22:35:23, time: 0.978, data_time: 0.002, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7786, loss_cls: 1.8903, loss: 1.8903, grad_norm: 4.3365, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0255, loss/aux0: 2.0255 2020-10-21 21:20:25,885 - mmaction - INFO - Epoch [3][300/396] lr: 1.500e-02, eta: 22:22:55, time: 1.109, data_time: 0.000, memory: 8337, top1_acc: 0.5245, top5_acc: 0.7802, loss_cls: 1.9330, loss: 1.9330, grad_norm: 4.2510, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0309, loss/aux0: 2.0309 2020-10-21 21:20:27,701 - mmaction - INFO - Epoch [3][300/396] lr: 1.500e-02, eta: 22:35:31, time: 1.073, data_time: 0.003, memory: 8337, top1_acc: 0.5245, top5_acc: 0.7802, loss_cls: 1.9330, loss: 1.9330, grad_norm: 4.2568, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0236, loss/aux0: 2.0236 2020-10-21 21:21:09,515 - mmaction - INFO - Epoch [3][320/396] lr: 1.500e-02, eta: 22:23:09, time: 1.101, data_time: 0.000, memory: 8337, top1_acc: 0.5268, top5_acc: 0.7846, loss_cls: 1.8935, loss: 1.8935, grad_norm: 4.1756, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0237, loss/aux0: 2.0237 2020-10-21 21:21:12,103 - mmaction - INFO - Epoch [3][320/396] lr: 1.500e-02, eta: 22:35:57, time: 1.110, data_time: 0.002, memory: 8337, top1_acc: 0.5268, top5_acc: 0.7846, loss_cls: 1.8935, loss: 1.8935, grad_norm: 4.1940, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0174, loss/aux0: 2.0174 2020-10-21 21:21:53,792 - mmaction - INFO - Epoch [3][340/396] lr: 1.500e-02, eta: 22:24:17, time: 1.146, data_time: 0.000, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7802, loss_cls: 1.8997, loss: 1.8997, grad_norm: 4.2914, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0195, loss/aux0: 2.0195 2020-10-21 21:21:54,421 - mmaction - INFO - Epoch [3][340/396] lr: 1.500e-02, eta: 22:36:54, time: 1.115, data_time: 0.002, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7802, loss_cls: 1.8997, loss: 1.8997, grad_norm: 4.2826, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0112, loss/aux0: 2.0112 2020-10-21 21:22:37,218 - mmaction - INFO - Epoch [3][360/396] lr: 1.500e-02, eta: 22:24:46, time: 1.088, data_time: 0.000, memory: 8337, top1_acc: 0.5185, top5_acc: 0.7891, loss_cls: 1.8977, loss: 1.8977, grad_norm: 4.4667, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0637, loss/aux0: 2.0637 2020-10-21 21:22:37,838 - mmaction - INFO - Epoch [3][360/396] lr: 1.500e-02, eta: 22:36:53, time: 1.090, data_time: 0.003, memory: 8337, top1_acc: 0.5185, top5_acc: 0.7891, loss_cls: 1.8977, loss: 1.8977, grad_norm: 4.4658, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0739, loss/aux0: 2.0739 2020-10-21 21:23:21,112 - mmaction - INFO - Epoch [3][380/396] lr: 1.500e-02, eta: 22:25:31, time: 1.142, data_time: 0.000, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7885, loss_cls: 1.8727, loss: 1.8727, grad_norm: 4.3022, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0384, loss/aux0: 2.0384 2020-10-21 21:23:21,779 - mmaction - INFO - Epoch [3][380/396] lr: 1.500e-02, eta: 22:38:02, time: 1.145, data_time: 0.003, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7885, loss_cls: 1.8727, loss: 1.8727, grad_norm: 4.3185, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0448, loss/aux0: 2.0448 2020-10-21 21:25:08,322 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-10-21 21:28:06,941 - mmaction - INFO - Epoch [4][20/396] lr: 1.500e-02, eta: 22:08:26, time: 1.144, data_time: 0.034, memory: 8337, top1_acc: 0.5378, top5_acc: 0.7932, loss_cls: 1.8361, loss: 1.8361, grad_norm: 4.2198, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7717, loss_cls/aux0: 1.9754, loss/aux0: 1.9754 2020-10-21 21:28:07,563 - mmaction - INFO - Epoch [4][20/396] lr: 1.500e-02, eta: 22:20:35, time: 1.146, data_time: 0.036, memory: 8337, top1_acc: 0.5378, top5_acc: 0.7932, loss_cls: 1.8361, loss: 1.8361, grad_norm: 4.2165, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9627, loss/aux0: 1.9627 2020-10-21 21:28:50,666 - mmaction - INFO - Epoch [4][40/396] lr: 1.500e-02, eta: 22:09:28, time: 1.095, data_time: 0.000, memory: 8337, top1_acc: 0.5409, top5_acc: 0.7984, loss_cls: 1.8454, loss: 1.8454, grad_norm: 4.3256, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9917, loss/aux0: 1.9917 2020-10-21 21:28:51,310 - mmaction - INFO - Epoch [4][40/396] lr: 1.500e-02, eta: 22:20:52, time: 1.095, data_time: 0.002, memory: 8337, top1_acc: 0.5409, top5_acc: 0.7984, loss_cls: 1.8454, loss: 1.8454, grad_norm: 4.3291, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0090, loss/aux0: 2.0090 2020-10-21 21:29:32,252 - mmaction - INFO - Epoch [4][60/396] lr: 1.500e-02, eta: 22:09:51, time: 1.088, data_time: 0.000, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7982, loss_cls: 1.8260, loss: 1.8260, grad_norm: 4.3510, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9991, loss/aux0: 1.9991 2020-10-21 21:29:33,194 - mmaction - INFO - Epoch [4][60/396] lr: 1.500e-02, eta: 22:21:03, time: 1.094, data_time: 0.006, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7982, loss_cls: 1.8260, loss: 1.8260, grad_norm: 4.3036, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9835, loss/aux0: 1.9835 2020-10-21 21:30:13,345 - mmaction - INFO - Epoch [4][80/396] lr: 1.500e-02, eta: 22:08:56, time: 0.965, data_time: 0.015, memory: 8337, top1_acc: 0.5359, top5_acc: 0.7966, loss_cls: 1.8345, loss: 1.8345, grad_norm: 4.2901, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0081, loss/aux0: 2.0081 2020-10-21 21:30:15,511 - mmaction - INFO - Epoch [4][80/396] lr: 1.500e-02, eta: 22:19:27, time: 1.044, data_time: 0.018, memory: 8337, top1_acc: 0.5359, top5_acc: 0.7966, loss_cls: 1.8345, loss: 1.8345, grad_norm: 4.3074, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0180, loss/aux0: 2.0180 2020-10-21 21:30:56,166 - mmaction - INFO - Epoch [4][100/396] lr: 1.500e-02, eta: 22:08:20, time: 1.046, data_time: 0.054, memory: 8337, top1_acc: 0.5367, top5_acc: 0.7951, loss_cls: 1.8624, loss: 1.8624, grad_norm: 4.2908, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0062, loss/aux0: 2.0062 2020-10-21 21:30:58,672 - mmaction - INFO - Epoch [4][100/396] lr: 1.500e-02, eta: 22:19:22, time: 1.112, data_time: 0.057, memory: 8337, top1_acc: 0.5367, top5_acc: 0.7951, loss_cls: 1.8624, loss: 1.8624, grad_norm: 4.2830, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0000, loss/aux0: 2.0000 2020-10-21 21:31:39,624 - mmaction - INFO - Epoch [4][120/396] lr: 1.500e-02, eta: 22:09:12, time: 1.128, data_time: 0.000, memory: 8337, top1_acc: 0.5372, top5_acc: 0.7898, loss_cls: 1.8356, loss: 1.8356, grad_norm: 4.2694, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0022, loss/aux0: 2.0022 2020-10-21 21:31:42,647 - mmaction - INFO - Epoch [4][120/396] lr: 1.500e-02, eta: 22:20:32, time: 1.161, data_time: 0.002, memory: 8337, top1_acc: 0.5372, top5_acc: 0.7898, loss_cls: 1.8356, loss: 1.8356, grad_norm: 4.2907, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0139, loss/aux0: 2.0139 2020-10-21 21:32:21,521 - mmaction - INFO - Epoch [4][140/396] lr: 1.500e-02, eta: 22:09:55, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7867, loss_cls: 1.8337, loss: 1.8337, grad_norm: 4.2926, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9320, loss/aux0: 1.9320 2020-10-21 21:32:24,132 - mmaction - INFO - Epoch [4][140/396] lr: 1.500e-02, eta: 22:20:27, time: 1.096, data_time: 0.002, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7867, loss_cls: 1.8337, loss: 1.8337, grad_norm: 4.2956, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9303, loss/aux0: 1.9303 2020-10-21 21:33:05,361 - mmaction - INFO - Epoch [4][160/396] lr: 1.500e-02, eta: 22:09:57, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.5305, top5_acc: 0.7969, loss_cls: 1.8415, loss: 1.8415, grad_norm: 4.3305, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9945, loss/aux0: 1.9945 2020-10-21 21:33:07,966 - mmaction - INFO - Epoch [4][160/396] lr: 1.500e-02, eta: 22:19:58, time: 1.059, data_time: 0.001, memory: 8337, top1_acc: 0.5305, top5_acc: 0.7969, loss_cls: 1.8415, loss: 1.8415, grad_norm: 4.3371, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9923, loss/aux0: 1.9923 2020-10-21 21:33:48,472 - mmaction - INFO - Epoch [4][180/396] lr: 1.500e-02, eta: 22:09:44, time: 1.078, data_time: 0.000, memory: 8337, top1_acc: 0.5331, top5_acc: 0.7836, loss_cls: 1.8613, loss: 1.8613, grad_norm: 4.2277, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9771, loss/aux0: 1.9771 2020-10-21 21:33:50,140 - mmaction - INFO - Epoch [4][180/396] lr: 1.500e-02, eta: 22:19:19, time: 1.029, data_time: 0.003, memory: 8337, top1_acc: 0.5331, top5_acc: 0.7836, loss_cls: 1.8613, loss: 1.8613, grad_norm: 4.2037, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9620, loss/aux0: 1.9620 2020-10-21 21:34:32,590 - mmaction - INFO - Epoch [4][200/396] lr: 1.500e-02, eta: 22:09:32, time: 1.112, data_time: 0.000, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7997, loss_cls: 1.8030, loss: 1.8030, grad_norm: 4.4157, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7630, loss_cls/aux0: 1.9883, loss/aux0: 1.9883 2020-10-21 21:34:33,251 - mmaction - INFO - Epoch [4][200/396] lr: 1.500e-02, eta: 22:19:19, time: 1.067, data_time: 0.003, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7997, loss_cls: 1.8030, loss: 1.8030, grad_norm: 4.3949, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0008, loss/aux0: 2.0008 2020-10-21 21:35:13,276 - mmaction - INFO - Epoch [4][220/396] lr: 1.500e-02, eta: 22:09:00, time: 1.038, data_time: 0.137, memory: 8337, top1_acc: 0.5464, top5_acc: 0.7885, loss_cls: 1.8248, loss: 1.8248, grad_norm: 4.2504, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9439, loss/aux0: 1.9439 2020-10-21 21:35:14,611 - mmaction - INFO - Epoch [4][220/396] lr: 1.500e-02, eta: 22:18:42, time: 1.074, data_time: 0.175, memory: 8337, top1_acc: 0.5464, top5_acc: 0.7885, loss_cls: 1.8248, loss: 1.8248, grad_norm: 4.2444, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.9421, loss/aux0: 1.9421 2020-10-21 21:35:55,450 - mmaction - INFO - Epoch [4][240/396] lr: 1.500e-02, eta: 22:08:25, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.5461, top5_acc: 0.8005, loss_cls: 1.8043, loss: 1.8043, grad_norm: 4.2819, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9464, loss/aux0: 1.9464 2020-10-21 21:35:56,539 - mmaction - INFO - Epoch [4][240/396] lr: 1.500e-02, eta: 22:17:48, time: 1.053, data_time: 0.002, memory: 8337, top1_acc: 0.5461, top5_acc: 0.8005, loss_cls: 1.8043, loss: 1.8043, grad_norm: 4.2694, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9438, loss/aux0: 1.9438 2020-10-21 21:36:37,493 - mmaction - INFO - Epoch [4][260/396] lr: 1.500e-02, eta: 22:08:10, time: 1.087, data_time: 0.000, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7932, loss_cls: 1.8212, loss: 1.8212, grad_norm: 4.3975, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0034, loss/aux0: 2.0034 2020-10-21 21:36:38,244 - mmaction - INFO - Epoch [4][260/396] lr: 1.500e-02, eta: 22:17:44, time: 1.089, data_time: 0.002, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7932, loss_cls: 1.8212, loss: 1.8212, grad_norm: 4.3701, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0061, loss/aux0: 2.0061 2020-10-21 21:37:20,816 - mmaction - INFO - Epoch [4][280/396] lr: 1.500e-02, eta: 22:07:53, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.5453, top5_acc: 0.7971, loss_cls: 1.8233, loss: 1.8233, grad_norm: 4.2841, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9708, loss/aux0: 1.9708 2020-10-21 21:37:21,432 - mmaction - INFO - Epoch [4][280/396] lr: 1.500e-02, eta: 22:16:57, time: 1.046, data_time: 0.002, memory: 8337, top1_acc: 0.5453, top5_acc: 0.7971, loss_cls: 1.8233, loss: 1.8233, grad_norm: 4.2908, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9664, loss/aux0: 1.9664 2020-10-21 21:38:02,818 - mmaction - INFO - Epoch [4][300/396] lr: 1.500e-02, eta: 22:07:12, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.5497, top5_acc: 0.8034, loss_cls: 1.7710, loss: 1.7710, grad_norm: 4.1877, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9384, loss/aux0: 1.9384 2020-10-21 21:38:03,508 - mmaction - INFO - Epoch [4][300/396] lr: 1.500e-02, eta: 22:16:10, time: 1.050, data_time: 0.004, memory: 8337, top1_acc: 0.5497, top5_acc: 0.8034, loss_cls: 1.7710, loss: 1.7710, grad_norm: 4.2204, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9589, loss/aux0: 1.9589 2020-10-21 21:38:44,001 - mmaction - INFO - Epoch [4][320/396] lr: 1.500e-02, eta: 22:06:24, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.5568, top5_acc: 0.7945, loss_cls: 1.8030, loss: 1.8030, grad_norm: 4.3699, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.9097, loss/aux0: 1.9097 2020-10-21 21:38:45,981 - mmaction - INFO - Epoch [4][320/396] lr: 1.500e-02, eta: 22:15:15, time: 1.051, data_time: 0.003, memory: 8337, top1_acc: 0.5568, top5_acc: 0.7945, loss_cls: 1.8030, loss: 1.8030, grad_norm: 4.3786, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8987, loss/aux0: 1.8987 2020-10-21 21:39:27,929 - mmaction - INFO - Epoch [4][340/396] lr: 1.500e-02, eta: 22:06:16, time: 1.106, data_time: 0.000, memory: 8337, top1_acc: 0.5565, top5_acc: 0.8049, loss_cls: 1.7854, loss: 1.7854, grad_norm: 4.2350, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9167, loss/aux0: 1.9167 2020-10-21 21:39:28,529 - mmaction - INFO - Epoch [4][340/396] lr: 1.500e-02, eta: 22:14:59, time: 1.049, data_time: 0.002, memory: 8337, top1_acc: 0.5565, top5_acc: 0.8049, loss_cls: 1.7854, loss: 1.7854, grad_norm: 4.2491, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9252, loss/aux0: 1.9252 2020-10-21 21:40:08,633 - mmaction - INFO - Epoch [4][360/396] lr: 1.500e-02, eta: 22:05:25, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.5578, top5_acc: 0.7995, loss_cls: 1.7789, loss: 1.7789, grad_norm: 4.3058, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9369, loss/aux0: 1.9369 2020-10-21 21:40:11,148 - mmaction - INFO - Epoch [4][360/396] lr: 1.500e-02, eta: 22:14:06, time: 1.060, data_time: 0.002, memory: 8337, top1_acc: 0.5578, top5_acc: 0.7995, loss_cls: 1.7789, loss: 1.7789, grad_norm: 4.2888, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9194, loss/aux0: 1.9194 2020-10-21 21:40:51,624 - mmaction - INFO - Epoch [4][380/396] lr: 1.500e-02, eta: 22:04:44, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7966, loss_cls: 1.7903, loss: 1.7903, grad_norm: 4.2850, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9246, loss/aux0: 1.9246 2020-10-21 21:40:53,247 - mmaction - INFO - Epoch [4][380/396] lr: 1.500e-02, eta: 22:12:39, time: 0.979, data_time: 0.002, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7966, loss_cls: 1.7903, loss: 1.7903, grad_norm: 4.2691, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9188, loss/aux0: 1.9188 2020-10-21 21:42:36,354 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-10-21 21:45:47,843 - mmaction - INFO - Epoch [5][20/396] lr: 1.500e-02, eta: 21:50:24, time: 1.126, data_time: 0.000, memory: 8337, top1_acc: 0.5581, top5_acc: 0.8023, loss_cls: 1.7579, loss: 1.7579, grad_norm: 4.3140, top1_acc/aux0: 0.5291, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8764, loss/aux0: 1.8764 2020-10-21 21:45:48,486 - mmaction - INFO - Epoch [5][20/396] lr: 1.500e-02, eta: 21:59:18, time: 1.128, data_time: 0.002, memory: 8337, top1_acc: 0.5581, top5_acc: 0.8023, loss_cls: 1.7579, loss: 1.7579, grad_norm: 4.2960, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8756, loss/aux0: 1.8756 2020-10-21 21:46:31,060 - mmaction - INFO - Epoch [5][40/396] lr: 1.500e-02, eta: 21:50:47, time: 1.079, data_time: 0.000, memory: 8337, top1_acc: 0.5583, top5_acc: 0.8099, loss_cls: 1.7407, loss: 1.7407, grad_norm: 4.3597, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8747, loss/aux0: 1.8747 2020-10-21 21:46:31,761 - mmaction - INFO - Epoch [5][40/396] lr: 1.500e-02, eta: 21:59:15, time: 1.085, data_time: 0.003, memory: 8337, top1_acc: 0.5583, top5_acc: 0.8099, loss_cls: 1.7407, loss: 1.7407, grad_norm: 4.3493, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8922, loss/aux0: 1.8922 2020-10-21 21:47:12,678 - mmaction - INFO - Epoch [5][60/396] lr: 1.500e-02, eta: 21:49:51, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.5690, top5_acc: 0.8138, loss_cls: 1.7121, loss: 1.7121, grad_norm: 4.3440, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9231, loss/aux0: 1.9231 2020-10-21 21:47:13,957 - mmaction - INFO - Epoch [5][60/396] lr: 1.500e-02, eta: 21:57:27, time: 0.988, data_time: 0.003, memory: 8337, top1_acc: 0.5690, top5_acc: 0.8138, loss_cls: 1.7121, loss: 1.7121, grad_norm: 4.3218, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9031, loss/aux0: 1.9031 2020-10-21 21:47:55,039 - mmaction - INFO - Epoch [5][80/396] lr: 1.500e-02, eta: 21:49:03, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.5688, top5_acc: 0.8076, loss_cls: 1.7176, loss: 1.7176, grad_norm: 4.2142, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8596, loss/aux0: 1.8596 2020-10-21 21:47:57,196 - mmaction - INFO - Epoch [5][80/396] lr: 1.500e-02, eta: 21:57:24, time: 1.100, data_time: 0.002, memory: 8337, top1_acc: 0.5688, top5_acc: 0.8076, loss_cls: 1.7176, loss: 1.7176, grad_norm: 4.1883, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8578, loss/aux0: 1.8578 2020-10-21 21:48:36,361 - mmaction - INFO - Epoch [5][100/396] lr: 1.500e-02, eta: 21:48:25, time: 0.978, data_time: 0.000, memory: 8337, top1_acc: 0.5581, top5_acc: 0.8063, loss_cls: 1.7641, loss: 1.7641, grad_norm: 4.2875, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8978, loss/aux0: 1.8978 2020-10-21 21:48:38,838 - mmaction - INFO - Epoch [5][100/396] lr: 1.500e-02, eta: 21:56:13, time: 1.041, data_time: 0.002, memory: 8337, top1_acc: 0.5581, top5_acc: 0.8063, loss_cls: 1.7641, loss: 1.7641, grad_norm: 4.2806, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9109, loss/aux0: 1.9109 2020-10-21 21:49:18,119 - mmaction - INFO - Epoch [5][120/396] lr: 1.500e-02, eta: 21:47:53, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.5635, top5_acc: 0.8182, loss_cls: 1.7028, loss: 1.7028, grad_norm: 4.2209, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8647, loss/aux0: 1.8647 2020-10-21 21:49:20,372 - mmaction - INFO - Epoch [5][120/396] lr: 1.500e-02, eta: 21:55:27, time: 1.021, data_time: 0.001, memory: 8337, top1_acc: 0.5635, top5_acc: 0.8182, loss_cls: 1.7028, loss: 1.7028, grad_norm: 4.2096, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8581, loss/aux0: 1.8581 2020-10-21 21:50:00,755 - mmaction - INFO - Epoch [5][140/396] lr: 1.500e-02, eta: 21:47:37, time: 1.110, data_time: 0.024, memory: 8337, top1_acc: 0.5529, top5_acc: 0.7974, loss_cls: 1.7785, loss: 1.7785, grad_norm: 4.2464, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8813, loss/aux0: 1.8813 2020-10-21 21:50:01,393 - mmaction - INFO - Epoch [5][140/396] lr: 1.500e-02, eta: 21:54:57, time: 1.001, data_time: 0.027, memory: 8337, top1_acc: 0.5529, top5_acc: 0.7974, loss_cls: 1.7785, loss: 1.7785, grad_norm: 4.2786, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.8936, loss/aux0: 1.8936 2020-10-21 21:50:42,057 - mmaction - INFO - Epoch [5][160/396] lr: 1.500e-02, eta: 21:46:17, time: 0.981, data_time: 0.000, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8120, loss_cls: 1.7502, loss: 1.7502, grad_norm: 4.2961, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9037, loss/aux0: 1.9037 2020-10-21 21:50:42,814 - mmaction - INFO - Epoch [5][160/396] lr: 1.500e-02, eta: 21:53:26, time: 0.988, data_time: 0.003, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8120, loss_cls: 1.7502, loss: 1.7502, grad_norm: 4.3098, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8827, loss/aux0: 1.8827 2020-10-21 21:51:24,571 - mmaction - INFO - Epoch [5][180/396] lr: 1.500e-02, eta: 21:45:25, time: 1.057, data_time: 0.212, memory: 8337, top1_acc: 0.5609, top5_acc: 0.8060, loss_cls: 1.7160, loss: 1.7160, grad_norm: 4.3786, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9059, loss/aux0: 1.9059 2020-10-21 21:51:25,530 - mmaction - INFO - Epoch [5][180/396] lr: 1.500e-02, eta: 21:52:39, time: 1.011, data_time: 0.168, memory: 8337, top1_acc: 0.5609, top5_acc: 0.8060, loss_cls: 1.7160, loss: 1.7160, grad_norm: 4.3597, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9230, loss/aux0: 1.9230 2020-10-21 21:52:08,069 - mmaction - INFO - Epoch [5][200/396] lr: 1.500e-02, eta: 21:45:10, time: 1.122, data_time: 0.000, memory: 8337, top1_acc: 0.5568, top5_acc: 0.8031, loss_cls: 1.7520, loss: 1.7520, grad_norm: 4.3231, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.9023, loss/aux0: 1.9023 2020-10-21 21:52:08,707 - mmaction - INFO - Epoch [5][200/396] lr: 1.500e-02, eta: 21:52:44, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.5568, top5_acc: 0.8031, loss_cls: 1.7520, loss: 1.7520, grad_norm: 4.3310, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8885, loss/aux0: 1.8885 2020-10-21 21:52:49,440 - mmaction - INFO - Epoch [5][220/396] lr: 1.500e-02, eta: 21:44:31, time: 1.005, data_time: 0.000, memory: 8337, top1_acc: 0.5727, top5_acc: 0.8167, loss_cls: 1.6958, loss: 1.6958, grad_norm: 4.3275, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9173, loss/aux0: 1.9173 2020-10-21 21:52:52,411 - mmaction - INFO - Epoch [5][220/396] lr: 1.500e-02, eta: 21:52:21, time: 1.122, data_time: 0.002, memory: 8337, top1_acc: 0.5727, top5_acc: 0.8167, loss_cls: 1.6958, loss: 1.6958, grad_norm: 4.2951, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9253, loss/aux0: 1.9253 2020-10-21 21:53:32,651 - mmaction - INFO - Epoch [5][240/396] lr: 1.500e-02, eta: 21:44:50, time: 1.095, data_time: 0.000, memory: 8337, top1_acc: 0.5719, top5_acc: 0.8133, loss_cls: 1.7121, loss: 1.7121, grad_norm: 4.2810, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8842, loss/aux0: 1.8842 2020-10-21 21:53:34,611 - mmaction - INFO - Epoch [5][240/396] lr: 1.500e-02, eta: 21:52:15, time: 1.075, data_time: 0.002, memory: 8337, top1_acc: 0.5719, top5_acc: 0.8133, loss_cls: 1.7121, loss: 1.7121, grad_norm: 4.2522, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8754, loss/aux0: 1.8754 2020-10-21 21:54:14,327 - mmaction - INFO - Epoch [5][260/396] lr: 1.500e-02, eta: 21:44:28, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.5729, top5_acc: 0.8018, loss_cls: 1.7226, loss: 1.7226, grad_norm: 4.2099, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.8579, loss/aux0: 1.8579 2020-10-21 21:54:17,508 - mmaction - INFO - Epoch [5][260/396] lr: 1.500e-02, eta: 21:52:08, time: 1.124, data_time: 0.002, memory: 8337, top1_acc: 0.5729, top5_acc: 0.8018, loss_cls: 1.7226, loss: 1.7226, grad_norm: 4.1837, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.8535, loss/aux0: 1.8535 2020-10-21 21:54:57,358 - mmaction - INFO - Epoch [5][280/396] lr: 1.500e-02, eta: 21:44:20, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.5661, top5_acc: 0.8167, loss_cls: 1.7203, loss: 1.7203, grad_norm: 4.3091, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8300, loss/aux0: 1.8300 2020-10-21 21:55:00,805 - mmaction - INFO - Epoch [5][280/396] lr: 1.500e-02, eta: 21:51:49, time: 1.109, data_time: 0.002, memory: 8337, top1_acc: 0.5661, top5_acc: 0.8167, loss_cls: 1.7203, loss: 1.7203, grad_norm: 4.3428, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8519, loss/aux0: 1.8519 2020-10-21 21:55:40,918 - mmaction - INFO - Epoch [5][300/396] lr: 1.500e-02, eta: 21:44:22, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8081, loss_cls: 1.7538, loss: 1.7538, grad_norm: 4.3189, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9249, loss/aux0: 1.9249 2020-10-21 21:55:42,902 - mmaction - INFO - Epoch [5][300/396] lr: 1.500e-02, eta: 21:51:28, time: 1.065, data_time: 0.003, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8081, loss_cls: 1.7538, loss: 1.7538, grad_norm: 4.3248, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9177, loss/aux0: 1.9177 2020-10-21 21:56:21,735 - mmaction - INFO - Epoch [5][320/396] lr: 1.500e-02, eta: 21:43:33, time: 0.991, data_time: 0.050, memory: 8337, top1_acc: 0.5740, top5_acc: 0.8174, loss_cls: 1.6785, loss: 1.6785, grad_norm: 4.1601, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.9049, loss/aux0: 1.9049 2020-10-21 21:56:22,918 - mmaction - INFO - Epoch [5][320/396] lr: 1.500e-02, eta: 21:50:17, time: 1.019, data_time: 0.051, memory: 8337, top1_acc: 0.5740, top5_acc: 0.8174, loss_cls: 1.6785, loss: 1.6785, grad_norm: 4.1550, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9022, loss/aux0: 1.9022 2020-10-21 21:57:03,880 - mmaction - INFO - Epoch [5][340/396] lr: 1.500e-02, eta: 21:42:42, time: 1.031, data_time: 0.181, memory: 8337, top1_acc: 0.5664, top5_acc: 0.8026, loss_cls: 1.7381, loss: 1.7381, grad_norm: 4.4033, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.8860, loss/aux0: 1.8860 2020-10-21 21:57:05,014 - mmaction - INFO - Epoch [5][340/396] lr: 1.500e-02, eta: 21:49:35, time: 1.055, data_time: 0.183, memory: 8337, top1_acc: 0.5664, top5_acc: 0.8026, loss_cls: 1.7381, loss: 1.7381, grad_norm: 4.4038, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8786, loss/aux0: 1.8786 2020-10-21 21:57:46,774 - mmaction - INFO - Epoch [5][360/396] lr: 1.500e-02, eta: 21:42:34, time: 1.107, data_time: 0.066, memory: 8337, top1_acc: 0.5630, top5_acc: 0.8073, loss_cls: 1.7570, loss: 1.7570, grad_norm: 4.2302, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8223, loss/aux0: 1.8223 2020-10-21 21:57:47,715 - mmaction - INFO - Epoch [5][360/396] lr: 1.500e-02, eta: 21:49:41, time: 1.101, data_time: 0.068, memory: 8337, top1_acc: 0.5630, top5_acc: 0.8073, loss_cls: 1.7570, loss: 1.7570, grad_norm: 4.2159, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8398, loss/aux0: 1.8398 2020-10-21 21:58:27,260 - mmaction - INFO - Epoch [5][380/396] lr: 1.500e-02, eta: 21:42:03, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.5612, top5_acc: 0.8135, loss_cls: 1.7258, loss: 1.7258, grad_norm: 4.3204, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.8924, loss/aux0: 1.8924 2020-10-21 21:58:29,370 - mmaction - INFO - Epoch [5][380/396] lr: 1.500e-02, eta: 21:48:56, time: 1.077, data_time: 0.001, memory: 8337, top1_acc: 0.5612, top5_acc: 0.8135, loss_cls: 1.7258, loss: 1.7258, grad_norm: 4.3267, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8762, loss/aux0: 1.8762 2020-10-21 22:00:10,623 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-10-21 22:01:29,656 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 22:01:29,766 - mmaction - INFO - top1_acc 0.6687 top5_acc 0.8952 2020-10-21 22:01:29,767 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 22:01:29,799 - mmaction - INFO - mean_acc 0.6690 2020-10-21 22:01:29,799 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-10-21 22:01:29,821 - mmaction - INFO - Epoch(val) [5][396] top1_acc: 0.6687, top5_acc: 0.8952, mean_class_accuracy: 0.6690 2020-10-21 22:04:20,104 - mmaction - INFO - Epoch [6][20/396] lr: 1.500e-02, eta: 21:30:31, time: 1.017, data_time: 0.268, memory: 8337, top1_acc: 0.5922, top5_acc: 0.8234, loss_cls: 1.6173, loss: 1.6173, grad_norm: 4.2945, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8537, loss/aux0: 1.8537 2020-10-21 22:04:20,711 - mmaction - INFO - Epoch [6][20/396] lr: 1.500e-02, eta: 21:36:54, time: 1.019, data_time: 0.271, memory: 8337, top1_acc: 0.5922, top5_acc: 0.8234, loss_cls: 1.6173, loss: 1.6173, grad_norm: 4.2993, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8508, loss/aux0: 1.8508 2020-10-21 22:05:02,334 - mmaction - INFO - Epoch [6][40/396] lr: 1.500e-02, eta: 21:29:46, time: 1.030, data_time: 0.098, memory: 8337, top1_acc: 0.5766, top5_acc: 0.8305, loss_cls: 1.6358, loss: 1.6358, grad_norm: 4.2330, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8535, loss/aux0: 1.8535 2020-10-21 22:05:03,040 - mmaction - INFO - Epoch [6][40/396] lr: 1.500e-02, eta: 21:36:12, time: 1.036, data_time: 0.099, memory: 8337, top1_acc: 0.5766, top5_acc: 0.8305, loss_cls: 1.6358, loss: 1.6358, grad_norm: 4.2385, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8556, loss/aux0: 1.8556 2020-10-21 22:05:43,968 - mmaction - INFO - Epoch [6][60/396] lr: 1.500e-02, eta: 21:29:00, time: 1.011, data_time: 0.263, memory: 8337, top1_acc: 0.5773, top5_acc: 0.8258, loss_cls: 1.6471, loss: 1.6471, grad_norm: 4.3165, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8375, loss/aux0: 1.8375 2020-10-21 22:05:44,888 - mmaction - INFO - Epoch [6][60/396] lr: 1.500e-02, eta: 21:35:18, time: 1.027, data_time: 0.266, memory: 8337, top1_acc: 0.5773, top5_acc: 0.8258, loss_cls: 1.6471, loss: 1.6471, grad_norm: 4.3300, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8399, loss/aux0: 1.8399 2020-10-21 22:06:26,731 - mmaction - INFO - Epoch [6][80/396] lr: 1.500e-02, eta: 21:28:26, time: 1.052, data_time: 0.230, memory: 8337, top1_acc: 0.5922, top5_acc: 0.8141, loss_cls: 1.6607, loss: 1.6607, grad_norm: 4.2166, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.7943, loss/aux0: 1.7943 2020-10-21 22:06:27,374 - mmaction - INFO - Epoch [6][80/396] lr: 1.500e-02, eta: 21:34:52, time: 1.058, data_time: 0.236, memory: 8337, top1_acc: 0.5922, top5_acc: 0.8141, loss_cls: 1.6607, loss: 1.6607, grad_norm: 4.2005, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.7918, loss/aux0: 1.7918 2020-10-21 22:07:08,930 - mmaction - INFO - Epoch [6][100/396] lr: 1.500e-02, eta: 21:28:04, time: 1.053, data_time: 0.032, memory: 8337, top1_acc: 0.5714, top5_acc: 0.8102, loss_cls: 1.6748, loss: 1.6748, grad_norm: 4.2919, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8065, loss/aux0: 1.8065 2020-10-21 22:07:10,707 - mmaction - INFO - Epoch [6][100/396] lr: 1.500e-02, eta: 21:34:45, time: 1.112, data_time: 0.034, memory: 8337, top1_acc: 0.5714, top5_acc: 0.8102, loss_cls: 1.6748, loss: 1.6748, grad_norm: 4.2906, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8056, loss/aux0: 1.8056 2020-10-21 22:07:50,153 - mmaction - INFO - Epoch [6][120/396] lr: 1.500e-02, eta: 21:28:00, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.5831, top5_acc: 0.8185, loss_cls: 1.6511, loss: 1.6511, grad_norm: 4.1847, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.7964, loss/aux0: 1.7964 2020-10-21 22:07:52,963 - mmaction - INFO - Epoch [6][120/396] lr: 1.500e-02, eta: 21:34:06, time: 1.026, data_time: 0.001, memory: 8337, top1_acc: 0.5831, top5_acc: 0.8185, loss_cls: 1.6511, loss: 1.6511, grad_norm: 4.1602, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.7908, loss/aux0: 1.7908 2020-10-21 22:08:33,124 - mmaction - INFO - Epoch [6][140/396] lr: 1.500e-02, eta: 21:27:52, time: 1.131, data_time: 0.000, memory: 8337, top1_acc: 0.5872, top5_acc: 0.8193, loss_cls: 1.6636, loss: 1.6636, grad_norm: 4.2475, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8250, loss/aux0: 1.8250 2020-10-21 22:08:35,280 - mmaction - INFO - Epoch [6][140/396] lr: 1.500e-02, eta: 21:34:22, time: 1.103, data_time: 0.003, memory: 8337, top1_acc: 0.5872, top5_acc: 0.8193, loss_cls: 1.6636, loss: 1.6636, grad_norm: 4.2716, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8299, loss/aux0: 1.8299 2020-10-21 22:09:13,930 - mmaction - INFO - Epoch [6][160/396] lr: 1.500e-02, eta: 21:27:43, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.5669, top5_acc: 0.8122, loss_cls: 1.7060, loss: 1.7060, grad_norm: 4.3358, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8455, loss/aux0: 1.8455 2020-10-21 22:09:14,812 - mmaction - INFO - Epoch [6][160/396] lr: 1.500e-02, eta: 21:33:10, time: 0.934, data_time: 0.002, memory: 8337, top1_acc: 0.5669, top5_acc: 0.8122, loss_cls: 1.7060, loss: 1.7060, grad_norm: 4.3003, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8421, loss/aux0: 1.8421 2020-10-21 22:09:56,349 - mmaction - INFO - Epoch [6][180/396] lr: 1.500e-02, eta: 21:26:44, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.5904, top5_acc: 0.8333, loss_cls: 1.6226, loss: 1.6226, grad_norm: 4.2149, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7850, loss/aux0: 1.7850 2020-10-21 22:09:58,312 - mmaction - INFO - Epoch [6][180/396] lr: 1.500e-02, eta: 21:32:55, time: 1.071, data_time: 0.001, memory: 8337, top1_acc: 0.5904, top5_acc: 0.8333, loss_cls: 1.6226, loss: 1.6226, grad_norm: 4.2293, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.8003, loss/aux0: 1.8003 2020-10-21 22:10:39,774 - mmaction - INFO - Epoch [6][200/396] lr: 1.500e-02, eta: 21:26:42, time: 1.108, data_time: 0.000, memory: 8337, top1_acc: 0.5901, top5_acc: 0.8219, loss_cls: 1.6222, loss: 1.6222, grad_norm: 4.2719, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8470, loss/aux0: 1.8470 2020-10-21 22:10:40,401 - mmaction - INFO - Epoch [6][200/396] lr: 1.500e-02, eta: 21:33:03, time: 1.108, data_time: 0.003, memory: 8337, top1_acc: 0.5901, top5_acc: 0.8219, loss_cls: 1.6222, loss: 1.6222, grad_norm: 4.2688, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8399, loss/aux0: 1.8399 2020-10-21 22:11:23,444 - mmaction - INFO - Epoch [6][220/396] lr: 1.500e-02, eta: 21:26:31, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.5771, top5_acc: 0.8174, loss_cls: 1.6825, loss: 1.6825, grad_norm: 4.1668, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8117, loss/aux0: 1.8117 2020-10-21 22:11:24,088 - mmaction - INFO - Epoch [6][220/396] lr: 1.500e-02, eta: 21:32:27, time: 1.046, data_time: 0.004, memory: 8337, top1_acc: 0.5771, top5_acc: 0.8174, loss_cls: 1.6825, loss: 1.6825, grad_norm: 4.1712, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.7979, loss/aux0: 1.7979 2020-10-21 22:12:05,370 - mmaction - INFO - Epoch [6][240/396] lr: 1.500e-02, eta: 21:26:25, time: 1.122, data_time: 0.000, memory: 8337, top1_acc: 0.5698, top5_acc: 0.8159, loss_cls: 1.6868, loss: 1.6868, grad_norm: 4.3093, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8563, loss/aux0: 1.8563 2020-10-21 22:12:06,431 - mmaction - INFO - Epoch [6][240/396] lr: 1.500e-02, eta: 21:32:30, time: 1.082, data_time: 0.003, memory: 8337, top1_acc: 0.5698, top5_acc: 0.8159, loss_cls: 1.6868, loss: 1.6868, grad_norm: 4.2980, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8677, loss/aux0: 1.8677 2020-10-21 22:12:46,851 - mmaction - INFO - Epoch [6][260/396] lr: 1.500e-02, eta: 21:26:08, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.5831, top5_acc: 0.8091, loss_cls: 1.6839, loss: 1.6839, grad_norm: 4.2107, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8179, loss/aux0: 1.8179 2020-10-21 22:12:48,815 - mmaction - INFO - Epoch [6][260/396] lr: 1.500e-02, eta: 21:31:50, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.5831, top5_acc: 0.8091, loss_cls: 1.6839, loss: 1.6839, grad_norm: 4.1993, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8255, loss/aux0: 1.8255 2020-10-21 22:13:29,592 - mmaction - INFO - Epoch [6][280/396] lr: 1.500e-02, eta: 21:25:48, time: 1.104, data_time: 0.000, memory: 8337, top1_acc: 0.5935, top5_acc: 0.8336, loss_cls: 1.6059, loss: 1.6059, grad_norm: 4.2358, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8481, loss/aux0: 1.8481 2020-10-21 22:13:32,046 - mmaction - INFO - Epoch [6][280/396] lr: 1.500e-02, eta: 21:32:11, time: 1.161, data_time: 0.005, memory: 8337, top1_acc: 0.5935, top5_acc: 0.8336, loss_cls: 1.6059, loss: 1.6059, grad_norm: 4.2645, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8502, loss/aux0: 1.8502 2020-10-21 22:14:09,438 - mmaction - INFO - Epoch [6][300/396] lr: 1.500e-02, eta: 21:25:42, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.5706, top5_acc: 0.8167, loss_cls: 1.6928, loss: 1.6928, grad_norm: 4.3892, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9068, loss/aux0: 1.9068 2020-10-21 22:14:11,192 - mmaction - INFO - Epoch [6][300/396] lr: 1.500e-02, eta: 21:31:00, time: 0.974, data_time: 0.002, memory: 8337, top1_acc: 0.5706, top5_acc: 0.8167, loss_cls: 1.6928, loss: 1.6928, grad_norm: 4.3837, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.8954, loss/aux0: 1.8954 2020-10-21 22:14:53,217 - mmaction - INFO - Epoch [6][320/396] lr: 1.500e-02, eta: 21:24:59, time: 1.090, data_time: 0.000, memory: 8337, top1_acc: 0.5807, top5_acc: 0.8130, loss_cls: 1.6607, loss: 1.6607, grad_norm: 4.2673, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7749, loss/aux0: 1.7749 2020-10-21 22:14:54,851 - mmaction - INFO - Epoch [6][320/396] lr: 1.500e-02, eta: 21:31:00, time: 1.112, data_time: 0.003, memory: 8337, top1_acc: 0.5807, top5_acc: 0.8130, loss_cls: 1.6607, loss: 1.6607, grad_norm: 4.2473, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7650, loss/aux0: 1.7650 2020-10-21 22:15:33,574 - mmaction - INFO - Epoch [6][340/396] lr: 1.500e-02, eta: 21:24:29, time: 0.989, data_time: 0.086, memory: 8337, top1_acc: 0.5797, top5_acc: 0.8133, loss_cls: 1.6846, loss: 1.6846, grad_norm: 4.3258, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8241, loss/aux0: 1.8241 2020-10-21 22:15:34,176 - mmaction - INFO - Epoch [6][340/396] lr: 1.500e-02, eta: 21:29:42, time: 0.973, data_time: 0.088, memory: 8337, top1_acc: 0.5797, top5_acc: 0.8133, loss_cls: 1.6846, loss: 1.6846, grad_norm: 4.3124, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8360, loss/aux0: 1.8360 2020-10-21 22:16:18,286 - mmaction - INFO - Epoch [6][360/396] lr: 1.500e-02, eta: 21:23:38, time: 1.064, data_time: 0.000, memory: 8337, top1_acc: 0.5771, top5_acc: 0.8219, loss_cls: 1.6524, loss: 1.6524, grad_norm: 4.2614, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8335, loss/aux0: 1.8335 2020-10-21 22:16:18,921 - mmaction - INFO - Epoch [6][360/396] lr: 1.500e-02, eta: 21:29:18, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.5771, top5_acc: 0.8219, loss_cls: 1.6524, loss: 1.6524, grad_norm: 4.2732, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8275, loss/aux0: 1.8275 2020-10-21 22:16:59,413 - mmaction - INFO - Epoch [6][380/396] lr: 1.500e-02, eta: 21:23:22, time: 1.079, data_time: 0.024, memory: 8337, top1_acc: 0.5703, top5_acc: 0.8107, loss_cls: 1.7036, loss: 1.7036, grad_norm: 4.2378, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8100, loss/aux0: 1.8100 2020-10-21 22:17:00,024 - mmaction - INFO - Epoch [6][380/396] lr: 1.500e-02, eta: 21:28:37, time: 1.001, data_time: 0.026, memory: 8337, top1_acc: 0.5703, top5_acc: 0.8107, loss_cls: 1.7036, loss: 1.7036, grad_norm: 4.2328, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8242, loss/aux0: 1.8242 2020-10-21 22:18:52,021 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-10-21 22:22:22,014 - mmaction - INFO - Epoch [7][20/396] lr: 1.500e-02, eta: 21:13:30, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.5984, top5_acc: 0.8305, loss_cls: 1.5945, loss: 1.5945, grad_norm: 4.2340, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7625, loss/aux0: 1.7625 2020-10-21 22:22:24,499 - mmaction - INFO - Epoch [7][20/396] lr: 1.500e-02, eta: 21:19:00, time: 1.065, data_time: 0.003, memory: 8337, top1_acc: 0.5984, top5_acc: 0.8305, loss_cls: 1.5945, loss: 1.5945, grad_norm: 4.2415, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7581, loss/aux0: 1.7581 2020-10-21 22:23:02,511 - mmaction - INFO - Epoch [7][40/396] lr: 1.500e-02, eta: 21:12:54, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.5849, top5_acc: 0.8292, loss_cls: 1.6244, loss: 1.6244, grad_norm: 4.2001, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7651, loss/aux0: 1.7651 2020-10-21 22:23:05,103 - mmaction - INFO - Epoch [7][40/396] lr: 1.500e-02, eta: 21:18:15, time: 1.043, data_time: 0.003, memory: 8337, top1_acc: 0.5849, top5_acc: 0.8292, loss_cls: 1.6244, loss: 1.6244, grad_norm: 4.1895, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7665, loss/aux0: 1.7665 2020-10-21 22:23:44,133 - mmaction - INFO - Epoch [7][60/396] lr: 1.500e-02, eta: 21:12:19, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.5961, top5_acc: 0.8255, loss_cls: 1.5981, loss: 1.5981, grad_norm: 4.1971, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7220, loss/aux0: 1.7220 2020-10-21 22:23:46,279 - mmaction - INFO - Epoch [7][60/396] lr: 1.500e-02, eta: 21:17:35, time: 1.036, data_time: 0.003, memory: 8337, top1_acc: 0.5961, top5_acc: 0.8255, loss_cls: 1.5981, loss: 1.5981, grad_norm: 4.2199, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7285, loss/aux0: 1.7285 2020-10-21 22:24:24,613 - mmaction - INFO - Epoch [7][80/396] lr: 1.500e-02, eta: 21:11:31, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.5943, top5_acc: 0.8354, loss_cls: 1.5861, loss: 1.5861, grad_norm: 4.4730, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8213, loss/aux0: 1.8213 2020-10-21 22:24:26,801 - mmaction - INFO - Epoch [7][80/396] lr: 1.500e-02, eta: 21:16:35, time: 1.007, data_time: 0.003, memory: 8337, top1_acc: 0.5943, top5_acc: 0.8354, loss_cls: 1.5861, loss: 1.5861, grad_norm: 4.4397, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8226, loss/aux0: 1.8226 2020-10-21 22:25:06,256 - mmaction - INFO - Epoch [7][100/396] lr: 1.500e-02, eta: 21:10:42, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.5919, top5_acc: 0.8273, loss_cls: 1.6090, loss: 1.6090, grad_norm: 4.2803, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7623, loss/aux0: 1.7623 2020-10-21 22:25:07,810 - mmaction - INFO - Epoch [7][100/396] lr: 1.500e-02, eta: 21:16:03, time: 1.072, data_time: 0.002, memory: 8337, top1_acc: 0.5919, top5_acc: 0.8273, loss_cls: 1.6090, loss: 1.6090, grad_norm: 4.2754, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7493, loss/aux0: 1.7493 2020-10-21 22:25:48,726 - mmaction - INFO - Epoch [7][120/396] lr: 1.500e-02, eta: 21:10:18, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.5747, top5_acc: 0.8159, loss_cls: 1.6794, loss: 1.6794, grad_norm: 4.2276, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7596, loss/aux0: 1.7596 2020-10-21 22:25:49,352 - mmaction - INFO - Epoch [7][120/396] lr: 1.500e-02, eta: 21:15:19, time: 1.014, data_time: 0.001, memory: 8337, top1_acc: 0.5747, top5_acc: 0.8159, loss_cls: 1.6794, loss: 1.6794, grad_norm: 4.2274, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7639, loss/aux0: 1.7639 2020-10-21 22:26:30,491 - mmaction - INFO - Epoch [7][140/396] lr: 1.500e-02, eta: 21:09:31, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.6055, top5_acc: 0.8271, loss_cls: 1.6068, loss: 1.6068, grad_norm: 4.3646, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8346, loss/aux0: 1.8346 2020-10-21 22:26:31,170 - mmaction - INFO - Epoch [7][140/396] lr: 1.500e-02, eta: 21:14:33, time: 1.024, data_time: 0.002, memory: 8337, top1_acc: 0.6055, top5_acc: 0.8271, loss_cls: 1.6068, loss: 1.6068, grad_norm: 4.3586, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8393, loss/aux0: 1.8393 2020-10-21 22:27:12,413 - mmaction - INFO - Epoch [7][160/396] lr: 1.500e-02, eta: 21:09:07, time: 1.088, data_time: 0.000, memory: 8337, top1_acc: 0.5891, top5_acc: 0.8281, loss_cls: 1.6169, loss: 1.6169, grad_norm: 4.3131, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8376, loss/aux0: 1.8376 2020-10-21 22:27:14,406 - mmaction - INFO - Epoch [7][160/396] lr: 1.500e-02, eta: 21:14:15, time: 1.056, data_time: 0.003, memory: 8337, top1_acc: 0.5891, top5_acc: 0.8281, loss_cls: 1.6169, loss: 1.6169, grad_norm: 4.3256, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8466, loss/aux0: 1.8466 2020-10-21 22:27:55,568 - mmaction - INFO - Epoch [7][180/396] lr: 1.500e-02, eta: 21:09:15, time: 1.168, data_time: 0.000, memory: 8337, top1_acc: 0.5893, top5_acc: 0.8320, loss_cls: 1.6040, loss: 1.6040, grad_norm: 4.3755, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8013, loss/aux0: 1.8013 2020-10-21 22:27:56,180 - mmaction - INFO - Epoch [7][180/396] lr: 1.500e-02, eta: 21:14:24, time: 1.067, data_time: 0.002, memory: 8337, top1_acc: 0.5893, top5_acc: 0.8320, loss_cls: 1.6040, loss: 1.6040, grad_norm: 4.4027, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8042, loss/aux0: 1.8042 2020-10-21 22:28:36,201 - mmaction - INFO - Epoch [7][200/396] lr: 1.500e-02, eta: 21:08:43, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.5995, top5_acc: 0.8279, loss_cls: 1.5983, loss: 1.5983, grad_norm: 4.3042, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8098, loss/aux0: 1.8098 2020-10-21 22:28:36,826 - mmaction - INFO - Epoch [7][200/396] lr: 1.500e-02, eta: 21:13:37, time: 1.022, data_time: 0.002, memory: 8337, top1_acc: 0.5995, top5_acc: 0.8279, loss_cls: 1.5983, loss: 1.5983, grad_norm: 4.3149, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7979, loss/aux0: 1.7979 2020-10-21 22:29:16,009 - mmaction - INFO - Epoch [7][220/396] lr: 1.500e-02, eta: 21:07:38, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.5792, top5_acc: 0.8141, loss_cls: 1.6813, loss: 1.6813, grad_norm: 4.3763, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7637, loss/aux0: 1.7637 2020-10-21 22:29:18,643 - mmaction - INFO - Epoch [7][220/396] lr: 1.500e-02, eta: 21:12:30, time: 1.024, data_time: 0.004, memory: 8337, top1_acc: 0.5792, top5_acc: 0.8141, loss_cls: 1.6813, loss: 1.6813, grad_norm: 4.4008, top1_acc/aux0: 0.5562, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7626, loss/aux0: 1.7626 2020-10-21 22:29:59,595 - mmaction - INFO - Epoch [7][240/396] lr: 1.500e-02, eta: 21:06:56, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.5932, top5_acc: 0.8289, loss_cls: 1.6221, loss: 1.6221, grad_norm: 4.0925, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.7846, loss/aux0: 1.7846 2020-10-21 22:30:01,909 - mmaction - INFO - Epoch [7][240/396] lr: 1.500e-02, eta: 21:12:09, time: 1.108, data_time: 0.002, memory: 8337, top1_acc: 0.5932, top5_acc: 0.8289, loss_cls: 1.6221, loss: 1.6221, grad_norm: 4.1082, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.7786, loss/aux0: 1.7786 2020-10-21 22:30:43,625 - mmaction - INFO - Epoch [7][260/396] lr: 1.500e-02, eta: 21:06:58, time: 1.104, data_time: 0.000, memory: 8337, top1_acc: 0.5977, top5_acc: 0.8286, loss_cls: 1.5900, loss: 1.5900, grad_norm: 4.2139, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7152, loss/aux0: 1.7152 2020-10-21 22:30:44,652 - mmaction - INFO - Epoch [7][260/396] lr: 1.500e-02, eta: 21:11:50, time: 1.041, data_time: 0.003, memory: 8337, top1_acc: 0.5977, top5_acc: 0.8286, loss_cls: 1.5900, loss: 1.5900, grad_norm: 4.2148, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7262, loss/aux0: 1.7262 2020-10-21 22:31:22,977 - mmaction - INFO - Epoch [7][280/396] lr: 1.500e-02, eta: 21:06:25, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.5799, top5_acc: 0.8161, loss_cls: 1.6539, loss: 1.6539, grad_norm: 4.2854, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8149, loss/aux0: 1.8149 2020-10-21 22:31:24,517 - mmaction - INFO - Epoch [7][280/396] lr: 1.500e-02, eta: 21:10:57, time: 0.976, data_time: 0.003, memory: 8337, top1_acc: 0.5799, top5_acc: 0.8161, loss_cls: 1.6539, loss: 1.6539, grad_norm: 4.2722, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8016, loss/aux0: 1.8016 2020-10-21 22:32:06,976 - mmaction - INFO - Epoch [7][300/396] lr: 1.500e-02, eta: 21:05:54, time: 1.115, data_time: 0.000, memory: 8337, top1_acc: 0.5888, top5_acc: 0.8297, loss_cls: 1.6078, loss: 1.6078, grad_norm: 4.2340, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8056, loss/aux0: 1.8056 2020-10-21 22:32:07,631 - mmaction - INFO - Epoch [7][300/396] lr: 1.500e-02, eta: 21:10:50, time: 1.074, data_time: 0.002, memory: 8337, top1_acc: 0.5888, top5_acc: 0.8297, loss_cls: 1.6078, loss: 1.6078, grad_norm: 4.2080, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8024, loss/aux0: 1.8024 2020-10-21 22:32:46,547 - mmaction - INFO - Epoch [7][320/396] lr: 1.500e-02, eta: 21:05:28, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.5852, top5_acc: 0.8242, loss_cls: 1.6277, loss: 1.6277, grad_norm: 4.2421, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7500, loss/aux0: 1.7500 2020-10-21 22:32:48,385 - mmaction - INFO - Epoch [7][320/396] lr: 1.500e-02, eta: 21:10:03, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.5852, top5_acc: 0.8242, loss_cls: 1.6277, loss: 1.6277, grad_norm: 4.2431, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7579, loss/aux0: 1.7579 2020-10-21 22:33:27,745 - mmaction - INFO - Epoch [7][340/396] lr: 1.500e-02, eta: 21:04:43, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.5828, top5_acc: 0.8289, loss_cls: 1.6156, loss: 1.6156, grad_norm: 4.2475, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7828, loss/aux0: 1.7828 2020-10-21 22:33:30,513 - mmaction - INFO - Epoch [7][340/396] lr: 1.500e-02, eta: 21:09:33, time: 1.068, data_time: 0.003, memory: 8337, top1_acc: 0.5828, top5_acc: 0.8289, loss_cls: 1.6156, loss: 1.6156, grad_norm: 4.2563, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7954, loss/aux0: 1.7954 2020-10-21 22:34:08,871 - mmaction - INFO - Epoch [7][360/396] lr: 1.500e-02, eta: 21:04:07, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.5859, top5_acc: 0.8315, loss_cls: 1.6353, loss: 1.6353, grad_norm: 4.1939, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7427, loss/aux0: 1.7427 2020-10-21 22:34:10,593 - mmaction - INFO - Epoch [7][360/396] lr: 1.500e-02, eta: 21:08:41, time: 1.016, data_time: 0.001, memory: 8337, top1_acc: 0.5859, top5_acc: 0.8315, loss_cls: 1.6353, loss: 1.6353, grad_norm: 4.1796, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7302, loss/aux0: 1.7302 2020-10-21 22:34:50,550 - mmaction - INFO - Epoch [7][380/396] lr: 1.500e-02, eta: 21:03:17, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.5943, top5_acc: 0.8193, loss_cls: 1.6288, loss: 1.6288, grad_norm: 4.2406, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7835, loss/aux0: 1.7835 2020-10-21 22:34:53,480 - mmaction - INFO - Epoch [7][380/396] lr: 1.500e-02, eta: 21:07:57, time: 1.047, data_time: 0.002, memory: 8337, top1_acc: 0.5943, top5_acc: 0.8193, loss_cls: 1.6288, loss: 1.6288, grad_norm: 4.2505, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7915, loss/aux0: 1.7915 2020-10-21 22:36:44,785 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-10-21 22:39:55,428 - mmaction - INFO - Epoch [8][20/396] lr: 1.500e-02, eta: 20:54:54, time: 1.029, data_time: 0.226, memory: 8337, top1_acc: 0.5995, top5_acc: 0.8310, loss_cls: 1.5947, loss: 1.5947, grad_norm: 4.2373, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7908, loss_cls/aux0: 1.7904, loss/aux0: 1.7904 2020-10-21 22:39:56,015 - mmaction - INFO - Epoch [8][20/396] lr: 1.500e-02, eta: 20:59:25, time: 1.030, data_time: 0.227, memory: 8337, top1_acc: 0.5995, top5_acc: 0.8310, loss_cls: 1.5947, loss: 1.5947, grad_norm: 4.2296, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.7852, loss/aux0: 1.7852 2020-10-21 22:40:36,230 - mmaction - INFO - Epoch [8][40/396] lr: 1.500e-02, eta: 20:54:17, time: 1.031, data_time: 0.124, memory: 8337, top1_acc: 0.6078, top5_acc: 0.8328, loss_cls: 1.5791, loss: 1.5791, grad_norm: 4.0830, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6713, loss/aux0: 1.6713 2020-10-21 22:40:36,844 - mmaction - INFO - Epoch [8][40/396] lr: 1.500e-02, eta: 20:58:41, time: 1.009, data_time: 0.126, memory: 8337, top1_acc: 0.6078, top5_acc: 0.8328, loss_cls: 1.5791, loss: 1.5791, grad_norm: 4.0811, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6743, loss/aux0: 1.6743 2020-10-21 22:41:18,055 - mmaction - INFO - Epoch [8][60/396] lr: 1.500e-02, eta: 20:53:46, time: 1.078, data_time: 0.077, memory: 8337, top1_acc: 0.5977, top5_acc: 0.8372, loss_cls: 1.5716, loss: 1.5716, grad_norm: 4.3366, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7358, loss/aux0: 1.7358 2020-10-21 22:41:18,694 - mmaction - INFO - Epoch [8][60/396] lr: 1.500e-02, eta: 20:58:27, time: 1.080, data_time: 0.080, memory: 8337, top1_acc: 0.5977, top5_acc: 0.8372, loss_cls: 1.5716, loss: 1.5716, grad_norm: 4.3353, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7256, loss/aux0: 1.7256 2020-10-21 22:42:00,324 - mmaction - INFO - Epoch [8][80/396] lr: 1.500e-02, eta: 20:53:19, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.5943, top5_acc: 0.8247, loss_cls: 1.5969, loss: 1.5969, grad_norm: 4.1911, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7162, loss/aux0: 1.7162 2020-10-21 22:42:00,950 - mmaction - INFO - Epoch [8][80/396] lr: 1.500e-02, eta: 20:57:42, time: 1.020, data_time: 0.001, memory: 8337, top1_acc: 0.5943, top5_acc: 0.8247, loss_cls: 1.5969, loss: 1.5969, grad_norm: 4.2222, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7308, loss/aux0: 1.7308 2020-10-21 22:42:41,422 - mmaction - INFO - Epoch [8][100/396] lr: 1.500e-02, eta: 20:52:42, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.5953, top5_acc: 0.8370, loss_cls: 1.5508, loss: 1.5508, grad_norm: 4.2378, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6641, loss/aux0: 1.6641 2020-10-21 22:42:42,907 - mmaction - INFO - Epoch [8][100/396] lr: 1.500e-02, eta: 20:57:18, time: 1.079, data_time: 0.003, memory: 8337, top1_acc: 0.5953, top5_acc: 0.8370, loss_cls: 1.5508, loss: 1.5508, grad_norm: 4.2442, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6534, loss/aux0: 1.6534 2020-10-21 22:43:22,903 - mmaction - INFO - Epoch [8][120/396] lr: 1.500e-02, eta: 20:52:34, time: 1.099, data_time: 0.000, memory: 8337, top1_acc: 0.6034, top5_acc: 0.8352, loss_cls: 1.5743, loss: 1.5743, grad_norm: 4.1329, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7251, loss/aux0: 1.7251 2020-10-21 22:43:23,770 - mmaction - INFO - Epoch [8][120/396] lr: 1.500e-02, eta: 20:56:48, time: 1.000, data_time: 0.002, memory: 8337, top1_acc: 0.6034, top5_acc: 0.8352, loss_cls: 1.5743, loss: 1.5743, grad_norm: 4.1239, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7340, loss/aux0: 1.7340 2020-10-21 22:44:03,655 - mmaction - INFO - Epoch [8][140/396] lr: 1.500e-02, eta: 20:51:39, time: 0.992, data_time: 0.000, memory: 8337, top1_acc: 0.5995, top5_acc: 0.8286, loss_cls: 1.6079, loss: 1.6079, grad_norm: 4.2693, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.6999, loss/aux0: 1.6999 2020-10-21 22:44:04,978 - mmaction - INFO - Epoch [8][140/396] lr: 1.500e-02, eta: 20:55:58, time: 1.029, data_time: 0.003, memory: 8337, top1_acc: 0.5995, top5_acc: 0.8286, loss_cls: 1.6079, loss: 1.6079, grad_norm: 4.3145, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7062, loss/aux0: 1.7062 2020-10-21 22:44:46,944 - mmaction - INFO - Epoch [8][160/396] lr: 1.500e-02, eta: 20:51:13, time: 1.079, data_time: 0.000, memory: 8337, top1_acc: 0.6078, top5_acc: 0.8404, loss_cls: 1.5559, loss: 1.5559, grad_norm: 4.1676, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7233, loss/aux0: 1.7233 2020-10-21 22:44:47,562 - mmaction - INFO - Epoch [8][160/396] lr: 1.500e-02, eta: 20:55:44, time: 1.081, data_time: 0.003, memory: 8337, top1_acc: 0.6078, top5_acc: 0.8404, loss_cls: 1.5559, loss: 1.5559, grad_norm: 4.1626, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7149, loss/aux0: 1.7149 2020-10-21 22:45:28,227 - mmaction - INFO - Epoch [8][180/396] lr: 1.500e-02, eta: 20:51:07, time: 1.104, data_time: 0.000, memory: 8337, top1_acc: 0.5844, top5_acc: 0.8273, loss_cls: 1.5878, loss: 1.5878, grad_norm: 4.1957, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6903, loss/aux0: 1.6903 2020-10-21 22:45:28,846 - mmaction - INFO - Epoch [8][180/396] lr: 1.500e-02, eta: 20:55:18, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.5844, top5_acc: 0.8273, loss_cls: 1.5878, loss: 1.5878, grad_norm: 4.2347, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6920, loss/aux0: 1.6920 2020-10-21 22:46:10,614 - mmaction - INFO - Epoch [8][200/396] lr: 1.500e-02, eta: 20:50:30, time: 1.052, data_time: 0.000, memory: 8337, top1_acc: 0.6003, top5_acc: 0.8383, loss_cls: 1.5612, loss: 1.5612, grad_norm: 4.2497, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7377, loss/aux0: 1.7377 2020-10-21 22:46:11,257 - mmaction - INFO - Epoch [8][200/396] lr: 1.500e-02, eta: 20:54:49, time: 1.051, data_time: 0.003, memory: 8337, top1_acc: 0.6003, top5_acc: 0.8383, loss_cls: 1.5612, loss: 1.5612, grad_norm: 4.2394, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7355, loss/aux0: 1.7355 2020-10-21 22:46:52,692 - mmaction - INFO - Epoch [8][220/396] lr: 1.500e-02, eta: 20:50:14, time: 1.102, data_time: 0.000, memory: 8337, top1_acc: 0.6083, top5_acc: 0.8362, loss_cls: 1.5612, loss: 1.5612, grad_norm: 4.3214, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7601, loss/aux0: 1.7601 2020-10-21 22:46:54,194 - mmaction - INFO - Epoch [8][220/396] lr: 1.500e-02, eta: 20:54:55, time: 1.147, data_time: 0.002, memory: 8337, top1_acc: 0.6083, top5_acc: 0.8362, loss_cls: 1.5612, loss: 1.5612, grad_norm: 4.3591, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7648, loss/aux0: 1.7648 2020-10-21 22:47:34,738 - mmaction - INFO - Epoch [8][240/396] lr: 1.500e-02, eta: 20:50:16, time: 1.079, data_time: 0.065, memory: 8337, top1_acc: 0.6062, top5_acc: 0.8281, loss_cls: 1.5978, loss: 1.5978, grad_norm: 4.2812, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7324, loss/aux0: 1.7324 2020-10-21 22:47:35,345 - mmaction - INFO - Epoch [8][240/396] lr: 1.500e-02, eta: 20:54:38, time: 1.079, data_time: 0.067, memory: 8337, top1_acc: 0.6062, top5_acc: 0.8281, loss_cls: 1.5978, loss: 1.5978, grad_norm: 4.2831, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7297, loss/aux0: 1.7297 2020-10-21 22:48:15,569 - mmaction - INFO - Epoch [8][260/396] lr: 1.500e-02, eta: 20:49:59, time: 1.072, data_time: 0.063, memory: 8337, top1_acc: 0.5987, top5_acc: 0.8305, loss_cls: 1.5837, loss: 1.5837, grad_norm: 4.1315, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7516, loss/aux0: 1.7516 2020-10-21 22:48:17,743 - mmaction - INFO - Epoch [8][260/396] lr: 1.500e-02, eta: 20:54:25, time: 1.103, data_time: 0.064, memory: 8337, top1_acc: 0.5987, top5_acc: 0.8305, loss_cls: 1.5837, loss: 1.5837, grad_norm: 4.1301, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7397, loss/aux0: 1.7397 2020-10-21 22:48:57,653 - mmaction - INFO - Epoch [8][280/396] lr: 1.500e-02, eta: 20:49:39, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.6156, top5_acc: 0.8341, loss_cls: 1.5599, loss: 1.5599, grad_norm: 4.1938, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7215, loss/aux0: 1.7215 2020-10-21 22:49:00,057 - mmaction - INFO - Epoch [8][280/396] lr: 1.500e-02, eta: 20:53:46, time: 1.030, data_time: 0.003, memory: 8337, top1_acc: 0.6156, top5_acc: 0.8341, loss_cls: 1.5599, loss: 1.5599, grad_norm: 4.2089, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7400, loss/aux0: 1.7400 2020-10-21 22:49:41,258 - mmaction - INFO - Epoch [8][300/396] lr: 1.500e-02, eta: 20:49:07, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.6049, top5_acc: 0.8372, loss_cls: 1.5401, loss: 1.5401, grad_norm: 4.2400, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7601, loss/aux0: 1.7601 2020-10-21 22:49:41,877 - mmaction - INFO - Epoch [8][300/396] lr: 1.500e-02, eta: 20:53:17, time: 1.053, data_time: 0.002, memory: 8337, top1_acc: 0.6049, top5_acc: 0.8372, loss_cls: 1.5401, loss: 1.5401, grad_norm: 4.2446, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7526, loss/aux0: 1.7526 2020-10-21 22:50:21,054 - mmaction - INFO - Epoch [8][320/396] lr: 1.500e-02, eta: 20:48:25, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.5956, top5_acc: 0.8331, loss_cls: 1.6002, loss: 1.6002, grad_norm: 4.1530, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7139, loss/aux0: 1.7139 2020-10-21 22:50:22,952 - mmaction - INFO - Epoch [8][320/396] lr: 1.500e-02, eta: 20:52:26, time: 1.018, data_time: 0.002, memory: 8337, top1_acc: 0.5956, top5_acc: 0.8331, loss_cls: 1.6002, loss: 1.6002, grad_norm: 4.1532, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7041, loss/aux0: 1.7041 2020-10-21 22:51:04,635 - mmaction - INFO - Epoch [8][340/396] lr: 1.500e-02, eta: 20:48:14, time: 1.162, data_time: 0.000, memory: 8337, top1_acc: 0.6073, top5_acc: 0.8383, loss_cls: 1.5494, loss: 1.5494, grad_norm: 4.2520, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7102, loss/aux0: 1.7102 2020-10-21 22:51:05,265 - mmaction - INFO - Epoch [8][340/396] lr: 1.500e-02, eta: 20:52:28, time: 1.081, data_time: 0.002, memory: 8337, top1_acc: 0.6073, top5_acc: 0.8383, loss_cls: 1.5494, loss: 1.5494, grad_norm: 4.2779, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7332, loss/aux0: 1.7332 2020-10-21 22:51:45,736 - mmaction - INFO - Epoch [8][360/396] lr: 1.500e-02, eta: 20:47:59, time: 1.081, data_time: 0.000, memory: 8337, top1_acc: 0.6023, top5_acc: 0.8302, loss_cls: 1.5608, loss: 1.5608, grad_norm: 4.2709, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7633, loss/aux0: 1.7633 2020-10-21 22:51:46,434 - mmaction - INFO - Epoch [8][360/396] lr: 1.500e-02, eta: 20:52:12, time: 1.087, data_time: 0.002, memory: 8337, top1_acc: 0.6023, top5_acc: 0.8302, loss_cls: 1.5608, loss: 1.5608, grad_norm: 4.2587, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7454, loss/aux0: 1.7454 2020-10-21 22:52:28,108 - mmaction - INFO - Epoch [8][380/396] lr: 1.500e-02, eta: 20:47:24, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.6055, top5_acc: 0.8339, loss_cls: 1.5913, loss: 1.5913, grad_norm: 4.2401, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7231, loss/aux0: 1.7231 2020-10-21 22:52:29,262 - mmaction - INFO - Epoch [8][380/396] lr: 1.500e-02, eta: 20:51:21, time: 1.023, data_time: 0.002, memory: 8337, top1_acc: 0.6055, top5_acc: 0.8339, loss_cls: 1.5913, loss: 1.5913, grad_norm: 4.2569, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7284, loss/aux0: 1.7284 2020-10-21 22:54:14,650 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-21 22:57:05,860 - mmaction - INFO - Epoch [9][20/396] lr: 1.500e-02, eta: 20:40:03, time: 1.066, data_time: 0.094, memory: 8337, top1_acc: 0.5964, top5_acc: 0.8411, loss_cls: 1.5540, loss: 1.5540, grad_norm: 4.2353, top1_acc/aux0: 0.5853, top5_acc/aux0: 0.8202, loss_cls/aux0: 1.6451, loss/aux0: 1.6451 2020-10-21 22:57:06,489 - mmaction - INFO - Epoch [9][20/396] lr: 1.500e-02, eta: 20:44:06, time: 1.065, data_time: 0.096, memory: 8337, top1_acc: 0.5964, top5_acc: 0.8411, loss_cls: 1.5540, loss: 1.5540, grad_norm: 4.2420, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6521, loss/aux0: 1.6521 2020-10-21 22:57:47,228 - mmaction - INFO - Epoch [9][40/396] lr: 1.500e-02, eta: 20:39:25, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.6065, top5_acc: 0.8354, loss_cls: 1.5469, loss: 1.5469, grad_norm: 4.1949, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7026, loss/aux0: 1.7026 2020-10-21 22:57:47,868 - mmaction - INFO - Epoch [9][40/396] lr: 1.500e-02, eta: 20:43:11, time: 0.995, data_time: 0.003, memory: 8337, top1_acc: 0.6065, top5_acc: 0.8354, loss_cls: 1.5469, loss: 1.5469, grad_norm: 4.1861, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.6936, loss/aux0: 1.6936 2020-10-21 22:58:30,164 - mmaction - INFO - Epoch [9][60/396] lr: 1.500e-02, eta: 20:38:46, time: 1.054, data_time: 0.001, memory: 8337, top1_acc: 0.6250, top5_acc: 0.8393, loss_cls: 1.4980, loss: 1.4980, grad_norm: 4.1443, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6468, loss/aux0: 1.6468 2020-10-21 22:58:30,772 - mmaction - INFO - Epoch [9][60/396] lr: 1.500e-02, eta: 20:42:43, time: 1.054, data_time: 0.002, memory: 8337, top1_acc: 0.6250, top5_acc: 0.8393, loss_cls: 1.4980, loss: 1.4980, grad_norm: 4.1452, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6494, loss/aux0: 1.6494 2020-10-21 22:59:10,791 - mmaction - INFO - Epoch [9][80/396] lr: 1.500e-02, eta: 20:38:09, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.6164, top5_acc: 0.8370, loss_cls: 1.5189, loss: 1.5189, grad_norm: 4.1954, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6763, loss/aux0: 1.6763 2020-10-21 22:59:11,400 - mmaction - INFO - Epoch [9][80/396] lr: 1.500e-02, eta: 20:41:53, time: 1.001, data_time: 0.003, memory: 8337, top1_acc: 0.6164, top5_acc: 0.8370, loss_cls: 1.5189, loss: 1.5189, grad_norm: 4.2133, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6751, loss/aux0: 1.6751 2020-10-21 22:59:52,224 - mmaction - INFO - Epoch [9][100/396] lr: 1.500e-02, eta: 20:37:37, time: 1.083, data_time: 0.000, memory: 8337, top1_acc: 0.6065, top5_acc: 0.8357, loss_cls: 1.5515, loss: 1.5515, grad_norm: 4.3474, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7019, loss/aux0: 1.7019 2020-10-21 22:59:53,990 - mmaction - INFO - Epoch [9][100/396] lr: 1.500e-02, eta: 20:41:37, time: 1.079, data_time: 0.003, memory: 8337, top1_acc: 0.6065, top5_acc: 0.8357, loss_cls: 1.5515, loss: 1.5515, grad_norm: 4.3182, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7035, loss/aux0: 1.7035 2020-10-21 23:00:34,640 - mmaction - INFO - Epoch [9][120/396] lr: 1.500e-02, eta: 20:37:12, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.6174, top5_acc: 0.8424, loss_cls: 1.4935, loss: 1.4935, grad_norm: 4.1640, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7059, loss/aux0: 1.7059 2020-10-21 23:00:36,778 - mmaction - INFO - Epoch [9][120/396] lr: 1.500e-02, eta: 20:41:07, time: 1.063, data_time: 0.002, memory: 8337, top1_acc: 0.6174, top5_acc: 0.8424, loss_cls: 1.4935, loss: 1.4935, grad_norm: 4.2150, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7073, loss/aux0: 1.7073 2020-10-21 23:01:19,176 - mmaction - INFO - Epoch [9][140/396] lr: 1.500e-02, eta: 20:37:06, time: 1.139, data_time: 0.000, memory: 8337, top1_acc: 0.6185, top5_acc: 0.8578, loss_cls: 1.4695, loss: 1.4695, grad_norm: 4.2277, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6509, loss/aux0: 1.6509 2020-10-21 23:01:20,879 - mmaction - INFO - Epoch [9][140/396] lr: 1.500e-02, eta: 20:41:03, time: 1.081, data_time: 0.003, memory: 8337, top1_acc: 0.6185, top5_acc: 0.8578, loss_cls: 1.4695, loss: 1.4695, grad_norm: 4.2371, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6559, loss/aux0: 1.6559 2020-10-21 23:01:58,491 - mmaction - INFO - Epoch [9][160/396] lr: 1.500e-02, eta: 20:36:22, time: 0.952, data_time: 0.000, memory: 8337, top1_acc: 0.6068, top5_acc: 0.8318, loss_cls: 1.5654, loss: 1.5654, grad_norm: 4.2576, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6568, loss/aux0: 1.6568 2020-10-21 23:02:00,565 - mmaction - INFO - Epoch [9][160/396] lr: 1.500e-02, eta: 20:39:46, time: 0.933, data_time: 0.002, memory: 8337, top1_acc: 0.6068, top5_acc: 0.8318, loss_cls: 1.5654, loss: 1.5654, grad_norm: 4.2378, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6425, loss/aux0: 1.6425 2020-10-21 23:02:41,373 - mmaction - INFO - Epoch [9][180/396] lr: 1.500e-02, eta: 20:35:37, time: 1.093, data_time: 0.000, memory: 8337, top1_acc: 0.6065, top5_acc: 0.8437, loss_cls: 1.5249, loss: 1.5249, grad_norm: 4.2813, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6933, loss/aux0: 1.6933 2020-10-21 23:02:43,351 - mmaction - INFO - Epoch [9][180/396] lr: 1.500e-02, eta: 20:39:26, time: 1.057, data_time: 0.003, memory: 8337, top1_acc: 0.6065, top5_acc: 0.8437, loss_cls: 1.5249, loss: 1.5249, grad_norm: 4.2662, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7016, loss/aux0: 1.7016 2020-10-21 23:03:23,047 - mmaction - INFO - Epoch [9][200/396] lr: 1.500e-02, eta: 20:35:15, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.6128, top5_acc: 0.8328, loss_cls: 1.5614, loss: 1.5614, grad_norm: 4.3489, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6768, loss/aux0: 1.6768 2020-10-21 23:03:23,656 - mmaction - INFO - Epoch [9][200/396] lr: 1.500e-02, eta: 20:39:05, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.6128, top5_acc: 0.8328, loss_cls: 1.5614, loss: 1.5614, grad_norm: 4.3210, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6767, loss/aux0: 1.6767 2020-10-21 23:04:02,236 - mmaction - INFO - Epoch [9][220/396] lr: 1.500e-02, eta: 20:34:48, time: 1.042, data_time: 0.000, memory: 8337, top1_acc: 0.6078, top5_acc: 0.8219, loss_cls: 1.5729, loss: 1.5729, grad_norm: 4.2904, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7585, loss/aux0: 1.7585 2020-10-21 23:04:04,467 - mmaction - INFO - Epoch [9][220/396] lr: 1.500e-02, eta: 20:38:28, time: 1.029, data_time: 0.001, memory: 8337, top1_acc: 0.6078, top5_acc: 0.8219, loss_cls: 1.5729, loss: 1.5729, grad_norm: 4.2789, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7552, loss/aux0: 1.7552 2020-10-21 23:04:43,066 - mmaction - INFO - Epoch [9][240/396] lr: 1.500e-02, eta: 20:34:03, time: 0.997, data_time: 0.032, memory: 8337, top1_acc: 0.6203, top5_acc: 0.8419, loss_cls: 1.5061, loss: 1.5061, grad_norm: 4.0833, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6635, loss/aux0: 1.6635 2020-10-21 23:04:45,706 - mmaction - INFO - Epoch [9][240/396] lr: 1.500e-02, eta: 20:37:43, time: 1.036, data_time: 0.039, memory: 8337, top1_acc: 0.6203, top5_acc: 0.8419, loss_cls: 1.5061, loss: 1.5061, grad_norm: 4.0592, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6486, loss/aux0: 1.6486 2020-10-21 23:05:24,529 - mmaction - INFO - Epoch [9][260/396] lr: 1.500e-02, eta: 20:33:22, time: 1.011, data_time: 0.097, memory: 8337, top1_acc: 0.6078, top5_acc: 0.8344, loss_cls: 1.5563, loss: 1.5563, grad_norm: 4.2082, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6642, loss/aux0: 1.6642 2020-10-21 23:05:26,067 - mmaction - INFO - Epoch [9][260/396] lr: 1.500e-02, eta: 20:36:52, time: 0.993, data_time: 0.099, memory: 8337, top1_acc: 0.6078, top5_acc: 0.8344, loss_cls: 1.5563, loss: 1.5563, grad_norm: 4.1925, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6776, loss/aux0: 1.6776 2020-10-21 23:06:06,170 - mmaction - INFO - Epoch [9][280/396] lr: 1.500e-02, eta: 20:32:40, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.6177, top5_acc: 0.8437, loss_cls: 1.5084, loss: 1.5084, grad_norm: 4.3054, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6677, loss/aux0: 1.6677 2020-10-21 23:06:08,370 - mmaction - INFO - Epoch [9][280/396] lr: 1.500e-02, eta: 20:36:33, time: 1.111, data_time: 0.001, memory: 8337, top1_acc: 0.6177, top5_acc: 0.8437, loss_cls: 1.5084, loss: 1.5084, grad_norm: 4.3047, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6672, loss/aux0: 1.6672 2020-10-21 23:06:47,148 - mmaction - INFO - Epoch [9][300/396] lr: 1.500e-02, eta: 20:32:15, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.6151, top5_acc: 0.8440, loss_cls: 1.5122, loss: 1.5122, grad_norm: 4.1627, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6626, loss/aux0: 1.6626 2020-10-21 23:06:49,248 - mmaction - INFO - Epoch [9][300/396] lr: 1.500e-02, eta: 20:35:53, time: 1.047, data_time: 0.002, memory: 8337, top1_acc: 0.6151, top5_acc: 0.8440, loss_cls: 1.5122, loss: 1.5122, grad_norm: 4.1608, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6650, loss/aux0: 1.6650 2020-10-21 23:07:29,882 - mmaction - INFO - Epoch [9][320/396] lr: 1.500e-02, eta: 20:31:52, time: 1.088, data_time: 0.000, memory: 8337, top1_acc: 0.6008, top5_acc: 0.8432, loss_cls: 1.5413, loss: 1.5413, grad_norm: 4.2798, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7145, loss/aux0: 1.7145 2020-10-21 23:07:31,252 - mmaction - INFO - Epoch [9][320/396] lr: 1.500e-02, eta: 20:35:34, time: 1.072, data_time: 0.003, memory: 8337, top1_acc: 0.6008, top5_acc: 0.8432, loss_cls: 1.5413, loss: 1.5413, grad_norm: 4.2694, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7165, loss/aux0: 1.7165 2020-10-21 23:08:11,393 - mmaction - INFO - Epoch [9][340/396] lr: 1.500e-02, eta: 20:31:14, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.5995, top5_acc: 0.8336, loss_cls: 1.5723, loss: 1.5723, grad_norm: 4.2894, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6753, loss/aux0: 1.6753 2020-10-21 23:08:13,238 - mmaction - INFO - Epoch [9][340/396] lr: 1.500e-02, eta: 20:34:51, time: 1.054, data_time: 0.003, memory: 8337, top1_acc: 0.5995, top5_acc: 0.8336, loss_cls: 1.5723, loss: 1.5723, grad_norm: 4.2905, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6810, loss/aux0: 1.6810 2020-10-21 23:08:51,667 - mmaction - INFO - Epoch [9][360/396] lr: 1.500e-02, eta: 20:30:49, time: 1.070, data_time: 0.000, memory: 8337, top1_acc: 0.6057, top5_acc: 0.8370, loss_cls: 1.5577, loss: 1.5577, grad_norm: 4.1552, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6750, loss/aux0: 1.6750 2020-10-21 23:08:52,792 - mmaction - INFO - Epoch [9][360/396] lr: 1.500e-02, eta: 20:34:25, time: 1.058, data_time: 0.001, memory: 8337, top1_acc: 0.6057, top5_acc: 0.8370, loss_cls: 1.5577, loss: 1.5577, grad_norm: 4.1418, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6568, loss/aux0: 1.6568 2020-10-21 23:09:34,067 - mmaction - INFO - Epoch [9][380/396] lr: 1.500e-02, eta: 20:30:29, time: 1.093, data_time: 0.000, memory: 8337, top1_acc: 0.6076, top5_acc: 0.8393, loss_cls: 1.5350, loss: 1.5350, grad_norm: 4.2018, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7208, loss/aux0: 1.7208 2020-10-21 23:09:36,157 - mmaction - INFO - Epoch [9][380/396] lr: 1.500e-02, eta: 20:34:15, time: 1.113, data_time: 0.003, memory: 8337, top1_acc: 0.6076, top5_acc: 0.8393, loss_cls: 1.5350, loss: 1.5350, grad_norm: 4.2003, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7324, loss/aux0: 1.7324 2020-10-21 23:11:22,280 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-10-21 23:14:18,414 - mmaction - INFO - Epoch [10][20/396] lr: 1.500e-02, eta: 20:24:05, time: 1.028, data_time: 0.107, memory: 8337, top1_acc: 0.6245, top5_acc: 0.8469, loss_cls: 1.4604, loss: 1.4604, grad_norm: 4.1358, top1_acc/aux0: 0.5811, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6488, loss/aux0: 1.6488 2020-10-21 23:14:19,424 - mmaction - INFO - Epoch [10][20/396] lr: 1.500e-02, eta: 20:27:36, time: 1.048, data_time: 0.108, memory: 8337, top1_acc: 0.6245, top5_acc: 0.8469, loss_cls: 1.4604, loss: 1.4604, grad_norm: 4.1404, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6412, loss/aux0: 1.6412 2020-10-21 23:15:00,909 - mmaction - INFO - Epoch [10][40/396] lr: 1.500e-02, eta: 20:23:41, time: 1.077, data_time: 0.221, memory: 8337, top1_acc: 0.6232, top5_acc: 0.8469, loss_cls: 1.4613, loss: 1.4613, grad_norm: 4.3173, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6665, loss/aux0: 1.6665 2020-10-21 23:15:01,503 - mmaction - INFO - Epoch [10][40/396] lr: 1.500e-02, eta: 20:27:16, time: 1.077, data_time: 0.223, memory: 8337, top1_acc: 0.6232, top5_acc: 0.8469, loss_cls: 1.4613, loss: 1.4613, grad_norm: 4.3137, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6732, loss/aux0: 1.6732 2020-10-21 23:15:42,707 - mmaction - INFO - Epoch [10][60/396] lr: 1.500e-02, eta: 20:23:32, time: 1.121, data_time: 0.023, memory: 8337, top1_acc: 0.6182, top5_acc: 0.8409, loss_cls: 1.5151, loss: 1.5151, grad_norm: 4.1232, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6211, loss/aux0: 1.6211 2020-10-21 23:15:43,355 - mmaction - INFO - Epoch [10][60/396] lr: 1.500e-02, eta: 20:27:15, time: 1.123, data_time: 0.026, memory: 8337, top1_acc: 0.6182, top5_acc: 0.8409, loss_cls: 1.5151, loss: 1.5151, grad_norm: 4.1318, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6147, loss/aux0: 1.6147 2020-10-21 23:16:24,631 - mmaction - INFO - Epoch [10][80/396] lr: 1.500e-02, eta: 20:23:11, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.6221, top5_acc: 0.8424, loss_cls: 1.4878, loss: 1.4878, grad_norm: 4.0736, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6681, loss/aux0: 1.6681 2020-10-21 23:16:25,259 - mmaction - INFO - Epoch [10][80/396] lr: 1.500e-02, eta: 20:26:32, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.6221, top5_acc: 0.8424, loss_cls: 1.4878, loss: 1.4878, grad_norm: 4.0610, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6763, loss/aux0: 1.6763 2020-10-21 23:17:06,349 - mmaction - INFO - Epoch [10][100/396] lr: 1.500e-02, eta: 20:22:41, time: 1.079, data_time: 0.000, memory: 8337, top1_acc: 0.6240, top5_acc: 0.8461, loss_cls: 1.4684, loss: 1.4684, grad_norm: 4.1812, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6564, loss/aux0: 1.6564 2020-10-21 23:17:06,991 - mmaction - INFO - Epoch [10][100/396] lr: 1.500e-02, eta: 20:26:13, time: 1.080, data_time: 0.002, memory: 8337, top1_acc: 0.6240, top5_acc: 0.8461, loss_cls: 1.4684, loss: 1.4684, grad_norm: 4.1853, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6660, loss/aux0: 1.6660 2020-10-21 23:17:46,395 - mmaction - INFO - Epoch [10][120/396] lr: 1.500e-02, eta: 20:22:06, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.6068, top5_acc: 0.8273, loss_cls: 1.5582, loss: 1.5582, grad_norm: 4.3138, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6857, loss/aux0: 1.6857 2020-10-21 23:17:47,026 - mmaction - INFO - Epoch [10][120/396] lr: 1.500e-02, eta: 20:25:19, time: 0.991, data_time: 0.002, memory: 8337, top1_acc: 0.6068, top5_acc: 0.8273, loss_cls: 1.5582, loss: 1.5582, grad_norm: 4.2912, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6779, loss/aux0: 1.6779 2020-10-21 23:18:26,320 - mmaction - INFO - Epoch [10][140/396] lr: 1.500e-02, eta: 20:21:12, time: 0.984, data_time: 0.184, memory: 8337, top1_acc: 0.6318, top5_acc: 0.8539, loss_cls: 1.4190, loss: 1.4190, grad_norm: 4.0319, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6299, loss/aux0: 1.6299 2020-10-21 23:18:28,685 - mmaction - INFO - Epoch [10][140/396] lr: 1.500e-02, eta: 20:24:33, time: 1.034, data_time: 0.229, memory: 8337, top1_acc: 0.6318, top5_acc: 0.8539, loss_cls: 1.4190, loss: 1.4190, grad_norm: 4.0286, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6289, loss/aux0: 1.6289 2020-10-21 23:19:08,189 - mmaction - INFO - Epoch [10][160/396] lr: 1.500e-02, eta: 20:20:29, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.6237, top5_acc: 0.8534, loss_cls: 1.4833, loss: 1.4833, grad_norm: 4.1427, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6067, loss/aux0: 1.6067 2020-10-21 23:19:10,409 - mmaction - INFO - Epoch [10][160/396] lr: 1.500e-02, eta: 20:23:41, time: 0.993, data_time: 0.002, memory: 8337, top1_acc: 0.6237, top5_acc: 0.8534, loss_cls: 1.4833, loss: 1.4833, grad_norm: 4.1560, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6173, loss/aux0: 1.6173 2020-10-21 23:19:49,137 - mmaction - INFO - Epoch [10][180/396] lr: 1.500e-02, eta: 20:19:43, time: 1.022, data_time: 0.034, memory: 8337, top1_acc: 0.6169, top5_acc: 0.8430, loss_cls: 1.4898, loss: 1.4898, grad_norm: 4.2734, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7045, loss/aux0: 1.7045 2020-10-21 23:19:52,052 - mmaction - INFO - Epoch [10][180/396] lr: 1.500e-02, eta: 20:23:03, time: 1.043, data_time: 0.036, memory: 8337, top1_acc: 0.6169, top5_acc: 0.8430, loss_cls: 1.4898, loss: 1.4898, grad_norm: 4.2670, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.6921, loss/aux0: 1.6921 2020-10-21 23:20:31,211 - mmaction - INFO - Epoch [10][200/396] lr: 1.500e-02, eta: 20:19:18, time: 1.078, data_time: 0.000, memory: 8337, top1_acc: 0.6138, top5_acc: 0.8375, loss_cls: 1.5102, loss: 1.5102, grad_norm: 4.2206, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6382, loss/aux0: 1.6382 2020-10-21 23:20:32,079 - mmaction - INFO - Epoch [10][200/396] lr: 1.500e-02, eta: 20:22:31, time: 1.013, data_time: 0.003, memory: 8337, top1_acc: 0.6138, top5_acc: 0.8375, loss_cls: 1.5102, loss: 1.5102, grad_norm: 4.2167, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6472, loss/aux0: 1.6472 2020-10-21 23:21:11,716 - mmaction - INFO - Epoch [10][220/396] lr: 1.500e-02, eta: 20:18:35, time: 1.016, data_time: 0.033, memory: 8337, top1_acc: 0.6169, top5_acc: 0.8430, loss_cls: 1.4995, loss: 1.4995, grad_norm: 4.2401, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6999, loss/aux0: 1.6999 2020-10-21 23:21:12,328 - mmaction - INFO - Epoch [10][220/396] lr: 1.500e-02, eta: 20:21:47, time: 1.015, data_time: 0.035, memory: 8337, top1_acc: 0.6169, top5_acc: 0.8430, loss_cls: 1.4995, loss: 1.4995, grad_norm: 4.2245, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6799, loss/aux0: 1.6799 2020-10-21 23:21:53,697 - mmaction - INFO - Epoch [10][240/396] lr: 1.500e-02, eta: 20:18:09, time: 1.106, data_time: 0.004, memory: 8337, top1_acc: 0.6099, top5_acc: 0.8380, loss_cls: 1.5110, loss: 1.5110, grad_norm: 4.1530, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.5955, loss/aux0: 1.5955 2020-10-21 23:21:54,746 - mmaction - INFO - Epoch [10][240/396] lr: 1.500e-02, eta: 20:21:38, time: 1.110, data_time: 0.002, memory: 8337, top1_acc: 0.6099, top5_acc: 0.8380, loss_cls: 1.5110, loss: 1.5110, grad_norm: 4.1497, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.5974, loss/aux0: 1.5974 2020-10-21 23:22:38,935 - mmaction - INFO - Epoch [10][260/396] lr: 1.500e-02, eta: 20:18:08, time: 1.145, data_time: 0.000, memory: 8337, top1_acc: 0.6156, top5_acc: 0.8357, loss_cls: 1.5234, loss: 1.5234, grad_norm: 4.2137, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6648, loss/aux0: 1.6648 2020-10-21 23:22:39,596 - mmaction - INFO - Epoch [10][260/396] lr: 1.500e-02, eta: 20:21:42, time: 1.144, data_time: 0.002, memory: 8337, top1_acc: 0.6156, top5_acc: 0.8357, loss_cls: 1.5234, loss: 1.5234, grad_norm: 4.1890, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6649, loss/aux0: 1.6649 2020-10-21 23:23:18,648 - mmaction - INFO - Epoch [10][280/396] lr: 1.500e-02, eta: 20:17:27, time: 0.899, data_time: 0.000, memory: 8337, top1_acc: 0.6245, top5_acc: 0.8484, loss_cls: 1.4585, loss: 1.4585, grad_norm: 4.1254, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6901, loss/aux0: 1.6901 2020-10-21 23:23:20,178 - mmaction - INFO - Epoch [10][280/396] lr: 1.500e-02, eta: 20:20:22, time: 0.943, data_time: 0.006, memory: 8337, top1_acc: 0.6245, top5_acc: 0.8484, loss_cls: 1.4585, loss: 1.4585, grad_norm: 4.1237, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.6983, loss/aux0: 1.6983 2020-10-21 23:24:00,684 - mmaction - INFO - Epoch [10][300/396] lr: 1.500e-02, eta: 20:16:37, time: 1.053, data_time: 0.022, memory: 8337, top1_acc: 0.6263, top5_acc: 0.8367, loss_cls: 1.4889, loss: 1.4889, grad_norm: 4.1924, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6987, loss/aux0: 1.6987 2020-10-21 23:24:02,165 - mmaction - INFO - Epoch [10][300/396] lr: 1.500e-02, eta: 20:20:01, time: 1.098, data_time: 0.024, memory: 8337, top1_acc: 0.6263, top5_acc: 0.8367, loss_cls: 1.4889, loss: 1.4889, grad_norm: 4.1865, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.7027, loss/aux0: 1.7027 2020-10-21 23:24:43,937 - mmaction - INFO - Epoch [10][320/396] lr: 1.500e-02, eta: 20:16:17, time: 1.054, data_time: 0.000, memory: 8337, top1_acc: 0.6281, top5_acc: 0.8490, loss_cls: 1.4823, loss: 1.4823, grad_norm: 4.2692, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6888, loss/aux0: 1.6888 2020-10-21 23:24:45,451 - mmaction - INFO - Epoch [10][320/396] lr: 1.500e-02, eta: 20:19:31, time: 1.057, data_time: 0.003, memory: 8337, top1_acc: 0.6281, top5_acc: 0.8490, loss_cls: 1.4823, loss: 1.4823, grad_norm: 4.2743, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6880, loss/aux0: 1.6880 2020-10-21 23:25:25,906 - mmaction - INFO - Epoch [10][340/396] lr: 1.500e-02, eta: 20:15:43, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.6154, top5_acc: 0.8375, loss_cls: 1.5072, loss: 1.5072, grad_norm: 4.1908, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6313, loss/aux0: 1.6313 2020-10-21 23:25:27,428 - mmaction - INFO - Epoch [10][340/396] lr: 1.500e-02, eta: 20:18:43, time: 0.984, data_time: 0.002, memory: 8337, top1_acc: 0.6154, top5_acc: 0.8375, loss_cls: 1.5072, loss: 1.5072, grad_norm: 4.1914, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6348, loss/aux0: 1.6348 2020-10-21 23:26:07,545 - mmaction - INFO - Epoch [10][360/396] lr: 1.500e-02, eta: 20:14:50, time: 0.992, data_time: 0.000, memory: 8337, top1_acc: 0.6169, top5_acc: 0.8435, loss_cls: 1.5120, loss: 1.5120, grad_norm: 4.1251, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6511, loss/aux0: 1.6511 2020-10-21 23:26:10,506 - mmaction - INFO - Epoch [10][360/396] lr: 1.500e-02, eta: 20:17:58, time: 1.036, data_time: 0.003, memory: 8337, top1_acc: 0.6169, top5_acc: 0.8435, loss_cls: 1.5120, loss: 1.5120, grad_norm: 4.1527, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6514, loss/aux0: 1.6514 2020-10-21 23:26:53,395 - mmaction - INFO - Epoch [10][380/396] lr: 1.500e-02, eta: 20:14:37, time: 1.163, data_time: 0.000, memory: 8337, top1_acc: 0.6138, top5_acc: 0.8365, loss_cls: 1.5296, loss: 1.5296, grad_norm: 4.1713, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6282, loss/aux0: 1.6282 2020-10-21 23:26:55,904 - mmaction - INFO - Epoch [10][380/396] lr: 1.500e-02, eta: 20:18:11, time: 1.183, data_time: 0.002, memory: 8337, top1_acc: 0.6138, top5_acc: 0.8365, loss_cls: 1.5296, loss: 1.5296, grad_norm: 4.1260, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6101, loss/aux0: 1.6101 2020-10-21 23:28:41,632 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-10-21 23:29:55,888 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 23:29:56,020 - mmaction - INFO - top1_acc 0.7003 top5_acc 0.9026 2020-10-21 23:29:56,020 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 23:29:56,058 - mmaction - INFO - mean_acc 0.7004 2020-10-21 23:29:56,058 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-10-21 23:29:56,079 - mmaction - INFO - Epoch(val) [10][396] top1_acc: 0.7003, top5_acc: 0.9026, mean_class_accuracy: 0.7004 2020-10-21 23:32:50,087 - mmaction - INFO - Epoch [11][20/396] lr: 1.500e-02, eta: 20:09:07, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.6411, top5_acc: 0.8612, loss_cls: 1.4084, loss: 1.4084, grad_norm: 4.0485, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8369, loss_cls/aux0: 1.5414, loss/aux0: 1.5414 2020-10-21 23:32:50,704 - mmaction - INFO - Epoch [11][20/396] lr: 1.500e-02, eta: 20:12:18, time: 1.063, data_time: 0.002, memory: 8337, top1_acc: 0.6411, top5_acc: 0.8612, loss_cls: 1.4084, loss: 1.4084, grad_norm: 4.0691, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5426, loss/aux0: 1.5426 2020-10-21 23:33:31,714 - mmaction - INFO - Epoch [11][40/396] lr: 1.500e-02, eta: 20:08:37, time: 1.032, data_time: 0.032, memory: 8337, top1_acc: 0.6312, top5_acc: 0.8490, loss_cls: 1.4393, loss: 1.4393, grad_norm: 4.2186, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6295, loss/aux0: 1.6295 2020-10-21 23:33:32,366 - mmaction - INFO - Epoch [11][40/396] lr: 1.500e-02, eta: 20:11:37, time: 1.013, data_time: 0.035, memory: 8337, top1_acc: 0.6312, top5_acc: 0.8490, loss_cls: 1.4393, loss: 1.4393, grad_norm: 4.2514, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6408, loss/aux0: 1.6408 2020-10-21 23:34:12,686 - mmaction - INFO - Epoch [11][60/396] lr: 1.500e-02, eta: 20:07:59, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.6479, top5_acc: 0.8565, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.1954, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6647, loss/aux0: 1.6647 2020-10-21 23:34:14,510 - mmaction - INFO - Epoch [11][60/396] lr: 1.500e-02, eta: 20:11:00, time: 1.025, data_time: 0.001, memory: 8337, top1_acc: 0.6479, top5_acc: 0.8565, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.2124, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6574, loss/aux0: 1.6574 2020-10-21 23:34:53,802 - mmaction - INFO - Epoch [11][80/396] lr: 1.500e-02, eta: 20:07:14, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.6250, top5_acc: 0.8531, loss_cls: 1.4638, loss: 1.4638, grad_norm: 4.2401, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6500, loss/aux0: 1.6500 2020-10-21 23:34:55,253 - mmaction - INFO - Epoch [11][80/396] lr: 1.500e-02, eta: 20:10:15, time: 1.032, data_time: 0.003, memory: 8337, top1_acc: 0.6250, top5_acc: 0.8531, loss_cls: 1.4638, loss: 1.4638, grad_norm: 4.2054, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6357, loss/aux0: 1.6357 2020-10-21 23:35:34,814 - mmaction - INFO - Epoch [11][100/396] lr: 1.500e-02, eta: 20:06:31, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.6333, top5_acc: 0.8482, loss_cls: 1.4568, loss: 1.4568, grad_norm: 4.0911, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5790, loss/aux0: 1.5790 2020-10-21 23:35:35,401 - mmaction - INFO - Epoch [11][100/396] lr: 1.500e-02, eta: 20:09:15, time: 0.934, data_time: 0.002, memory: 8337, top1_acc: 0.6333, top5_acc: 0.8482, loss_cls: 1.4568, loss: 1.4568, grad_norm: 4.1172, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5887, loss/aux0: 1.5887 2020-10-21 23:36:16,287 - mmaction - INFO - Epoch [11][120/396] lr: 1.500e-02, eta: 20:05:44, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.6268, top5_acc: 0.8427, loss_cls: 1.4753, loss: 1.4753, grad_norm: 3.9830, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5478, loss/aux0: 1.5478 2020-10-21 23:36:17,824 - mmaction - INFO - Epoch [11][120/396] lr: 1.500e-02, eta: 20:08:40, time: 1.011, data_time: 0.002, memory: 8337, top1_acc: 0.6268, top5_acc: 0.8427, loss_cls: 1.4753, loss: 1.4753, grad_norm: 4.0300, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5563, loss/aux0: 1.5563 2020-10-21 23:37:00,597 - mmaction - INFO - Epoch [11][140/396] lr: 1.500e-02, eta: 20:05:07, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.6188, top5_acc: 0.8401, loss_cls: 1.4939, loss: 1.4939, grad_norm: 4.1750, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6164, loss/aux0: 1.6164 2020-10-21 23:37:01,212 - mmaction - INFO - Epoch [11][140/396] lr: 1.500e-02, eta: 20:08:08, time: 1.046, data_time: 0.002, memory: 8337, top1_acc: 0.6188, top5_acc: 0.8401, loss_cls: 1.4939, loss: 1.4939, grad_norm: 4.1594, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6056, loss/aux0: 1.6056 2020-10-21 23:37:41,060 - mmaction - INFO - Epoch [11][160/396] lr: 1.500e-02, eta: 20:04:30, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.6141, top5_acc: 0.8372, loss_cls: 1.5084, loss: 1.5084, grad_norm: 4.2237, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6421, loss/aux0: 1.6421 2020-10-21 23:37:41,664 - mmaction - INFO - Epoch [11][160/396] lr: 1.500e-02, eta: 20:07:26, time: 1.018, data_time: 0.002, memory: 8337, top1_acc: 0.6141, top5_acc: 0.8372, loss_cls: 1.5084, loss: 1.5084, grad_norm: 4.2134, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6413, loss/aux0: 1.6413 2020-10-21 23:38:21,415 - mmaction - INFO - Epoch [11][180/396] lr: 1.500e-02, eta: 20:03:50, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.6232, top5_acc: 0.8518, loss_cls: 1.4626, loss: 1.4626, grad_norm: 4.1979, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6811, loss/aux0: 1.6811 2020-10-21 23:38:24,725 - mmaction - INFO - Epoch [11][180/396] lr: 1.500e-02, eta: 20:06:58, time: 1.096, data_time: 0.002, memory: 8337, top1_acc: 0.6232, top5_acc: 0.8518, loss_cls: 1.4626, loss: 1.4626, grad_norm: 4.1881, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6804, loss/aux0: 1.6804 2020-10-21 23:39:02,445 - mmaction - INFO - Epoch [11][200/396] lr: 1.500e-02, eta: 20:03:21, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.6133, top5_acc: 0.8367, loss_cls: 1.4914, loss: 1.4914, grad_norm: 4.1923, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5915, loss/aux0: 1.5915 2020-10-21 23:39:03,259 - mmaction - INFO - Epoch [11][200/396] lr: 1.500e-02, eta: 20:06:08, time: 0.979, data_time: 0.002, memory: 8337, top1_acc: 0.6133, top5_acc: 0.8367, loss_cls: 1.4914, loss: 1.4914, grad_norm: 4.1862, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5959, loss/aux0: 1.5959 2020-10-21 23:39:43,772 - mmaction - INFO - Epoch [11][220/396] lr: 1.500e-02, eta: 20:02:34, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.6224, top5_acc: 0.8539, loss_cls: 1.4515, loss: 1.4515, grad_norm: 4.1205, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5985, loss/aux0: 1.5985 2020-10-21 23:39:45,080 - mmaction - INFO - Epoch [11][220/396] lr: 1.500e-02, eta: 20:05:31, time: 1.048, data_time: 0.002, memory: 8337, top1_acc: 0.6224, top5_acc: 0.8539, loss_cls: 1.4515, loss: 1.4515, grad_norm: 4.0970, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.6026, loss/aux0: 1.6026 2020-10-21 23:40:26,023 - mmaction - INFO - Epoch [11][240/396] lr: 1.500e-02, eta: 20:02:05, time: 1.059, data_time: 0.000, memory: 8337, top1_acc: 0.6245, top5_acc: 0.8464, loss_cls: 1.4483, loss: 1.4483, grad_norm: 4.1810, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6240, loss/aux0: 1.6240 2020-10-21 23:40:26,665 - mmaction - INFO - Epoch [11][240/396] lr: 1.500e-02, eta: 20:04:55, time: 1.011, data_time: 0.002, memory: 8337, top1_acc: 0.6245, top5_acc: 0.8464, loss_cls: 1.4483, loss: 1.4483, grad_norm: 4.1851, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6228, loss/aux0: 1.6228 2020-10-21 23:41:07,064 - mmaction - INFO - Epoch [11][260/396] lr: 1.500e-02, eta: 20:01:29, time: 1.057, data_time: 0.000, memory: 8337, top1_acc: 0.6271, top5_acc: 0.8477, loss_cls: 1.4624, loss: 1.4624, grad_norm: 4.1983, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6483, loss/aux0: 1.6483 2020-10-21 23:41:07,687 - mmaction - INFO - Epoch [11][260/396] lr: 1.500e-02, eta: 20:04:20, time: 1.022, data_time: 0.002, memory: 8337, top1_acc: 0.6271, top5_acc: 0.8477, loss_cls: 1.4624, loss: 1.4624, grad_norm: 4.1878, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6473, loss/aux0: 1.6473 2020-10-21 23:41:47,177 - mmaction - INFO - Epoch [11][280/396] lr: 1.500e-02, eta: 20:00:38, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.6180, top5_acc: 0.8435, loss_cls: 1.4981, loss: 1.4981, grad_norm: 4.2506, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6125, loss/aux0: 1.6125 2020-10-21 23:41:48,949 - mmaction - INFO - Epoch [11][280/396] lr: 1.500e-02, eta: 20:03:27, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.6180, top5_acc: 0.8435, loss_cls: 1.4981, loss: 1.4981, grad_norm: 4.2714, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6150, loss/aux0: 1.6150 2020-10-21 23:42:28,982 - mmaction - INFO - Epoch [11][300/396] lr: 1.500e-02, eta: 19:59:59, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.6151, top5_acc: 0.8461, loss_cls: 1.4769, loss: 1.4769, grad_norm: 4.2803, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6634, loss/aux0: 1.6634 2020-10-21 23:42:29,625 - mmaction - INFO - Epoch [11][300/396] lr: 1.500e-02, eta: 20:02:46, time: 1.002, data_time: 0.002, memory: 8337, top1_acc: 0.6151, top5_acc: 0.8461, loss_cls: 1.4769, loss: 1.4769, grad_norm: 4.2903, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.6721, loss/aux0: 1.6721 2020-10-21 23:43:09,576 - mmaction - INFO - Epoch [11][320/396] lr: 1.500e-02, eta: 19:59:10, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.6318, top5_acc: 0.8503, loss_cls: 1.4546, loss: 1.4546, grad_norm: 4.2496, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6533, loss/aux0: 1.6533 2020-10-21 23:43:11,584 - mmaction - INFO - Epoch [11][320/396] lr: 1.500e-02, eta: 20:02:02, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.6318, top5_acc: 0.8503, loss_cls: 1.4546, loss: 1.4546, grad_norm: 4.2330, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6426, loss/aux0: 1.6426 2020-10-21 23:43:51,235 - mmaction - INFO - Epoch [11][340/396] lr: 1.500e-02, eta: 19:58:38, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.6164, top5_acc: 0.8479, loss_cls: 1.4802, loss: 1.4802, grad_norm: 4.3323, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6502, loss/aux0: 1.6502 2020-10-21 23:43:53,088 - mmaction - INFO - Epoch [11][340/396] lr: 1.500e-02, eta: 20:01:29, time: 1.042, data_time: 0.002, memory: 8337, top1_acc: 0.6164, top5_acc: 0.8479, loss_cls: 1.4802, loss: 1.4802, grad_norm: 4.3527, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6528, loss/aux0: 1.6528 2020-10-21 23:44:32,560 - mmaction - INFO - Epoch [11][360/396] lr: 1.500e-02, eta: 19:58:01, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.6091, top5_acc: 0.8409, loss_cls: 1.5071, loss: 1.5071, grad_norm: 4.1006, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6228, loss/aux0: 1.6228 2020-10-21 23:44:33,506 - mmaction - INFO - Epoch [11][360/396] lr: 1.500e-02, eta: 20:00:46, time: 1.012, data_time: 0.003, memory: 8337, top1_acc: 0.6091, top5_acc: 0.8409, loss_cls: 1.5071, loss: 1.5071, grad_norm: 4.1160, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6200, loss/aux0: 1.6200 2020-10-21 23:45:12,588 - mmaction - INFO - Epoch [11][380/396] lr: 1.500e-02, eta: 19:57:18, time: 1.009, data_time: 0.049, memory: 8337, top1_acc: 0.6195, top5_acc: 0.8359, loss_cls: 1.4960, loss: 1.4960, grad_norm: 4.1202, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5988, loss/aux0: 1.5988 2020-10-21 23:45:14,610 - mmaction - INFO - Epoch [11][380/396] lr: 1.500e-02, eta: 20:00:08, time: 1.048, data_time: 0.077, memory: 8337, top1_acc: 0.6195, top5_acc: 0.8359, loss_cls: 1.4960, loss: 1.4960, grad_norm: 4.1451, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5972, loss/aux0: 1.5972 2020-10-21 23:46:57,555 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-10-21 23:50:11,242 - mmaction - INFO - Epoch [12][20/396] lr: 1.500e-02, eta: 19:51:55, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.6422, top5_acc: 0.8523, loss_cls: 1.4264, loss: 1.4264, grad_norm: 4.1308, top1_acc/aux0: 0.5959, top5_acc/aux0: 0.8355, loss_cls/aux0: 1.5822, loss/aux0: 1.5822 2020-10-21 23:50:11,896 - mmaction - INFO - Epoch [12][20/396] lr: 1.500e-02, eta: 19:54:47, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.6422, top5_acc: 0.8523, loss_cls: 1.4264, loss: 1.4264, grad_norm: 4.1304, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5855, loss/aux0: 1.5855 2020-10-21 23:50:51,304 - mmaction - INFO - Epoch [12][40/396] lr: 1.500e-02, eta: 19:51:25, time: 1.026, data_time: 0.000, memory: 8337, top1_acc: 0.6263, top5_acc: 0.8531, loss_cls: 1.4481, loss: 1.4481, grad_norm: 4.1174, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5876, loss/aux0: 1.5876 2020-10-21 23:50:53,243 - mmaction - INFO - Epoch [12][40/396] lr: 1.500e-02, eta: 19:54:18, time: 1.084, data_time: 0.002, memory: 8337, top1_acc: 0.6263, top5_acc: 0.8531, loss_cls: 1.4481, loss: 1.4481, grad_norm: 4.1179, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5717, loss/aux0: 1.5717 2020-10-21 23:51:34,135 - mmaction - INFO - Epoch [12][60/396] lr: 1.500e-02, eta: 19:50:55, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.6260, top5_acc: 0.8534, loss_cls: 1.4324, loss: 1.4324, grad_norm: 4.2312, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6140, loss/aux0: 1.6140 2020-10-21 23:51:37,263 - mmaction - INFO - Epoch [12][60/396] lr: 1.500e-02, eta: 19:53:49, time: 1.087, data_time: 0.003, memory: 8337, top1_acc: 0.6260, top5_acc: 0.8534, loss_cls: 1.4324, loss: 1.4324, grad_norm: 4.1948, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6229, loss/aux0: 1.6229 2020-10-21 23:52:15,806 - mmaction - INFO - Epoch [12][80/396] lr: 1.500e-02, eta: 19:50:34, time: 1.064, data_time: 0.000, memory: 8337, top1_acc: 0.6354, top5_acc: 0.8409, loss_cls: 1.4419, loss: 1.4419, grad_norm: 4.0935, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5913, loss/aux0: 1.5913 2020-10-21 23:52:18,171 - mmaction - INFO - Epoch [12][80/396] lr: 1.500e-02, eta: 19:53:19, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.6354, top5_acc: 0.8409, loss_cls: 1.4419, loss: 1.4419, grad_norm: 4.0693, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6020, loss/aux0: 1.6020 2020-10-21 23:52:56,765 - mmaction - INFO - Epoch [12][100/396] lr: 1.500e-02, eta: 19:50:03, time: 1.055, data_time: 0.018, memory: 8337, top1_acc: 0.6289, top5_acc: 0.8526, loss_cls: 1.4318, loss: 1.4318, grad_norm: 4.0892, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5741, loss/aux0: 1.5741 2020-10-21 23:52:59,171 - mmaction - INFO - Epoch [12][100/396] lr: 1.500e-02, eta: 19:52:52, time: 1.070, data_time: 0.019, memory: 8337, top1_acc: 0.6289, top5_acc: 0.8526, loss_cls: 1.4318, loss: 1.4318, grad_norm: 4.1201, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5720, loss/aux0: 1.5720 2020-10-21 23:53:41,564 - mmaction - INFO - Epoch [12][120/396] lr: 1.500e-02, eta: 19:49:42, time: 1.087, data_time: 0.446, memory: 8337, top1_acc: 0.6406, top5_acc: 0.8581, loss_cls: 1.4009, loss: 1.4009, grad_norm: 4.0920, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6219, loss/aux0: 1.6219 2020-10-21 23:53:42,179 - mmaction - INFO - Epoch [12][120/396] lr: 1.500e-02, eta: 19:52:30, time: 1.070, data_time: 0.448, memory: 8337, top1_acc: 0.6406, top5_acc: 0.8581, loss_cls: 1.4009, loss: 1.4009, grad_norm: 4.1154, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6226, loss/aux0: 1.6226 2020-10-21 23:54:21,199 - mmaction - INFO - Epoch [12][140/396] lr: 1.500e-02, eta: 19:49:05, time: 0.983, data_time: 0.062, memory: 8337, top1_acc: 0.6380, top5_acc: 0.8518, loss_cls: 1.3998, loss: 1.3998, grad_norm: 4.1666, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5737, loss/aux0: 1.5737 2020-10-21 23:54:23,321 - mmaction - INFO - Epoch [12][140/396] lr: 1.500e-02, eta: 19:51:46, time: 1.031, data_time: 0.065, memory: 8337, top1_acc: 0.6380, top5_acc: 0.8518, loss_cls: 1.3998, loss: 1.3998, grad_norm: 4.1841, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5796, loss/aux0: 1.5796 2020-10-21 23:55:03,557 - mmaction - INFO - Epoch [12][160/396] lr: 1.500e-02, eta: 19:48:24, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.6458, top5_acc: 0.8510, loss_cls: 1.4221, loss: 1.4221, grad_norm: 4.1071, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5516, loss/aux0: 1.5516 2020-10-21 23:55:05,465 - mmaction - INFO - Epoch [12][160/396] lr: 1.500e-02, eta: 19:51:11, time: 1.069, data_time: 0.002, memory: 8337, top1_acc: 0.6458, top5_acc: 0.8510, loss_cls: 1.4221, loss: 1.4221, grad_norm: 4.1359, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5420, loss/aux0: 1.5420 2020-10-21 23:55:45,806 - mmaction - INFO - Epoch [12][180/396] lr: 1.500e-02, eta: 19:48:00, time: 1.066, data_time: 0.000, memory: 8337, top1_acc: 0.6339, top5_acc: 0.8573, loss_cls: 1.4311, loss: 1.4311, grad_norm: 4.1899, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6041, loss/aux0: 1.6041 2020-10-21 23:55:47,746 - mmaction - INFO - Epoch [12][180/396] lr: 1.500e-02, eta: 19:50:50, time: 1.100, data_time: 0.002, memory: 8337, top1_acc: 0.6339, top5_acc: 0.8573, loss_cls: 1.4311, loss: 1.4311, grad_norm: 4.1757, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6010, loss/aux0: 1.6010 2020-10-21 23:56:25,763 - mmaction - INFO - Epoch [12][200/396] lr: 1.500e-02, eta: 19:47:30, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.6378, top5_acc: 0.8471, loss_cls: 1.4295, loss: 1.4295, grad_norm: 4.1526, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6258, loss/aux0: 1.6258 2020-10-21 23:56:28,075 - mmaction - INFO - Epoch [12][200/396] lr: 1.500e-02, eta: 19:50:06, time: 1.014, data_time: 0.002, memory: 8337, top1_acc: 0.6378, top5_acc: 0.8471, loss_cls: 1.4295, loss: 1.4295, grad_norm: 4.1459, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6242, loss/aux0: 1.6242 2020-10-21 23:57:07,765 - mmaction - INFO - Epoch [12][220/396] lr: 1.500e-02, eta: 19:46:51, time: 1.032, data_time: 0.216, memory: 8337, top1_acc: 0.6318, top5_acc: 0.8456, loss_cls: 1.4340, loss: 1.4340, grad_norm: 4.1714, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5961, loss/aux0: 1.5961 2020-10-21 23:57:08,423 - mmaction - INFO - Epoch [12][220/396] lr: 1.500e-02, eta: 19:49:30, time: 1.035, data_time: 0.219, memory: 8337, top1_acc: 0.6318, top5_acc: 0.8456, loss_cls: 1.4340, loss: 1.4340, grad_norm: 4.1806, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.6059, loss/aux0: 1.6059 2020-10-21 23:57:48,765 - mmaction - INFO - Epoch [12][240/396] lr: 1.500e-02, eta: 19:46:12, time: 1.010, data_time: 0.164, memory: 8337, top1_acc: 0.6383, top5_acc: 0.8448, loss_cls: 1.4488, loss: 1.4488, grad_norm: 4.1253, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5805, loss/aux0: 1.5805 2020-10-21 23:57:50,481 - mmaction - INFO - Epoch [12][240/396] lr: 1.500e-02, eta: 19:48:55, time: 1.065, data_time: 0.166, memory: 8337, top1_acc: 0.6383, top5_acc: 0.8448, loss_cls: 1.4488, loss: 1.4488, grad_norm: 4.1106, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5770, loss/aux0: 1.5770 2020-10-21 23:58:31,387 - mmaction - INFO - Epoch [12][260/396] lr: 1.500e-02, eta: 19:45:41, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.6365, top5_acc: 0.8466, loss_cls: 1.4724, loss: 1.4724, grad_norm: 4.2121, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6371, loss/aux0: 1.6371 2020-10-21 23:58:33,062 - mmaction - INFO - Epoch [12][260/396] lr: 1.500e-02, eta: 19:48:20, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.6365, top5_acc: 0.8466, loss_cls: 1.4724, loss: 1.4724, grad_norm: 4.2174, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6325, loss/aux0: 1.6325 2020-10-21 23:59:14,004 - mmaction - INFO - Epoch [12][280/396] lr: 1.500e-02, eta: 19:45:03, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.6328, top5_acc: 0.8464, loss_cls: 1.4455, loss: 1.4455, grad_norm: 4.0304, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5360, loss/aux0: 1.5360 2020-10-21 23:59:14,620 - mmaction - INFO - Epoch [12][280/396] lr: 1.500e-02, eta: 19:47:34, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.6328, top5_acc: 0.8464, loss_cls: 1.4455, loss: 1.4455, grad_norm: 4.0264, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5309, loss/aux0: 1.5309 2020-10-21 23:59:56,113 - mmaction - INFO - Epoch [12][300/396] lr: 1.500e-02, eta: 19:44:28, time: 1.070, data_time: 0.000, memory: 8337, top1_acc: 0.6398, top5_acc: 0.8578, loss_cls: 1.4269, loss: 1.4269, grad_norm: 4.2134, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6662, loss/aux0: 1.6662 2020-10-21 23:59:56,744 - mmaction - INFO - Epoch [12][300/396] lr: 1.500e-02, eta: 19:47:09, time: 1.073, data_time: 0.002, memory: 8337, top1_acc: 0.6398, top5_acc: 0.8578, loss_cls: 1.4269, loss: 1.4269, grad_norm: 4.2069, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6806, loss/aux0: 1.6806 2020-10-22 00:00:42,651 - mmaction - INFO - Epoch [12][320/396] lr: 1.500e-02, eta: 19:44:10, time: 1.110, data_time: 0.000, memory: 8337, top1_acc: 0.6247, top5_acc: 0.8508, loss_cls: 1.4566, loss: 1.4566, grad_norm: 4.2455, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5787, loss/aux0: 1.5787 2020-10-22 00:00:43,747 - mmaction - INFO - Epoch [12][320/396] lr: 1.500e-02, eta: 19:46:55, time: 1.103, data_time: 0.008, memory: 8337, top1_acc: 0.6247, top5_acc: 0.8508, loss_cls: 1.4566, loss: 1.4566, grad_norm: 4.2228, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5624, loss/aux0: 1.5624 2020-10-22 00:01:22,422 - mmaction - INFO - Epoch [12][340/396] lr: 1.500e-02, eta: 19:43:47, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.6286, top5_acc: 0.8547, loss_cls: 1.4509, loss: 1.4509, grad_norm: 4.1421, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.5895, loss/aux0: 1.5895 2020-10-22 00:01:23,055 - mmaction - INFO - Epoch [12][340/396] lr: 1.500e-02, eta: 19:46:16, time: 1.000, data_time: 0.003, memory: 8337, top1_acc: 0.6286, top5_acc: 0.8547, loss_cls: 1.4509, loss: 1.4509, grad_norm: 4.1434, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6055, loss/aux0: 1.6055 2020-10-22 00:02:04,822 - mmaction - INFO - Epoch [12][360/396] lr: 1.500e-02, eta: 19:43:13, time: 1.079, data_time: 0.000, memory: 8337, top1_acc: 0.6180, top5_acc: 0.8497, loss_cls: 1.4721, loss: 1.4721, grad_norm: 4.2009, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6088, loss/aux0: 1.6088 2020-10-22 00:02:05,453 - mmaction - INFO - Epoch [12][360/396] lr: 1.500e-02, eta: 19:45:47, time: 1.042, data_time: 0.003, memory: 8337, top1_acc: 0.6180, top5_acc: 0.8497, loss_cls: 1.4721, loss: 1.4721, grad_norm: 4.2160, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6075, loss/aux0: 1.6075 2020-10-22 00:02:45,406 - mmaction - INFO - Epoch [12][380/396] lr: 1.500e-02, eta: 19:42:41, time: 1.052, data_time: 0.000, memory: 8337, top1_acc: 0.6320, top5_acc: 0.8422, loss_cls: 1.4500, loss: 1.4500, grad_norm: 4.1580, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5672, loss/aux0: 1.5672 2020-10-22 00:02:47,019 - mmaction - INFO - Epoch [12][380/396] lr: 1.500e-02, eta: 19:45:18, time: 1.064, data_time: 0.003, memory: 8337, top1_acc: 0.6320, top5_acc: 0.8422, loss_cls: 1.4500, loss: 1.4500, grad_norm: 4.1607, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5645, loss/aux0: 1.5645 2020-10-22 00:04:47,137 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-10-22 00:07:41,735 - mmaction - INFO - Epoch [13][20/396] lr: 1.500e-02, eta: 19:37:43, time: 1.059, data_time: 0.000, memory: 8337, top1_acc: 0.6510, top5_acc: 0.8646, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.1611, top1_acc/aux0: 0.6017, top5_acc/aux0: 0.8314, loss_cls/aux0: 1.5846, loss/aux0: 1.5846 2020-10-22 00:07:42,343 - mmaction - INFO - Epoch [13][20/396] lr: 1.500e-02, eta: 19:40:18, time: 1.060, data_time: 0.002, memory: 8337, top1_acc: 0.6510, top5_acc: 0.8646, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.1876, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5906, loss/aux0: 1.5906 2020-10-22 00:08:24,526 - mmaction - INFO - Epoch [13][40/396] lr: 1.500e-02, eta: 19:37:16, time: 1.060, data_time: 0.000, memory: 8337, top1_acc: 0.6318, top5_acc: 0.8578, loss_cls: 1.4371, loss: 1.4371, grad_norm: 4.1433, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5857, loss/aux0: 1.5857 2020-10-22 00:08:25,137 - mmaction - INFO - Epoch [13][40/396] lr: 1.500e-02, eta: 19:39:50, time: 1.061, data_time: 0.002, memory: 8337, top1_acc: 0.6318, top5_acc: 0.8578, loss_cls: 1.4371, loss: 1.4371, grad_norm: 4.1598, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5778, loss/aux0: 1.5778 2020-10-22 00:09:06,358 - mmaction - INFO - Epoch [13][60/396] lr: 1.500e-02, eta: 19:36:47, time: 1.054, data_time: 0.000, memory: 8337, top1_acc: 0.6440, top5_acc: 0.8589, loss_cls: 1.3952, loss: 1.3952, grad_norm: 4.1095, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5412, loss/aux0: 1.5412 2020-10-22 00:09:06,978 - mmaction - INFO - Epoch [13][60/396] lr: 1.500e-02, eta: 19:39:20, time: 1.057, data_time: 0.002, memory: 8337, top1_acc: 0.6440, top5_acc: 0.8589, loss_cls: 1.3952, loss: 1.3952, grad_norm: 4.1146, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5408, loss/aux0: 1.5408 2020-10-22 00:09:45,127 - mmaction - INFO - Epoch [13][80/396] lr: 1.500e-02, eta: 19:36:11, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.6383, top5_acc: 0.8487, loss_cls: 1.4213, loss: 1.4213, grad_norm: 4.1097, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5655, loss/aux0: 1.5655 2020-10-22 00:09:47,840 - mmaction - INFO - Epoch [13][80/396] lr: 1.500e-02, eta: 19:38:42, time: 1.046, data_time: 0.004, memory: 8337, top1_acc: 0.6383, top5_acc: 0.8487, loss_cls: 1.4213, loss: 1.4213, grad_norm: 4.0951, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5570, loss/aux0: 1.5570 2020-10-22 00:10:26,866 - mmaction - INFO - Epoch [13][100/396] lr: 1.500e-02, eta: 19:35:38, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.6503, top5_acc: 0.8487, loss_cls: 1.3967, loss: 1.3967, grad_norm: 4.0977, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5570, loss/aux0: 1.5570 2020-10-22 00:10:27,588 - mmaction - INFO - Epoch [13][100/396] lr: 1.500e-02, eta: 19:37:59, time: 0.985, data_time: 0.003, memory: 8337, top1_acc: 0.6503, top5_acc: 0.8487, loss_cls: 1.3967, loss: 1.3967, grad_norm: 4.1072, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5699, loss/aux0: 1.5699 2020-10-22 00:11:07,415 - mmaction - INFO - Epoch [13][120/396] lr: 1.500e-02, eta: 19:34:44, time: 0.949, data_time: 0.000, memory: 8337, top1_acc: 0.6388, top5_acc: 0.8573, loss_cls: 1.4129, loss: 1.4129, grad_norm: 4.1797, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6003, loss/aux0: 1.6003 2020-10-22 00:11:09,487 - mmaction - INFO - Epoch [13][120/396] lr: 1.500e-02, eta: 19:37:09, time: 1.019, data_time: 0.060, memory: 8337, top1_acc: 0.6388, top5_acc: 0.8573, loss_cls: 1.4129, loss: 1.4129, grad_norm: 4.1557, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.5950, loss/aux0: 1.5950 2020-10-22 00:11:50,618 - mmaction - INFO - Epoch [13][140/396] lr: 1.500e-02, eta: 19:34:12, time: 1.073, data_time: 0.127, memory: 8337, top1_acc: 0.6417, top5_acc: 0.8560, loss_cls: 1.3907, loss: 1.3907, grad_norm: 4.1529, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5989, loss/aux0: 1.5989 2020-10-22 00:11:53,295 - mmaction - INFO - Epoch [13][140/396] lr: 1.500e-02, eta: 19:36:48, time: 1.102, data_time: 0.140, memory: 8337, top1_acc: 0.6417, top5_acc: 0.8560, loss_cls: 1.3907, loss: 1.3907, grad_norm: 4.1528, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5974, loss/aux0: 1.5974 2020-10-22 00:12:33,010 - mmaction - INFO - Epoch [13][160/396] lr: 1.500e-02, eta: 19:33:42, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.6385, top5_acc: 0.8578, loss_cls: 1.4212, loss: 1.4212, grad_norm: 4.2230, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5661, loss/aux0: 1.5661 2020-10-22 00:12:35,027 - mmaction - INFO - Epoch [13][160/396] lr: 1.500e-02, eta: 19:36:01, time: 0.978, data_time: 0.002, memory: 8337, top1_acc: 0.6385, top5_acc: 0.8578, loss_cls: 1.4212, loss: 1.4212, grad_norm: 4.2278, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5724, loss/aux0: 1.5724 2020-10-22 00:13:14,372 - mmaction - INFO - Epoch [13][180/396] lr: 1.500e-02, eta: 19:32:51, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.6406, top5_acc: 0.8547, loss_cls: 1.3814, loss: 1.3814, grad_norm: 4.1057, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5510, loss/aux0: 1.5510 2020-10-22 00:13:16,510 - mmaction - INFO - Epoch [13][180/396] lr: 1.500e-02, eta: 19:35:08, time: 0.980, data_time: 0.003, memory: 8337, top1_acc: 0.6406, top5_acc: 0.8547, loss_cls: 1.3814, loss: 1.3814, grad_norm: 4.0786, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5476, loss/aux0: 1.5476 2020-10-22 00:13:55,694 - mmaction - INFO - Epoch [13][200/396] lr: 1.500e-02, eta: 19:32:09, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.6549, top5_acc: 0.8589, loss_cls: 1.3885, loss: 1.3885, grad_norm: 4.1878, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5633, loss/aux0: 1.5633 2020-10-22 00:13:57,009 - mmaction - INFO - Epoch [13][200/396] lr: 1.500e-02, eta: 19:34:37, time: 1.056, data_time: 0.003, memory: 8337, top1_acc: 0.6549, top5_acc: 0.8589, loss_cls: 1.3885, loss: 1.3885, grad_norm: 4.1599, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5623, loss/aux0: 1.5623 2020-10-22 00:14:37,492 - mmaction - INFO - Epoch [13][220/396] lr: 1.500e-02, eta: 19:31:30, time: 0.987, data_time: 0.000, memory: 8337, top1_acc: 0.6404, top5_acc: 0.8638, loss_cls: 1.3945, loss: 1.3945, grad_norm: 4.1299, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5794, loss/aux0: 1.5794 2020-10-22 00:14:38,884 - mmaction - INFO - Epoch [13][220/396] lr: 1.500e-02, eta: 19:33:53, time: 1.028, data_time: 0.003, memory: 8337, top1_acc: 0.6404, top5_acc: 0.8638, loss_cls: 1.3945, loss: 1.3945, grad_norm: 4.1502, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5824, loss/aux0: 1.5824 2020-10-22 00:15:19,774 - mmaction - INFO - Epoch [13][240/396] lr: 1.500e-02, eta: 19:31:02, time: 1.092, data_time: 0.000, memory: 8337, top1_acc: 0.6310, top5_acc: 0.8466, loss_cls: 1.4456, loss: 1.4456, grad_norm: 4.2174, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5283, loss/aux0: 1.5283 2020-10-22 00:15:21,897 - mmaction - INFO - Epoch [13][240/396] lr: 1.500e-02, eta: 19:33:23, time: 1.013, data_time: 0.003, memory: 8337, top1_acc: 0.6310, top5_acc: 0.8466, loss_cls: 1.4456, loss: 1.4456, grad_norm: 4.2241, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5333, loss/aux0: 1.5333 2020-10-22 00:16:00,012 - mmaction - INFO - Epoch [13][260/396] lr: 1.500e-02, eta: 19:30:18, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.6409, top5_acc: 0.8557, loss_cls: 1.4025, loss: 1.4025, grad_norm: 4.1150, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5428, loss/aux0: 1.5428 2020-10-22 00:16:03,005 - mmaction - INFO - Epoch [13][260/396] lr: 1.500e-02, eta: 19:32:46, time: 1.067, data_time: 0.003, memory: 8337, top1_acc: 0.6409, top5_acc: 0.8557, loss_cls: 1.4025, loss: 1.4025, grad_norm: 4.1172, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5263, loss/aux0: 1.5263 2020-10-22 00:16:42,834 - mmaction - INFO - Epoch [13][280/396] lr: 1.500e-02, eta: 19:29:47, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.6464, top5_acc: 0.8549, loss_cls: 1.3981, loss: 1.3981, grad_norm: 4.1385, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5681, loss/aux0: 1.5681 2020-10-22 00:16:43,574 - mmaction - INFO - Epoch [13][280/396] lr: 1.500e-02, eta: 19:32:07, time: 1.015, data_time: 0.002, memory: 8337, top1_acc: 0.6464, top5_acc: 0.8549, loss_cls: 1.3981, loss: 1.3981, grad_norm: 4.1267, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5772, loss/aux0: 1.5772 2020-10-22 00:17:23,670 - mmaction - INFO - Epoch [13][300/396] lr: 1.500e-02, eta: 19:29:09, time: 1.035, data_time: 0.002, memory: 8337, top1_acc: 0.6349, top5_acc: 0.8531, loss_cls: 1.4074, loss: 1.4074, grad_norm: 4.2300, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5311, loss/aux0: 1.5311 2020-10-22 00:17:24,329 - mmaction - INFO - Epoch [13][300/396] lr: 1.500e-02, eta: 19:31:26, time: 0.998, data_time: 0.005, memory: 8337, top1_acc: 0.6349, top5_acc: 0.8531, loss_cls: 1.4074, loss: 1.4074, grad_norm: 4.2069, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5238, loss/aux0: 1.5238 2020-10-22 00:18:02,823 - mmaction - INFO - Epoch [13][320/396] lr: 1.500e-02, eta: 19:28:24, time: 0.999, data_time: 0.002, memory: 8337, top1_acc: 0.6378, top5_acc: 0.8651, loss_cls: 1.3831, loss: 1.3831, grad_norm: 4.0396, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5583, loss/aux0: 1.5583 2020-10-22 00:18:04,243 - mmaction - INFO - Epoch [13][320/396] lr: 1.500e-02, eta: 19:30:34, time: 0.956, data_time: 0.010, memory: 8337, top1_acc: 0.6378, top5_acc: 0.8651, loss_cls: 1.3831, loss: 1.3831, grad_norm: 4.0275, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5615, loss/aux0: 1.5615 2020-10-22 00:18:43,775 - mmaction - INFO - Epoch [13][340/396] lr: 1.500e-02, eta: 19:27:34, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.6396, top5_acc: 0.8570, loss_cls: 1.4046, loss: 1.4046, grad_norm: 4.1484, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5675, loss/aux0: 1.5675 2020-10-22 00:18:44,600 - mmaction - INFO - Epoch [13][340/396] lr: 1.500e-02, eta: 19:29:52, time: 1.016, data_time: 0.002, memory: 8337, top1_acc: 0.6396, top5_acc: 0.8570, loss_cls: 1.4046, loss: 1.4046, grad_norm: 4.1537, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5910, loss/aux0: 1.5910 2020-10-22 00:19:24,663 - mmaction - INFO - Epoch [13][360/396] lr: 1.500e-02, eta: 19:26:55, time: 1.023, data_time: 0.000, memory: 8337, top1_acc: 0.6375, top5_acc: 0.8555, loss_cls: 1.3946, loss: 1.3946, grad_norm: 4.1818, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5580, loss/aux0: 1.5580 2020-10-22 00:19:26,438 - mmaction - INFO - Epoch [13][360/396] lr: 1.500e-02, eta: 19:29:16, time: 1.046, data_time: 0.004, memory: 8337, top1_acc: 0.6375, top5_acc: 0.8555, loss_cls: 1.3946, loss: 1.3946, grad_norm: 4.1768, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5448, loss/aux0: 1.5448 2020-10-22 00:20:05,244 - mmaction - INFO - Epoch [13][380/396] lr: 1.500e-02, eta: 19:26:17, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.6505, top5_acc: 0.8599, loss_cls: 1.3901, loss: 1.3901, grad_norm: 4.1610, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5581, loss/aux0: 1.5581 2020-10-22 00:20:07,060 - mmaction - INFO - Epoch [13][380/396] lr: 1.500e-02, eta: 19:28:40, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.6505, top5_acc: 0.8599, loss_cls: 1.3901, loss: 1.3901, grad_norm: 4.1731, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5518, loss/aux0: 1.5518 2020-10-22 00:21:49,044 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-10-22 00:24:43,244 - mmaction - INFO - Epoch [14][20/396] lr: 1.500e-02, eta: 19:21:41, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.6339, top5_acc: 0.8531, loss_cls: 1.4339, loss: 1.4339, grad_norm: 4.3112, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5363, loss/aux0: 1.5363 2020-10-22 00:24:43,854 - mmaction - INFO - Epoch [14][20/396] lr: 1.500e-02, eta: 19:23:59, time: 1.036, data_time: 0.002, memory: 8337, top1_acc: 0.6339, top5_acc: 0.8531, loss_cls: 1.4339, loss: 1.4339, grad_norm: 4.3160, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5418, loss/aux0: 1.5418 2020-10-22 00:25:24,260 - mmaction - INFO - Epoch [14][40/396] lr: 1.500e-02, eta: 19:21:01, time: 0.994, data_time: 0.001, memory: 8337, top1_acc: 0.6466, top5_acc: 0.8620, loss_cls: 1.3741, loss: 1.3741, grad_norm: 4.0663, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5209, loss/aux0: 1.5209 2020-10-22 00:25:24,889 - mmaction - INFO - Epoch [14][40/396] lr: 1.500e-02, eta: 19:23:13, time: 0.995, data_time: 0.003, memory: 8337, top1_acc: 0.6466, top5_acc: 0.8620, loss_cls: 1.3741, loss: 1.3741, grad_norm: 4.0671, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5234, loss/aux0: 1.5234 2020-10-22 00:26:04,985 - mmaction - INFO - Epoch [14][60/396] lr: 1.500e-02, eta: 19:20:18, time: 1.010, data_time: 0.000, memory: 8337, top1_acc: 0.6435, top5_acc: 0.8547, loss_cls: 1.4044, loss: 1.4044, grad_norm: 4.1190, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5461, loss/aux0: 1.5461 2020-10-22 00:26:05,617 - mmaction - INFO - Epoch [14][60/396] lr: 1.500e-02, eta: 19:22:32, time: 1.011, data_time: 0.003, memory: 8337, top1_acc: 0.6435, top5_acc: 0.8547, loss_cls: 1.4044, loss: 1.4044, grad_norm: 4.0908, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5316, loss/aux0: 1.5316 2020-10-22 00:26:46,752 - mmaction - INFO - Epoch [14][80/396] lr: 1.500e-02, eta: 19:19:45, time: 1.066, data_time: 0.000, memory: 8337, top1_acc: 0.6521, top5_acc: 0.8602, loss_cls: 1.3761, loss: 1.3761, grad_norm: 4.1943, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5290, loss/aux0: 1.5290 2020-10-22 00:26:47,388 - mmaction - INFO - Epoch [14][80/396] lr: 1.500e-02, eta: 19:22:05, time: 1.068, data_time: 0.001, memory: 8337, top1_acc: 0.6521, top5_acc: 0.8602, loss_cls: 1.3761, loss: 1.3761, grad_norm: 4.1820, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5294, loss/aux0: 1.5294 2020-10-22 00:27:26,150 - mmaction - INFO - Epoch [14][100/396] lr: 1.500e-02, eta: 19:19:11, time: 1.005, data_time: 0.000, memory: 8337, top1_acc: 0.6526, top5_acc: 0.8641, loss_cls: 1.3701, loss: 1.3701, grad_norm: 4.1132, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5229, loss/aux0: 1.5229 2020-10-22 00:27:28,398 - mmaction - INFO - Epoch [14][100/396] lr: 1.500e-02, eta: 19:21:29, time: 1.059, data_time: 0.002, memory: 8337, top1_acc: 0.6526, top5_acc: 0.8641, loss_cls: 1.3701, loss: 1.3701, grad_norm: 4.0882, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5226, loss/aux0: 1.5226 2020-10-22 00:28:07,887 - mmaction - INFO - Epoch [14][120/396] lr: 1.500e-02, eta: 19:18:45, time: 1.082, data_time: 0.000, memory: 8337, top1_acc: 0.6367, top5_acc: 0.8581, loss_cls: 1.4074, loss: 1.4074, grad_norm: 4.2440, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5410, loss/aux0: 1.5410 2020-10-22 00:28:09,861 - mmaction - INFO - Epoch [14][120/396] lr: 1.500e-02, eta: 19:21:02, time: 1.047, data_time: 0.001, memory: 8337, top1_acc: 0.6367, top5_acc: 0.8581, loss_cls: 1.4074, loss: 1.4074, grad_norm: 4.2643, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5598, loss/aux0: 1.5598 2020-10-22 00:28:49,402 - mmaction - INFO - Epoch [14][140/396] lr: 1.500e-02, eta: 19:18:14, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.6497, top5_acc: 0.8622, loss_cls: 1.3449, loss: 1.3449, grad_norm: 4.1080, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5822, loss/aux0: 1.5822 2020-10-22 00:28:50,892 - mmaction - INFO - Epoch [14][140/396] lr: 1.500e-02, eta: 19:20:29, time: 1.037, data_time: 0.002, memory: 8337, top1_acc: 0.6497, top5_acc: 0.8622, loss_cls: 1.3449, loss: 1.3449, grad_norm: 4.0824, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5623, loss/aux0: 1.5623 2020-10-22 00:29:30,166 - mmaction - INFO - Epoch [14][160/396] lr: 1.500e-02, eta: 19:17:36, time: 1.004, data_time: 0.006, memory: 8337, top1_acc: 0.6542, top5_acc: 0.8620, loss_cls: 1.3758, loss: 1.3758, grad_norm: 4.0971, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4850, loss/aux0: 1.4850 2020-10-22 00:29:31,461 - mmaction - INFO - Epoch [14][160/396] lr: 1.500e-02, eta: 19:19:46, time: 1.004, data_time: 0.008, memory: 8337, top1_acc: 0.6542, top5_acc: 0.8620, loss_cls: 1.3758, loss: 1.3758, grad_norm: 4.1017, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4868, loss/aux0: 1.4868 2020-10-22 00:30:12,089 - mmaction - INFO - Epoch [14][180/396] lr: 1.500e-02, eta: 19:16:57, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.6523, top5_acc: 0.8547, loss_cls: 1.3749, loss: 1.3749, grad_norm: 4.0774, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5052, loss/aux0: 1.5052 2020-10-22 00:30:12,710 - mmaction - INFO - Epoch [14][180/396] lr: 1.500e-02, eta: 19:19:10, time: 1.035, data_time: 0.002, memory: 8337, top1_acc: 0.6523, top5_acc: 0.8547, loss_cls: 1.3749, loss: 1.3749, grad_norm: 4.0733, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5101, loss/aux0: 1.5101 2020-10-22 00:30:56,574 - mmaction - INFO - Epoch [14][200/396] lr: 1.500e-02, eta: 19:16:31, time: 1.103, data_time: 0.000, memory: 8337, top1_acc: 0.6547, top5_acc: 0.8664, loss_cls: 1.3312, loss: 1.3312, grad_norm: 4.0768, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4859, loss/aux0: 1.4859 2020-10-22 00:30:57,172 - mmaction - INFO - Epoch [14][200/396] lr: 1.500e-02, eta: 19:18:53, time: 1.105, data_time: 0.003, memory: 8337, top1_acc: 0.6547, top5_acc: 0.8664, loss_cls: 1.3312, loss: 1.3312, grad_norm: 4.1023, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4897, loss/aux0: 1.4897 2020-10-22 00:31:35,535 - mmaction - INFO - Epoch [14][220/396] lr: 1.500e-02, eta: 19:16:03, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.6471, top5_acc: 0.8565, loss_cls: 1.3765, loss: 1.3765, grad_norm: 4.2462, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5669, loss/aux0: 1.5669 2020-10-22 00:31:37,602 - mmaction - INFO - Epoch [14][220/396] lr: 1.500e-02, eta: 19:18:23, time: 1.092, data_time: 0.002, memory: 8337, top1_acc: 0.6471, top5_acc: 0.8565, loss_cls: 1.3765, loss: 1.3765, grad_norm: 4.2658, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5717, loss/aux0: 1.5717 2020-10-22 00:32:17,561 - mmaction - INFO - Epoch [14][240/396] lr: 1.500e-02, eta: 19:15:34, time: 1.026, data_time: 0.000, memory: 8337, top1_acc: 0.6427, top5_acc: 0.8526, loss_cls: 1.4256, loss: 1.4256, grad_norm: 4.2005, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5562, loss/aux0: 1.5562 2020-10-22 00:32:19,883 - mmaction - INFO - Epoch [14][240/396] lr: 1.500e-02, eta: 19:17:44, time: 1.020, data_time: 0.003, memory: 8337, top1_acc: 0.6427, top5_acc: 0.8526, loss_cls: 1.4256, loss: 1.4256, grad_norm: 4.2378, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5461, loss/aux0: 1.5461 2020-10-22 00:32:59,134 - mmaction - INFO - Epoch [14][260/396] lr: 1.500e-02, eta: 19:14:56, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.6500, top5_acc: 0.8622, loss_cls: 1.3810, loss: 1.3810, grad_norm: 4.0950, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5638, loss/aux0: 1.5638 2020-10-22 00:33:01,115 - mmaction - INFO - Epoch [14][260/396] lr: 1.500e-02, eta: 19:17:00, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.6500, top5_acc: 0.8622, loss_cls: 1.3810, loss: 1.3810, grad_norm: 4.0983, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5672, loss/aux0: 1.5672 2020-10-22 00:33:39,723 - mmaction - INFO - Epoch [14][280/396] lr: 1.500e-02, eta: 19:14:02, time: 0.938, data_time: 0.000, memory: 8337, top1_acc: 0.6333, top5_acc: 0.8544, loss_cls: 1.4143, loss: 1.4143, grad_norm: 4.0965, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5603, loss/aux0: 1.5603 2020-10-22 00:33:41,580 - mmaction - INFO - Epoch [14][280/396] lr: 1.500e-02, eta: 19:15:59, time: 0.929, data_time: 0.001, memory: 8337, top1_acc: 0.6333, top5_acc: 0.8544, loss_cls: 1.4143, loss: 1.4143, grad_norm: 4.0829, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5562, loss/aux0: 1.5562 2020-10-22 00:34:21,541 - mmaction - INFO - Epoch [14][300/396] lr: 1.500e-02, eta: 19:13:12, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.6529, top5_acc: 0.8635, loss_cls: 1.3794, loss: 1.3794, grad_norm: 4.1200, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5254, loss/aux0: 1.5254 2020-10-22 00:34:22,571 - mmaction - INFO - Epoch [14][300/396] lr: 1.500e-02, eta: 19:15:22, time: 1.039, data_time: 0.002, memory: 8337, top1_acc: 0.6529, top5_acc: 0.8635, loss_cls: 1.3794, loss: 1.3794, grad_norm: 4.0942, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5392, loss/aux0: 1.5392 2020-10-22 00:35:02,039 - mmaction - INFO - Epoch [14][320/396] lr: 1.500e-02, eta: 19:12:29, time: 0.970, data_time: 0.000, memory: 8337, top1_acc: 0.6573, top5_acc: 0.8688, loss_cls: 1.3404, loss: 1.3404, grad_norm: 4.0764, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5692, loss/aux0: 1.5692 2020-10-22 00:35:03,805 - mmaction - INFO - Epoch [14][320/396] lr: 1.500e-02, eta: 19:14:37, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.6573, top5_acc: 0.8688, loss_cls: 1.3404, loss: 1.3404, grad_norm: 4.0892, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5639, loss/aux0: 1.5639 2020-10-22 00:35:43,846 - mmaction - INFO - Epoch [14][340/396] lr: 1.500e-02, eta: 19:11:58, time: 1.078, data_time: 0.000, memory: 8337, top1_acc: 0.6328, top5_acc: 0.8529, loss_cls: 1.4227, loss: 1.4227, grad_norm: 4.1133, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5508, loss/aux0: 1.5508 2020-10-22 00:35:44,592 - mmaction - INFO - Epoch [14][340/396] lr: 1.500e-02, eta: 19:14:06, time: 1.030, data_time: 0.002, memory: 8337, top1_acc: 0.6328, top5_acc: 0.8529, loss_cls: 1.4227, loss: 1.4227, grad_norm: 4.1375, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5555, loss/aux0: 1.5555 2020-10-22 00:36:24,643 - mmaction - INFO - Epoch [14][360/396] lr: 1.500e-02, eta: 19:11:19, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.6383, top5_acc: 0.8503, loss_cls: 1.4362, loss: 1.4362, grad_norm: 4.2412, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.5707, loss/aux0: 1.5707 2020-10-22 00:36:26,915 - mmaction - INFO - Epoch [14][360/396] lr: 1.500e-02, eta: 19:13:30, time: 1.060, data_time: 0.003, memory: 8337, top1_acc: 0.6383, top5_acc: 0.8503, loss_cls: 1.4362, loss: 1.4362, grad_norm: 4.2249, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5637, loss/aux0: 1.5637 2020-10-22 00:37:06,666 - mmaction - INFO - Epoch [14][380/396] lr: 1.500e-02, eta: 19:10:43, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.6437, top5_acc: 0.8518, loss_cls: 1.3934, loss: 1.3934, grad_norm: 4.1187, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5927, loss/aux0: 1.5927 2020-10-22 00:37:08,042 - mmaction - INFO - Epoch [14][380/396] lr: 1.500e-02, eta: 19:12:41, time: 0.958, data_time: 0.002, memory: 8337, top1_acc: 0.6437, top5_acc: 0.8518, loss_cls: 1.3934, loss: 1.3934, grad_norm: 4.1343, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5991, loss/aux0: 1.5991 2020-10-22 00:38:52,488 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-10-22 00:41:59,096 - mmaction - INFO - Epoch [15][20/396] lr: 1.500e-02, eta: 19:06:08, time: 1.033, data_time: 0.421, memory: 8337, top1_acc: 0.6458, top5_acc: 0.8656, loss_cls: 1.3572, loss: 1.3572, grad_norm: 4.2099, top1_acc/aux0: 0.6105, top5_acc/aux0: 0.8366, loss_cls/aux0: 1.5068, loss/aux0: 1.5068 2020-10-22 00:41:59,721 - mmaction - INFO - Epoch [15][20/396] lr: 1.500e-02, eta: 19:08:14, time: 1.035, data_time: 0.423, memory: 8337, top1_acc: 0.6458, top5_acc: 0.8656, loss_cls: 1.3572, loss: 1.3572, grad_norm: 4.1961, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.4991, loss/aux0: 1.4991 2020-10-22 00:42:42,477 - mmaction - INFO - Epoch [15][40/396] lr: 1.500e-02, eta: 19:05:38, time: 1.072, data_time: 0.005, memory: 8337, top1_acc: 0.6505, top5_acc: 0.8581, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.0468, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5227, loss/aux0: 1.5227 2020-10-22 00:42:43,065 - mmaction - INFO - Epoch [15][40/396] lr: 1.500e-02, eta: 19:07:48, time: 1.069, data_time: 0.007, memory: 8337, top1_acc: 0.6505, top5_acc: 0.8581, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.0552, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5383, loss/aux0: 1.5383 2020-10-22 00:43:22,550 - mmaction - INFO - Epoch [15][60/396] lr: 1.500e-02, eta: 19:05:07, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.6479, top5_acc: 0.8503, loss_cls: 1.4251, loss: 1.4251, grad_norm: 4.1947, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5277, loss/aux0: 1.5277 2020-10-22 00:43:23,158 - mmaction - INFO - Epoch [15][60/396] lr: 1.500e-02, eta: 19:07:10, time: 1.019, data_time: 0.002, memory: 8337, top1_acc: 0.6479, top5_acc: 0.8503, loss_cls: 1.4251, loss: 1.4251, grad_norm: 4.2130, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5258, loss/aux0: 1.5258 2020-10-22 00:44:04,207 - mmaction - INFO - Epoch [15][80/396] lr: 1.500e-02, eta: 19:04:33, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.6503, top5_acc: 0.8643, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.0927, top1_acc/aux0: 0.6188, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5030, loss/aux0: 1.5030 2020-10-22 00:44:06,328 - mmaction - INFO - Epoch [15][80/396] lr: 1.500e-02, eta: 19:06:41, time: 1.061, data_time: 0.002, memory: 8337, top1_acc: 0.6503, top5_acc: 0.8643, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.0759, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4865, loss/aux0: 1.4865 2020-10-22 00:44:46,823 - mmaction - INFO - Epoch [15][100/396] lr: 1.500e-02, eta: 19:04:15, time: 1.146, data_time: 0.000, memory: 8337, top1_acc: 0.6531, top5_acc: 0.8607, loss_cls: 1.3336, loss: 1.3336, grad_norm: 4.0866, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4129, loss/aux0: 1.4129 2020-10-22 00:44:48,774 - mmaction - INFO - Epoch [15][100/396] lr: 1.500e-02, eta: 19:06:20, time: 1.045, data_time: 0.005, memory: 8337, top1_acc: 0.6531, top5_acc: 0.8607, loss_cls: 1.3336, loss: 1.3336, grad_norm: 4.0782, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4209, loss/aux0: 1.4209 2020-10-22 00:45:25,760 - mmaction - INFO - Epoch [15][120/396] lr: 1.500e-02, eta: 19:03:36, time: 0.990, data_time: 0.059, memory: 8337, top1_acc: 0.6391, top5_acc: 0.8573, loss_cls: 1.3820, loss: 1.3820, grad_norm: 4.0353, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4526, loss/aux0: 1.4526 2020-10-22 00:45:26,688 - mmaction - INFO - Epoch [15][120/396] lr: 1.500e-02, eta: 19:05:28, time: 0.934, data_time: 0.062, memory: 8337, top1_acc: 0.6391, top5_acc: 0.8573, loss_cls: 1.3820, loss: 1.3820, grad_norm: 4.0419, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4634, loss/aux0: 1.4634 2020-10-22 00:46:09,400 - mmaction - INFO - Epoch [15][140/396] lr: 1.500e-02, eta: 19:02:51, time: 1.052, data_time: 0.000, memory: 8337, top1_acc: 0.6635, top5_acc: 0.8607, loss_cls: 1.3557, loss: 1.3557, grad_norm: 4.1437, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5225, loss/aux0: 1.5225 2020-10-22 00:46:09,999 - mmaction - INFO - Epoch [15][140/396] lr: 1.500e-02, eta: 19:04:57, time: 1.053, data_time: 0.003, memory: 8337, top1_acc: 0.6635, top5_acc: 0.8607, loss_cls: 1.3557, loss: 1.3557, grad_norm: 4.1352, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5143, loss/aux0: 1.5143 2020-10-22 00:46:49,520 - mmaction - INFO - Epoch [15][160/396] lr: 1.500e-02, eta: 19:02:22, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.6604, top5_acc: 0.8703, loss_cls: 1.3480, loss: 1.3480, grad_norm: 4.1605, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.5194, loss/aux0: 1.5194 2020-10-22 00:46:50,721 - mmaction - INFO - Epoch [15][160/396] lr: 1.500e-02, eta: 19:04:27, time: 1.046, data_time: 0.002, memory: 8337, top1_acc: 0.6604, top5_acc: 0.8703, loss_cls: 1.3480, loss: 1.3480, grad_norm: 4.1578, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5215, loss/aux0: 1.5215 2020-10-22 00:47:31,354 - mmaction - INFO - Epoch [15][180/396] lr: 1.500e-02, eta: 19:01:41, time: 0.970, data_time: 0.000, memory: 8337, top1_acc: 0.6651, top5_acc: 0.8672, loss_cls: 1.3294, loss: 1.3294, grad_norm: 4.1471, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5269, loss/aux0: 1.5269 2020-10-22 00:47:31,967 - mmaction - INFO - Epoch [15][180/396] lr: 1.500e-02, eta: 19:03:36, time: 0.971, data_time: 0.002, memory: 8337, top1_acc: 0.6651, top5_acc: 0.8672, loss_cls: 1.3294, loss: 1.3294, grad_norm: 4.1464, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5274, loss/aux0: 1.5274 2020-10-22 00:48:13,954 - mmaction - INFO - Epoch [15][200/396] lr: 1.500e-02, eta: 19:00:53, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.6487, top5_acc: 0.8586, loss_cls: 1.3850, loss: 1.3850, grad_norm: 4.1999, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5894, loss/aux0: 1.5894 2020-10-22 00:48:14,593 - mmaction - INFO - Epoch [15][200/396] lr: 1.500e-02, eta: 19:02:50, time: 0.991, data_time: 0.002, memory: 8337, top1_acc: 0.6487, top5_acc: 0.8586, loss_cls: 1.3850, loss: 1.3850, grad_norm: 4.1847, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5939, loss/aux0: 1.5939 2020-10-22 00:48:53,250 - mmaction - INFO - Epoch [15][220/396] lr: 1.500e-02, eta: 19:00:06, time: 0.976, data_time: 0.000, memory: 8337, top1_acc: 0.6599, top5_acc: 0.8643, loss_cls: 1.3348, loss: 1.3348, grad_norm: 4.0948, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4852, loss/aux0: 1.4852 2020-10-22 00:48:54,021 - mmaction - INFO - Epoch [15][220/396] lr: 1.500e-02, eta: 19:02:02, time: 0.983, data_time: 0.002, memory: 8337, top1_acc: 0.6599, top5_acc: 0.8643, loss_cls: 1.3348, loss: 1.3348, grad_norm: 4.1055, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4841, loss/aux0: 1.4841 2020-10-22 00:49:34,959 - mmaction - INFO - Epoch [15][240/396] lr: 1.500e-02, eta: 18:59:32, time: 1.089, data_time: 0.000, memory: 8337, top1_acc: 0.6589, top5_acc: 0.8674, loss_cls: 1.3479, loss: 1.3479, grad_norm: 4.1429, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5272, loss/aux0: 1.5272 2020-10-22 00:49:36,224 - mmaction - INFO - Epoch [15][240/396] lr: 1.500e-02, eta: 19:01:23, time: 0.949, data_time: 0.002, memory: 8337, top1_acc: 0.6589, top5_acc: 0.8674, loss_cls: 1.3479, loss: 1.3479, grad_norm: 4.1327, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5244, loss/aux0: 1.5244 2020-10-22 00:50:17,148 - mmaction - INFO - Epoch [15][260/396] lr: 1.500e-02, eta: 18:58:50, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.6521, top5_acc: 0.8609, loss_cls: 1.3522, loss: 1.3522, grad_norm: 4.1018, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5244, loss/aux0: 1.5244 2020-10-22 00:50:17,769 - mmaction - INFO - Epoch [15][260/396] lr: 1.500e-02, eta: 19:00:53, time: 1.058, data_time: 0.002, memory: 8337, top1_acc: 0.6521, top5_acc: 0.8609, loss_cls: 1.3522, loss: 1.3522, grad_norm: 4.0811, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5097, loss/aux0: 1.5097 2020-10-22 00:50:57,904 - mmaction - INFO - Epoch [15][280/396] lr: 1.500e-02, eta: 18:58:14, time: 1.007, data_time: 0.001, memory: 8337, top1_acc: 0.6581, top5_acc: 0.8625, loss_cls: 1.3603, loss: 1.3603, grad_norm: 4.2224, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4542, loss/aux0: 1.4542 2020-10-22 00:50:59,088 - mmaction - INFO - Epoch [15][280/396] lr: 1.500e-02, eta: 19:00:09, time: 0.993, data_time: 0.002, memory: 8337, top1_acc: 0.6581, top5_acc: 0.8625, loss_cls: 1.3603, loss: 1.3603, grad_norm: 4.2135, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4669, loss/aux0: 1.4669 2020-10-22 00:51:38,375 - mmaction - INFO - Epoch [15][300/396] lr: 1.500e-02, eta: 18:57:27, time: 0.973, data_time: 0.000, memory: 8337, top1_acc: 0.6414, top5_acc: 0.8669, loss_cls: 1.3699, loss: 1.3699, grad_norm: 4.1753, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5589, loss/aux0: 1.5589 2020-10-22 00:51:40,909 - mmaction - INFO - Epoch [15][300/396] lr: 1.500e-02, eta: 18:59:26, time: 1.024, data_time: 0.002, memory: 8337, top1_acc: 0.6414, top5_acc: 0.8669, loss_cls: 1.3699, loss: 1.3699, grad_norm: 4.1765, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5595, loss/aux0: 1.5595 2020-10-22 00:52:18,776 - mmaction - INFO - Epoch [15][320/396] lr: 1.500e-02, eta: 18:56:48, time: 1.008, data_time: 0.094, memory: 8337, top1_acc: 0.6500, top5_acc: 0.8620, loss_cls: 1.3667, loss: 1.3667, grad_norm: 4.1457, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5343, loss/aux0: 1.5343 2020-10-22 00:52:21,104 - mmaction - INFO - Epoch [15][320/396] lr: 1.500e-02, eta: 18:58:50, time: 1.057, data_time: 0.095, memory: 8337, top1_acc: 0.6500, top5_acc: 0.8620, loss_cls: 1.3667, loss: 1.3667, grad_norm: 4.1278, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5363, loss/aux0: 1.5363 2020-10-22 00:53:01,827 - mmaction - INFO - Epoch [15][340/396] lr: 1.500e-02, eta: 18:56:27, time: 1.137, data_time: 0.208, memory: 8337, top1_acc: 0.6560, top5_acc: 0.8633, loss_cls: 1.3335, loss: 1.3335, grad_norm: 4.0714, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.4864, loss/aux0: 1.4864 2020-10-22 00:53:02,464 - mmaction - INFO - Epoch [15][340/396] lr: 1.500e-02, eta: 18:58:25, time: 1.024, data_time: 0.211, memory: 8337, top1_acc: 0.6560, top5_acc: 0.8633, loss_cls: 1.3335, loss: 1.3335, grad_norm: 4.0827, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.4859, loss/aux0: 1.4859 2020-10-22 00:53:42,342 - mmaction - INFO - Epoch [15][360/396] lr: 1.500e-02, eta: 18:55:49, time: 1.012, data_time: 0.333, memory: 8337, top1_acc: 0.6615, top5_acc: 0.8659, loss_cls: 1.3421, loss: 1.3421, grad_norm: 4.2174, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5690, loss/aux0: 1.5690 2020-10-22 00:53:43,052 - mmaction - INFO - Epoch [15][360/396] lr: 1.500e-02, eta: 18:57:43, time: 1.000, data_time: 0.335, memory: 8337, top1_acc: 0.6615, top5_acc: 0.8659, loss_cls: 1.3421, loss: 1.3421, grad_norm: 4.2334, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5684, loss/aux0: 1.5684 2020-10-22 00:54:22,807 - mmaction - INFO - Epoch [15][380/396] lr: 1.500e-02, eta: 18:55:08, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.6513, top5_acc: 0.8638, loss_cls: 1.3713, loss: 1.3713, grad_norm: 4.1137, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5540, loss/aux0: 1.5540 2020-10-22 00:54:24,115 - mmaction - INFO - Epoch [15][380/396] lr: 1.500e-02, eta: 18:57:00, time: 0.983, data_time: 0.007, memory: 8337, top1_acc: 0.6513, top5_acc: 0.8638, loss_cls: 1.3713, loss: 1.3713, grad_norm: 4.1274, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5535, loss/aux0: 1.5535 2020-10-22 00:56:10,573 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-22 00:57:24,685 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 00:57:24,799 - mmaction - INFO - top1_acc 0.7193 top5_acc 0.9142 2020-10-22 00:57:24,799 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 00:57:24,817 - mmaction - INFO - mean_acc 0.7196 2020-10-22 00:57:24,817 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-10-22 00:57:24,824 - mmaction - INFO - Epoch(val) [15][396] top1_acc: 0.7193, top5_acc: 0.9142, mean_class_accuracy: 0.7196 2020-10-22 01:00:18,748 - mmaction - INFO - Epoch [16][20/396] lr: 1.500e-02, eta: 18:50:48, time: 0.996, data_time: 0.097, memory: 8337, top1_acc: 0.6677, top5_acc: 0.8672, loss_cls: 1.3331, loss: 1.3331, grad_norm: 4.1209, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5313, loss/aux0: 1.5313 2020-10-22 01:00:19,358 - mmaction - INFO - Epoch [16][20/396] lr: 1.500e-02, eta: 18:52:40, time: 0.998, data_time: 0.099, memory: 8337, top1_acc: 0.6677, top5_acc: 0.8672, loss_cls: 1.3331, loss: 1.3331, grad_norm: 4.1319, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5244, loss/aux0: 1.5244 2020-10-22 01:01:01,889 - mmaction - INFO - Epoch [16][40/396] lr: 1.500e-02, eta: 18:50:10, time: 1.047, data_time: 0.443, memory: 8337, top1_acc: 0.6576, top5_acc: 0.8568, loss_cls: 1.3456, loss: 1.3456, grad_norm: 4.1031, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.5084, loss/aux0: 1.5084 2020-10-22 01:01:02,483 - mmaction - INFO - Epoch [16][40/396] lr: 1.500e-02, eta: 18:52:08, time: 1.045, data_time: 0.445, memory: 8337, top1_acc: 0.6576, top5_acc: 0.8568, loss_cls: 1.3456, loss: 1.3456, grad_norm: 4.0707, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4993, loss/aux0: 1.4993 2020-10-22 01:01:40,658 - mmaction - INFO - Epoch [16][60/396] lr: 1.500e-02, eta: 18:49:26, time: 0.934, data_time: 0.273, memory: 8337, top1_acc: 0.6690, top5_acc: 0.8750, loss_cls: 1.2741, loss: 1.2741, grad_norm: 4.0782, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4579, loss/aux0: 1.4579 2020-10-22 01:01:43,259 - mmaction - INFO - Epoch [16][60/396] lr: 1.500e-02, eta: 18:51:21, time: 1.032, data_time: 0.291, memory: 8337, top1_acc: 0.6690, top5_acc: 0.8750, loss_cls: 1.2741, loss: 1.2741, grad_norm: 4.1038, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4700, loss/aux0: 1.4700 2020-10-22 01:02:23,605 - mmaction - INFO - Epoch [16][80/396] lr: 1.500e-02, eta: 18:48:54, time: 1.057, data_time: 0.224, memory: 8337, top1_acc: 0.6602, top5_acc: 0.8680, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.0199, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4509, loss/aux0: 1.4509 2020-10-22 01:02:24,234 - mmaction - INFO - Epoch [16][80/396] lr: 1.500e-02, eta: 18:50:38, time: 0.936, data_time: 0.227, memory: 8337, top1_acc: 0.6602, top5_acc: 0.8680, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.0162, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4504, loss/aux0: 1.4504 2020-10-22 01:03:03,382 - mmaction - INFO - Epoch [16][100/396] lr: 1.500e-02, eta: 18:48:01, time: 0.968, data_time: 0.342, memory: 8337, top1_acc: 0.6667, top5_acc: 0.8724, loss_cls: 1.3171, loss: 1.3171, grad_norm: 4.0985, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4862, loss/aux0: 1.4862 2020-10-22 01:03:04,559 - mmaction - INFO - Epoch [16][100/396] lr: 1.500e-02, eta: 18:49:52, time: 1.000, data_time: 0.345, memory: 8337, top1_acc: 0.6667, top5_acc: 0.8724, loss_cls: 1.3171, loss: 1.3171, grad_norm: 4.1093, top1_acc/aux0: 0.6188, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4761, loss/aux0: 1.4761 2020-10-22 01:03:43,946 - mmaction - INFO - Epoch [16][120/396] lr: 1.500e-02, eta: 18:47:14, time: 0.958, data_time: 0.277, memory: 8337, top1_acc: 0.6583, top5_acc: 0.8664, loss_cls: 1.3187, loss: 1.3187, grad_norm: 4.1342, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4783, loss/aux0: 1.4783 2020-10-22 01:03:44,562 - mmaction - INFO - Epoch [16][120/396] lr: 1.500e-02, eta: 18:48:59, time: 0.953, data_time: 0.279, memory: 8337, top1_acc: 0.6583, top5_acc: 0.8664, loss_cls: 1.3187, loss: 1.3187, grad_norm: 4.1289, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4891, loss/aux0: 1.4891 2020-10-22 01:04:24,255 - mmaction - INFO - Epoch [16][140/396] lr: 1.500e-02, eta: 18:46:32, time: 1.053, data_time: 0.437, memory: 8337, top1_acc: 0.6555, top5_acc: 0.8648, loss_cls: 1.3434, loss: 1.3434, grad_norm: 4.1430, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.5629, loss/aux0: 1.5629 2020-10-22 01:04:27,464 - mmaction - INFO - Epoch [16][140/396] lr: 1.500e-02, eta: 18:48:35, time: 1.115, data_time: 0.522, memory: 8337, top1_acc: 0.6555, top5_acc: 0.8648, loss_cls: 1.3434, loss: 1.3434, grad_norm: 4.1192, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.5690, loss/aux0: 1.5690 2020-10-22 01:05:06,939 - mmaction - INFO - Epoch [16][160/396] lr: 1.500e-02, eta: 18:46:10, time: 1.066, data_time: 0.006, memory: 8337, top1_acc: 0.6479, top5_acc: 0.8615, loss_cls: 1.3723, loss: 1.3723, grad_norm: 4.1043, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4992, loss/aux0: 1.4992 2020-10-22 01:05:08,046 - mmaction - INFO - Epoch [16][160/396] lr: 1.500e-02, eta: 18:48:03, time: 1.025, data_time: 0.024, memory: 8337, top1_acc: 0.6479, top5_acc: 0.8615, loss_cls: 1.3723, loss: 1.3723, grad_norm: 4.0630, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4901, loss/aux0: 1.4901 2020-10-22 01:05:47,293 - mmaction - INFO - Epoch [16][180/396] lr: 1.500e-02, eta: 18:45:32, time: 1.009, data_time: 0.230, memory: 8337, top1_acc: 0.6677, top5_acc: 0.8630, loss_cls: 1.3090, loss: 1.3090, grad_norm: 4.0031, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4102, loss/aux0: 1.4102 2020-10-22 01:05:50,163 - mmaction - INFO - Epoch [16][180/396] lr: 1.500e-02, eta: 18:47:28, time: 1.063, data_time: 0.194, memory: 8337, top1_acc: 0.6677, top5_acc: 0.8630, loss_cls: 1.3090, loss: 1.3090, grad_norm: 4.0327, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4247, loss/aux0: 1.4247 2020-10-22 01:06:30,118 - mmaction - INFO - Epoch [16][200/396] lr: 1.500e-02, eta: 18:45:03, time: 1.057, data_time: 0.000, memory: 8337, top1_acc: 0.6714, top5_acc: 0.8643, loss_cls: 1.3106, loss: 1.3106, grad_norm: 4.0760, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4729, loss/aux0: 1.4729 2020-10-22 01:06:32,007 - mmaction - INFO - Epoch [16][200/396] lr: 1.500e-02, eta: 18:46:57, time: 1.047, data_time: 0.003, memory: 8337, top1_acc: 0.6714, top5_acc: 0.8643, loss_cls: 1.3106, loss: 1.3106, grad_norm: 4.0684, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4565, loss/aux0: 1.4565 2020-10-22 01:07:11,070 - mmaction - INFO - Epoch [16][220/396] lr: 1.500e-02, eta: 18:44:21, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.6432, top5_acc: 0.8609, loss_cls: 1.3587, loss: 1.3587, grad_norm: 4.1493, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4496, loss/aux0: 1.4496 2020-10-22 01:07:13,315 - mmaction - INFO - Epoch [16][220/396] lr: 1.500e-02, eta: 18:46:08, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.6432, top5_acc: 0.8609, loss_cls: 1.3587, loss: 1.3587, grad_norm: 4.1402, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4433, loss/aux0: 1.4433 2020-10-22 01:07:50,581 - mmaction - INFO - Epoch [16][240/396] lr: 1.500e-02, eta: 18:43:37, time: 0.999, data_time: 0.017, memory: 8337, top1_acc: 0.6643, top5_acc: 0.8656, loss_cls: 1.3495, loss: 1.3495, grad_norm: 4.1542, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5054, loss/aux0: 1.5054 2020-10-22 01:07:52,540 - mmaction - INFO - Epoch [16][240/396] lr: 1.500e-02, eta: 18:45:26, time: 1.001, data_time: 0.019, memory: 8337, top1_acc: 0.6643, top5_acc: 0.8656, loss_cls: 1.3495, loss: 1.3495, grad_norm: 4.1870, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5180, loss/aux0: 1.5180 2020-10-22 01:08:33,620 - mmaction - INFO - Epoch [16][260/396] lr: 1.500e-02, eta: 18:43:05, time: 1.095, data_time: 0.028, memory: 8337, top1_acc: 0.6539, top5_acc: 0.8568, loss_cls: 1.3636, loss: 1.3636, grad_norm: 4.2115, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5455, loss/aux0: 1.5455 2020-10-22 01:08:34,248 - mmaction - INFO - Epoch [16][260/396] lr: 1.500e-02, eta: 18:45:03, time: 1.096, data_time: 0.030, memory: 8337, top1_acc: 0.6539, top5_acc: 0.8568, loss_cls: 1.3636, loss: 1.3636, grad_norm: 4.1865, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5476, loss/aux0: 1.5476 2020-10-22 01:09:14,030 - mmaction - INFO - Epoch [16][280/396] lr: 1.500e-02, eta: 18:42:32, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.6604, top5_acc: 0.8724, loss_cls: 1.3263, loss: 1.3263, grad_norm: 4.1420, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5214, loss/aux0: 1.5214 2020-10-22 01:09:14,656 - mmaction - INFO - Epoch [16][280/396] lr: 1.500e-02, eta: 18:44:19, time: 0.990, data_time: 0.002, memory: 8337, top1_acc: 0.6604, top5_acc: 0.8724, loss_cls: 1.3263, loss: 1.3263, grad_norm: 4.1451, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5214, loss/aux0: 1.5214 2020-10-22 01:09:54,565 - mmaction - INFO - Epoch [16][300/396] lr: 1.500e-02, eta: 18:41:39, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.6602, top5_acc: 0.8685, loss_cls: 1.3361, loss: 1.3361, grad_norm: 4.0888, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4866, loss/aux0: 1.4866 2020-10-22 01:09:55,182 - mmaction - INFO - Epoch [16][300/396] lr: 1.500e-02, eta: 18:43:16, time: 0.907, data_time: 0.001, memory: 8337, top1_acc: 0.6602, top5_acc: 0.8685, loss_cls: 1.3361, loss: 1.3361, grad_norm: 4.1303, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4943, loss/aux0: 1.4943 2020-10-22 01:10:35,794 - mmaction - INFO - Epoch [16][320/396] lr: 1.500e-02, eta: 18:40:40, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.6443, top5_acc: 0.8659, loss_cls: 1.3471, loss: 1.3471, grad_norm: 4.1842, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5761, loss/aux0: 1.5761 2020-10-22 01:10:37,654 - mmaction - INFO - Epoch [16][320/396] lr: 1.500e-02, eta: 18:42:25, time: 0.992, data_time: 0.003, memory: 8337, top1_acc: 0.6443, top5_acc: 0.8659, loss_cls: 1.3471, loss: 1.3471, grad_norm: 4.1516, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5606, loss/aux0: 1.5606 2020-10-22 01:11:17,859 - mmaction - INFO - Epoch [16][340/396] lr: 1.500e-02, eta: 18:40:01, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.6612, top5_acc: 0.8701, loss_cls: 1.3168, loss: 1.3168, grad_norm: 4.0866, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4425, loss/aux0: 1.4425 2020-10-22 01:11:19,768 - mmaction - INFO - Epoch [16][340/396] lr: 1.500e-02, eta: 18:41:47, time: 0.997, data_time: 0.003, memory: 8337, top1_acc: 0.6612, top5_acc: 0.8701, loss_cls: 1.3168, loss: 1.3168, grad_norm: 4.0903, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4398, loss/aux0: 1.4398 2020-10-22 01:11:58,949 - mmaction - INFO - Epoch [16][360/396] lr: 1.500e-02, eta: 18:39:21, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.6508, top5_acc: 0.8654, loss_cls: 1.3643, loss: 1.3643, grad_norm: 4.1415, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5054, loss/aux0: 1.5054 2020-10-22 01:11:59,841 - mmaction - INFO - Epoch [16][360/396] lr: 1.500e-02, eta: 18:41:11, time: 1.039, data_time: 0.004, memory: 8337, top1_acc: 0.6508, top5_acc: 0.8654, loss_cls: 1.3643, loss: 1.3643, grad_norm: 4.1831, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5173, loss/aux0: 1.5173 2020-10-22 01:12:40,472 - mmaction - INFO - Epoch [16][380/396] lr: 1.500e-02, eta: 18:38:47, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.6596, top5_acc: 0.8688, loss_cls: 1.3246, loss: 1.3246, grad_norm: 3.9909, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4488, loss/aux0: 1.4488 2020-10-22 01:12:41,085 - mmaction - INFO - Epoch [16][380/396] lr: 1.500e-02, eta: 18:40:36, time: 1.035, data_time: 0.003, memory: 8337, top1_acc: 0.6596, top5_acc: 0.8688, loss_cls: 1.3246, loss: 1.3246, grad_norm: 3.9859, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4410, loss/aux0: 1.4410 2020-10-22 01:14:24,562 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-22 01:17:19,474 - mmaction - INFO - Epoch [17][20/396] lr: 1.500e-02, eta: 18:34:50, time: 1.024, data_time: 0.121, memory: 8337, top1_acc: 0.6721, top5_acc: 0.8771, loss_cls: 1.2769, loss: 1.2769, grad_norm: 4.0278, top1_acc/aux0: 0.6228, top5_acc/aux0: 0.8465, loss_cls/aux0: 1.4643, loss/aux0: 1.4643 2020-10-22 01:17:20,102 - mmaction - INFO - Epoch [17][20/396] lr: 1.500e-02, eta: 18:36:37, time: 1.028, data_time: 0.126, memory: 8337, top1_acc: 0.6721, top5_acc: 0.8771, loss_cls: 1.2769, loss: 1.2769, grad_norm: 4.0036, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4522, loss/aux0: 1.4522 2020-10-22 01:18:00,817 - mmaction - INFO - Epoch [17][40/396] lr: 1.500e-02, eta: 18:34:09, time: 0.977, data_time: 0.379, memory: 8337, top1_acc: 0.6706, top5_acc: 0.8724, loss_cls: 1.2825, loss: 1.2825, grad_norm: 4.0958, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4361, loss/aux0: 1.4361 2020-10-22 01:18:01,422 - mmaction - INFO - Epoch [17][40/396] lr: 1.500e-02, eta: 18:35:51, time: 0.979, data_time: 0.381, memory: 8337, top1_acc: 0.6706, top5_acc: 0.8724, loss_cls: 1.2825, loss: 1.2825, grad_norm: 4.0861, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4461, loss/aux0: 1.4461 2020-10-22 01:18:41,264 - mmaction - INFO - Epoch [17][60/396] lr: 1.500e-02, eta: 18:33:18, time: 0.930, data_time: 0.275, memory: 8337, top1_acc: 0.6549, top5_acc: 0.8562, loss_cls: 1.3355, loss: 1.3355, grad_norm: 4.0223, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4436, loss/aux0: 1.4436 2020-10-22 01:18:42,633 - mmaction - INFO - Epoch [17][60/396] lr: 1.500e-02, eta: 18:34:59, time: 0.969, data_time: 0.276, memory: 8337, top1_acc: 0.6549, top5_acc: 0.8562, loss_cls: 1.3355, loss: 1.3355, grad_norm: 4.0287, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4401, loss/aux0: 1.4401 2020-10-22 01:19:22,641 - mmaction - INFO - Epoch [17][80/396] lr: 1.500e-02, eta: 18:32:31, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.6635, top5_acc: 0.8651, loss_cls: 1.3139, loss: 1.3139, grad_norm: 4.0565, top1_acc/aux0: 0.6362, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4299, loss/aux0: 1.4299 2020-10-22 01:19:23,833 - mmaction - INFO - Epoch [17][80/396] lr: 1.500e-02, eta: 18:34:17, time: 1.016, data_time: 0.004, memory: 8337, top1_acc: 0.6635, top5_acc: 0.8651, loss_cls: 1.3139, loss: 1.3139, grad_norm: 4.0561, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.4364, loss/aux0: 1.4364 2020-10-22 01:20:03,896 - mmaction - INFO - Epoch [17][100/396] lr: 1.500e-02, eta: 18:31:55, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.6661, top5_acc: 0.8687, loss_cls: 1.3114, loss: 1.3114, grad_norm: 4.1597, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5216, loss/aux0: 1.5216 2020-10-22 01:20:05,983 - mmaction - INFO - Epoch [17][100/396] lr: 1.500e-02, eta: 18:33:49, time: 1.107, data_time: 0.002, memory: 8337, top1_acc: 0.6661, top5_acc: 0.8687, loss_cls: 1.3114, loss: 1.3114, grad_norm: 4.1328, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5111, loss/aux0: 1.5111 2020-10-22 01:20:46,799 - mmaction - INFO - Epoch [17][120/396] lr: 1.500e-02, eta: 18:31:33, time: 1.077, data_time: 0.000, memory: 8337, top1_acc: 0.6703, top5_acc: 0.8766, loss_cls: 1.2813, loss: 1.2813, grad_norm: 4.0046, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4543, loss/aux0: 1.4543 2020-10-22 01:20:49,596 - mmaction - INFO - Epoch [17][120/396] lr: 1.500e-02, eta: 18:33:26, time: 1.106, data_time: 0.002, memory: 8337, top1_acc: 0.6703, top5_acc: 0.8766, loss_cls: 1.2813, loss: 1.2813, grad_norm: 3.9852, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4486, loss/aux0: 1.4486 2020-10-22 01:21:27,641 - mmaction - INFO - Epoch [17][140/396] lr: 1.500e-02, eta: 18:31:02, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.6534, top5_acc: 0.8602, loss_cls: 1.3726, loss: 1.3726, grad_norm: 4.2408, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4931, loss/aux0: 1.4931 2020-10-22 01:21:28,295 - mmaction - INFO - Epoch [17][140/396] lr: 1.500e-02, eta: 18:32:39, time: 0.942, data_time: 0.003, memory: 8337, top1_acc: 0.6534, top5_acc: 0.8602, loss_cls: 1.3726, loss: 1.3726, grad_norm: 4.2333, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.5083, loss/aux0: 1.5083 2020-10-22 01:22:09,565 - mmaction - INFO - Epoch [17][160/396] lr: 1.500e-02, eta: 18:30:17, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.6690, top5_acc: 0.8724, loss_cls: 1.3017, loss: 1.3017, grad_norm: 4.0847, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4709, loss/aux0: 1.4709 2020-10-22 01:22:10,961 - mmaction - INFO - Epoch [17][160/396] lr: 1.500e-02, eta: 18:31:57, time: 0.982, data_time: 0.002, memory: 8337, top1_acc: 0.6690, top5_acc: 0.8724, loss_cls: 1.3017, loss: 1.3017, grad_norm: 4.0867, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4781, loss/aux0: 1.4781 2020-10-22 01:22:51,662 - mmaction - INFO - Epoch [17][180/396] lr: 1.500e-02, eta: 18:29:33, time: 0.987, data_time: 0.000, memory: 8337, top1_acc: 0.6555, top5_acc: 0.8615, loss_cls: 1.3440, loss: 1.3440, grad_norm: 4.1318, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4971, loss/aux0: 1.4971 2020-10-22 01:22:52,307 - mmaction - INFO - Epoch [17][180/396] lr: 1.500e-02, eta: 18:31:13, time: 0.989, data_time: 0.002, memory: 8337, top1_acc: 0.6555, top5_acc: 0.8615, loss_cls: 1.3440, loss: 1.3440, grad_norm: 4.1233, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4880, loss/aux0: 1.4880 2020-10-22 01:23:30,720 - mmaction - INFO - Epoch [17][200/396] lr: 1.500e-02, eta: 18:28:48, time: 0.980, data_time: 0.099, memory: 8337, top1_acc: 0.6716, top5_acc: 0.8805, loss_cls: 1.2569, loss: 1.2569, grad_norm: 4.0184, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4590, loss/aux0: 1.4590 2020-10-22 01:23:32,212 - mmaction - INFO - Epoch [17][200/396] lr: 1.500e-02, eta: 18:30:32, time: 1.025, data_time: 0.144, memory: 8337, top1_acc: 0.6716, top5_acc: 0.8805, loss_cls: 1.2569, loss: 1.2569, grad_norm: 4.0598, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4599, loss/aux0: 1.4599 2020-10-22 01:24:11,920 - mmaction - INFO - Epoch [17][220/396] lr: 1.500e-02, eta: 18:28:14, time: 1.053, data_time: 0.452, memory: 8337, top1_acc: 0.6422, top5_acc: 0.8633, loss_cls: 1.3804, loss: 1.3804, grad_norm: 4.1622, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5006, loss/aux0: 1.5006 2020-10-22 01:24:15,475 - mmaction - INFO - Epoch [17][220/396] lr: 1.500e-02, eta: 18:30:04, time: 1.090, data_time: 0.492, memory: 8337, top1_acc: 0.6422, top5_acc: 0.8633, loss_cls: 1.3804, loss: 1.3804, grad_norm: 4.1373, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5012, loss/aux0: 1.5012 2020-10-22 01:24:53,871 - mmaction - INFO - Epoch [17][240/396] lr: 1.500e-02, eta: 18:27:41, time: 0.987, data_time: 0.389, memory: 8337, top1_acc: 0.6667, top5_acc: 0.8661, loss_cls: 1.3094, loss: 1.3094, grad_norm: 4.0663, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4668, loss/aux0: 1.4668 2020-10-22 01:24:55,955 - mmaction - INFO - Epoch [17][240/396] lr: 1.500e-02, eta: 18:29:24, time: 1.031, data_time: 0.433, memory: 8337, top1_acc: 0.6667, top5_acc: 0.8661, loss_cls: 1.3094, loss: 1.3094, grad_norm: 4.0636, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4589, loss/aux0: 1.4589 2020-10-22 01:25:36,349 - mmaction - INFO - Epoch [17][260/396] lr: 1.500e-02, eta: 18:27:08, time: 1.053, data_time: 0.438, memory: 8337, top1_acc: 0.6706, top5_acc: 0.8805, loss_cls: 1.2531, loss: 1.2531, grad_norm: 4.1017, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4613, loss/aux0: 1.4613 2020-10-22 01:25:38,131 - mmaction - INFO - Epoch [17][260/396] lr: 1.500e-02, eta: 18:28:50, time: 1.027, data_time: 0.415, memory: 8337, top1_acc: 0.6706, top5_acc: 0.8805, loss_cls: 1.2531, loss: 1.2531, grad_norm: 4.0766, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4658, loss/aux0: 1.4658 2020-10-22 01:26:16,763 - mmaction - INFO - Epoch [17][280/396] lr: 1.500e-02, eta: 18:26:33, time: 1.046, data_time: 0.419, memory: 8337, top1_acc: 0.6682, top5_acc: 0.8797, loss_cls: 1.2815, loss: 1.2815, grad_norm: 4.0690, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.4921, loss/aux0: 1.4921 2020-10-22 01:26:18,661 - mmaction - INFO - Epoch [17][280/396] lr: 1.500e-02, eta: 18:28:19, time: 1.056, data_time: 0.431, memory: 8337, top1_acc: 0.6682, top5_acc: 0.8797, loss_cls: 1.2815, loss: 1.2815, grad_norm: 4.0526, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.4984, loss/aux0: 1.4984 2020-10-22 01:26:57,660 - mmaction - INFO - Epoch [17][300/396] lr: 1.500e-02, eta: 18:26:03, time: 1.061, data_time: 0.465, memory: 8337, top1_acc: 0.6643, top5_acc: 0.8685, loss_cls: 1.3050, loss: 1.3050, grad_norm: 4.0962, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5055, loss/aux0: 1.5055 2020-10-22 01:26:59,362 - mmaction - INFO - Epoch [17][300/396] lr: 1.500e-02, eta: 18:27:44, time: 1.009, data_time: 0.413, memory: 8337, top1_acc: 0.6643, top5_acc: 0.8685, loss_cls: 1.3050, loss: 1.3050, grad_norm: 4.0862, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5108, loss/aux0: 1.5108 2020-10-22 01:27:38,506 - mmaction - INFO - Epoch [17][320/396] lr: 1.500e-02, eta: 18:25:22, time: 0.992, data_time: 0.394, memory: 8337, top1_acc: 0.6469, top5_acc: 0.8625, loss_cls: 1.3763, loss: 1.3763, grad_norm: 4.2282, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.5116, loss/aux0: 1.5116 2020-10-22 01:27:41,107 - mmaction - INFO - Epoch [17][320/396] lr: 1.500e-02, eta: 18:27:02, time: 1.007, data_time: 0.408, memory: 8337, top1_acc: 0.6469, top5_acc: 0.8625, loss_cls: 1.3763, loss: 1.3763, grad_norm: 4.2511, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5134, loss/aux0: 1.5134 2020-10-22 01:28:19,727 - mmaction - INFO - Epoch [17][340/396] lr: 1.500e-02, eta: 18:24:47, time: 1.061, data_time: 0.359, memory: 8337, top1_acc: 0.6802, top5_acc: 0.8711, loss_cls: 1.2882, loss: 1.2882, grad_norm: 4.1739, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5075, loss/aux0: 1.5075 2020-10-22 01:28:21,486 - mmaction - INFO - Epoch [17][340/396] lr: 1.500e-02, eta: 18:26:31, time: 1.058, data_time: 0.355, memory: 8337, top1_acc: 0.6802, top5_acc: 0.8711, loss_cls: 1.2882, loss: 1.2882, grad_norm: 4.1705, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4990, loss/aux0: 1.4990 2020-10-22 01:29:01,416 - mmaction - INFO - Epoch [17][360/396] lr: 1.500e-02, eta: 18:24:21, time: 1.101, data_time: 0.489, memory: 8337, top1_acc: 0.6708, top5_acc: 0.8708, loss_cls: 1.2745, loss: 1.2745, grad_norm: 4.0969, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4944, loss/aux0: 1.4944 2020-10-22 01:29:03,862 - mmaction - INFO - Epoch [17][360/396] lr: 1.500e-02, eta: 18:26:12, time: 1.126, data_time: 0.516, memory: 8337, top1_acc: 0.6708, top5_acc: 0.8708, loss_cls: 1.2745, loss: 1.2745, grad_norm: 4.0646, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4810, loss/aux0: 1.4810 2020-10-22 01:29:41,576 - mmaction - INFO - Epoch [17][380/396] lr: 1.500e-02, eta: 18:23:54, time: 1.021, data_time: 0.373, memory: 8337, top1_acc: 0.6589, top5_acc: 0.8664, loss_cls: 1.3344, loss: 1.3344, grad_norm: 4.0834, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4865, loss/aux0: 1.4865 2020-10-22 01:29:43,783 - mmaction - INFO - Epoch [17][380/396] lr: 1.500e-02, eta: 18:25:32, time: 1.004, data_time: 0.357, memory: 8337, top1_acc: 0.6589, top5_acc: 0.8664, loss_cls: 1.3344, loss: 1.3344, grad_norm: 4.1120, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5047, loss/aux0: 1.5047 2020-10-22 01:31:30,014 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-10-22 01:34:42,879 - mmaction - INFO - Epoch [18][20/396] lr: 1.500e-02, eta: 18:20:10, time: 1.061, data_time: 0.146, memory: 8337, top1_acc: 0.6654, top5_acc: 0.8768, loss_cls: 1.2825, loss: 1.2825, grad_norm: 4.1284, top1_acc/aux0: 0.6121, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5251, loss/aux0: 1.5251 2020-10-22 01:34:43,479 - mmaction - INFO - Epoch [18][20/396] lr: 1.500e-02, eta: 18:21:53, time: 1.061, data_time: 0.147, memory: 8337, top1_acc: 0.6654, top5_acc: 0.8768, loss_cls: 1.2825, loss: 1.2825, grad_norm: 4.1059, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.5126, loss/aux0: 1.5126 2020-10-22 01:35:24,732 - mmaction - INFO - Epoch [18][40/396] lr: 1.500e-02, eta: 18:19:41, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.6630, top5_acc: 0.8659, loss_cls: 1.3085, loss: 1.3085, grad_norm: 3.9962, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3892, loss/aux0: 1.3892 2020-10-22 01:35:25,338 - mmaction - INFO - Epoch [18][40/396] lr: 1.500e-02, eta: 18:21:25, time: 1.068, data_time: 0.003, memory: 8337, top1_acc: 0.6630, top5_acc: 0.8659, loss_cls: 1.3085, loss: 1.3085, grad_norm: 3.9672, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3932, loss/aux0: 1.3932 2020-10-22 01:36:04,287 - mmaction - INFO - Epoch [18][60/396] lr: 1.500e-02, eta: 18:19:03, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.6852, top5_acc: 0.8708, loss_cls: 1.2384, loss: 1.2384, grad_norm: 4.1162, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4926, loss/aux0: 1.4926 2020-10-22 01:36:04,920 - mmaction - INFO - Epoch [18][60/396] lr: 1.500e-02, eta: 18:20:36, time: 0.964, data_time: 0.002, memory: 8337, top1_acc: 0.6852, top5_acc: 0.8708, loss_cls: 1.2384, loss: 1.2384, grad_norm: 4.0946, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4890, loss/aux0: 1.4890 2020-10-22 01:36:45,075 - mmaction - INFO - Epoch [18][80/396] lr: 1.500e-02, eta: 18:18:23, time: 1.042, data_time: 0.110, memory: 8337, top1_acc: 0.6635, top5_acc: 0.8703, loss_cls: 1.3035, loss: 1.3035, grad_norm: 4.1401, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4523, loss/aux0: 1.4523 2020-10-22 01:36:47,067 - mmaction - INFO - Epoch [18][80/396] lr: 1.500e-02, eta: 18:20:05, time: 1.067, data_time: 0.112, memory: 8337, top1_acc: 0.6635, top5_acc: 0.8703, loss_cls: 1.3035, loss: 1.3035, grad_norm: 4.1332, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4629, loss/aux0: 1.4629 2020-10-22 01:37:28,198 - mmaction - INFO - Epoch [18][100/396] lr: 1.500e-02, eta: 18:17:59, time: 1.117, data_time: 0.081, memory: 8337, top1_acc: 0.6773, top5_acc: 0.8779, loss_cls: 1.2586, loss: 1.2586, grad_norm: 4.0564, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4206, loss/aux0: 1.4206 2020-10-22 01:37:28,803 - mmaction - INFO - Epoch [18][100/396] lr: 1.500e-02, eta: 18:19:39, time: 1.038, data_time: 0.082, memory: 8337, top1_acc: 0.6773, top5_acc: 0.8779, loss_cls: 1.2586, loss: 1.2586, grad_norm: 4.0727, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4231, loss/aux0: 1.4231 2020-10-22 01:38:07,970 - mmaction - INFO - Epoch [18][120/396] lr: 1.500e-02, eta: 18:17:25, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8760, loss_cls: 1.2604, loss: 1.2604, grad_norm: 4.1705, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4534, loss/aux0: 1.4534 2020-10-22 01:38:09,583 - mmaction - INFO - Epoch [18][120/396] lr: 1.500e-02, eta: 18:19:08, time: 1.073, data_time: 0.003, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8760, loss_cls: 1.2604, loss: 1.2604, grad_norm: 4.1704, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4534, loss/aux0: 1.4534 2020-10-22 01:38:50,083 - mmaction - INFO - Epoch [18][140/396] lr: 1.500e-02, eta: 18:16:57, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.6740, top5_acc: 0.8698, loss_cls: 1.2628, loss: 1.2628, grad_norm: 3.9083, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4371, loss/aux0: 1.4371 2020-10-22 01:38:51,554 - mmaction - INFO - Epoch [18][140/396] lr: 1.500e-02, eta: 18:18:38, time: 1.052, data_time: 0.002, memory: 8337, top1_acc: 0.6740, top5_acc: 0.8698, loss_cls: 1.2628, loss: 1.2628, grad_norm: 3.8879, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4332, loss/aux0: 1.4332 2020-10-22 01:39:30,553 - mmaction - INFO - Epoch [18][160/396] lr: 1.500e-02, eta: 18:16:25, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.6620, top5_acc: 0.8706, loss_cls: 1.3117, loss: 1.3117, grad_norm: 4.1524, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4530, loss/aux0: 1.4530 2020-10-22 01:39:32,359 - mmaction - INFO - Epoch [18][160/396] lr: 1.500e-02, eta: 18:18:00, time: 0.998, data_time: 0.003, memory: 8337, top1_acc: 0.6620, top5_acc: 0.8706, loss_cls: 1.3117, loss: 1.3117, grad_norm: 4.1590, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4638, loss/aux0: 1.4638 2020-10-22 01:40:10,758 - mmaction - INFO - Epoch [18][180/396] lr: 1.500e-02, eta: 18:15:43, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.6742, top5_acc: 0.8766, loss_cls: 1.2710, loss: 1.2710, grad_norm: 4.0337, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4244, loss/aux0: 1.4244 2020-10-22 01:40:13,312 - mmaction - INFO - Epoch [18][180/396] lr: 1.500e-02, eta: 18:17:22, time: 1.039, data_time: 0.005, memory: 8337, top1_acc: 0.6742, top5_acc: 0.8766, loss_cls: 1.2710, loss: 1.2710, grad_norm: 4.0463, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4077, loss/aux0: 1.4077 2020-10-22 01:40:52,639 - mmaction - INFO - Epoch [18][200/396] lr: 1.500e-02, eta: 18:15:14, time: 1.092, data_time: 0.018, memory: 8337, top1_acc: 0.6669, top5_acc: 0.8760, loss_cls: 1.2737, loss: 1.2737, grad_norm: 4.1469, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4607, loss/aux0: 1.4607 2020-10-22 01:40:54,127 - mmaction - INFO - Epoch [18][200/396] lr: 1.500e-02, eta: 18:16:57, time: 1.085, data_time: 0.020, memory: 8337, top1_acc: 0.6669, top5_acc: 0.8760, loss_cls: 1.2737, loss: 1.2737, grad_norm: 4.1531, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4678, loss/aux0: 1.4678 2020-10-22 01:41:33,671 - mmaction - INFO - Epoch [18][220/396] lr: 1.500e-02, eta: 18:14:39, time: 0.976, data_time: 0.000, memory: 8337, top1_acc: 0.6628, top5_acc: 0.8643, loss_cls: 1.3339, loss: 1.3339, grad_norm: 4.1752, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4714, loss/aux0: 1.4714 2020-10-22 01:41:34,642 - mmaction - INFO - Epoch [18][220/396] lr: 1.500e-02, eta: 18:16:12, time: 0.993, data_time: 0.001, memory: 8337, top1_acc: 0.6628, top5_acc: 0.8643, loss_cls: 1.3339, loss: 1.3339, grad_norm: 4.1662, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4640, loss/aux0: 1.4640 2020-10-22 01:42:15,214 - mmaction - INFO - Epoch [18][240/396] lr: 1.500e-02, eta: 18:14:02, time: 1.060, data_time: 0.000, memory: 8337, top1_acc: 0.6685, top5_acc: 0.8695, loss_cls: 1.2986, loss: 1.2986, grad_norm: 4.0999, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4841, loss/aux0: 1.4841 2020-10-22 01:42:16,769 - mmaction - INFO - Epoch [18][240/396] lr: 1.500e-02, eta: 18:15:41, time: 1.053, data_time: 0.003, memory: 8337, top1_acc: 0.6685, top5_acc: 0.8695, loss_cls: 1.2986, loss: 1.2986, grad_norm: 4.0775, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4954, loss/aux0: 1.4954 2020-10-22 01:42:54,626 - mmaction - INFO - Epoch [18][260/396] lr: 1.500e-02, eta: 18:13:20, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.6503, top5_acc: 0.8516, loss_cls: 1.3632, loss: 1.3632, grad_norm: 4.1694, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4725, loss/aux0: 1.4725 2020-10-22 01:42:57,692 - mmaction - INFO - Epoch [18][260/396] lr: 1.500e-02, eta: 18:14:47, time: 0.932, data_time: 0.001, memory: 8337, top1_acc: 0.6503, top5_acc: 0.8516, loss_cls: 1.3632, loss: 1.3632, grad_norm: 4.1938, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4575, loss/aux0: 1.4575 2020-10-22 01:43:35,927 - mmaction - INFO - Epoch [18][280/396] lr: 1.500e-02, eta: 18:12:31, time: 0.991, data_time: 0.045, memory: 8337, top1_acc: 0.6542, top5_acc: 0.8633, loss_cls: 1.3460, loss: 1.3460, grad_norm: 4.2031, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4637, loss/aux0: 1.4637 2020-10-22 01:43:38,246 - mmaction - INFO - Epoch [18][280/396] lr: 1.500e-02, eta: 18:14:07, time: 1.031, data_time: 0.091, memory: 8337, top1_acc: 0.6542, top5_acc: 0.8633, loss_cls: 1.3460, loss: 1.3460, grad_norm: 4.1902, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4691, loss/aux0: 1.4691 2020-10-22 01:44:18,129 - mmaction - INFO - Epoch [18][300/396] lr: 1.500e-02, eta: 18:11:57, time: 1.047, data_time: 0.016, memory: 8337, top1_acc: 0.6635, top5_acc: 0.8609, loss_cls: 1.3425, loss: 1.3425, grad_norm: 4.0267, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4350, loss/aux0: 1.4350 2020-10-22 01:44:20,028 - mmaction - INFO - Epoch [18][300/396] lr: 1.500e-02, eta: 18:13:35, time: 1.060, data_time: 0.018, memory: 8337, top1_acc: 0.6635, top5_acc: 0.8609, loss_cls: 1.3425, loss: 1.3425, grad_norm: 3.9971, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4405, loss/aux0: 1.4405 2020-10-22 01:44:58,220 - mmaction - INFO - Epoch [18][320/396] lr: 1.500e-02, eta: 18:11:21, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.6716, top5_acc: 0.8680, loss_cls: 1.2941, loss: 1.2941, grad_norm: 4.0671, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4034, loss/aux0: 1.4034 2020-10-22 01:45:01,978 - mmaction - INFO - Epoch [18][320/396] lr: 1.500e-02, eta: 18:13:03, time: 1.109, data_time: 0.002, memory: 8337, top1_acc: 0.6716, top5_acc: 0.8680, loss_cls: 1.2941, loss: 1.2941, grad_norm: 4.0631, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4096, loss/aux0: 1.4096 2020-10-22 01:45:40,311 - mmaction - INFO - Epoch [18][340/396] lr: 1.500e-02, eta: 18:10:50, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.6638, top5_acc: 0.8820, loss_cls: 1.2963, loss: 1.2963, grad_norm: 4.2091, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4441, loss/aux0: 1.4441 2020-10-22 01:45:42,641 - mmaction - INFO - Epoch [18][340/396] lr: 1.500e-02, eta: 18:12:26, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.6638, top5_acc: 0.8820, loss_cls: 1.2963, loss: 1.2963, grad_norm: 4.2091, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4346, loss/aux0: 1.4346 2020-10-22 01:46:20,256 - mmaction - INFO - Epoch [18][360/396] lr: 1.500e-02, eta: 18:10:15, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.6680, top5_acc: 0.8724, loss_cls: 1.2909, loss: 1.2909, grad_norm: 4.0995, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4341, loss/aux0: 1.4341 2020-10-22 01:46:22,770 - mmaction - INFO - Epoch [18][360/396] lr: 1.500e-02, eta: 18:11:49, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.6680, top5_acc: 0.8724, loss_cls: 1.2909, loss: 1.2909, grad_norm: 4.0731, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4407, loss/aux0: 1.4407 2020-10-22 01:47:02,762 - mmaction - INFO - Epoch [18][380/396] lr: 1.500e-02, eta: 18:09:43, time: 1.086, data_time: 0.000, memory: 8337, top1_acc: 0.6656, top5_acc: 0.8760, loss_cls: 1.2895, loss: 1.2895, grad_norm: 4.0922, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4904, loss/aux0: 1.4904 2020-10-22 01:47:04,289 - mmaction - INFO - Epoch [18][380/396] lr: 1.500e-02, eta: 18:11:16, time: 1.016, data_time: 0.003, memory: 8337, top1_acc: 0.6656, top5_acc: 0.8760, loss_cls: 1.2895, loss: 1.2895, grad_norm: 4.0963, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4845, loss/aux0: 1.4845 2020-10-22 01:48:54,073 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-10-22 01:52:09,339 - mmaction - INFO - Epoch [19][20/396] lr: 1.500e-02, eta: 18:06:16, time: 1.117, data_time: 0.000, memory: 8337, top1_acc: 0.6680, top5_acc: 0.8773, loss_cls: 1.2636, loss: 1.2636, grad_norm: 4.2352, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8476, loss_cls/aux0: 1.4603, loss/aux0: 1.4603 2020-10-22 01:52:09,993 - mmaction - INFO - Epoch [19][20/396] lr: 1.500e-02, eta: 18:07:57, time: 1.119, data_time: 0.003, memory: 8337, top1_acc: 0.6680, top5_acc: 0.8773, loss_cls: 1.2636, loss: 1.2636, grad_norm: 4.2274, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4533, loss/aux0: 1.4533 2020-10-22 01:52:49,477 - mmaction - INFO - Epoch [19][40/396] lr: 1.500e-02, eta: 18:05:44, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.6641, top5_acc: 0.8773, loss_cls: 1.2863, loss: 1.2863, grad_norm: 4.1279, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3963, loss/aux0: 1.3963 2020-10-22 01:52:51,000 - mmaction - INFO - Epoch [19][40/396] lr: 1.500e-02, eta: 18:07:17, time: 1.026, data_time: 0.002, memory: 8337, top1_acc: 0.6641, top5_acc: 0.8773, loss_cls: 1.2863, loss: 1.2863, grad_norm: 4.1173, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4055, loss/aux0: 1.4055 2020-10-22 01:53:31,082 - mmaction - INFO - Epoch [19][60/396] lr: 1.500e-02, eta: 18:05:10, time: 1.053, data_time: 0.002, memory: 8337, top1_acc: 0.6758, top5_acc: 0.8802, loss_cls: 1.2584, loss: 1.2584, grad_norm: 4.0261, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4442, loss/aux0: 1.4442 2020-10-22 01:53:33,661 - mmaction - INFO - Epoch [19][60/396] lr: 1.500e-02, eta: 18:06:49, time: 1.093, data_time: 0.004, memory: 8337, top1_acc: 0.6758, top5_acc: 0.8802, loss_cls: 1.2584, loss: 1.2584, grad_norm: 4.0667, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4365, loss/aux0: 1.4365 2020-10-22 01:54:12,703 - mmaction - INFO - Epoch [19][80/396] lr: 1.500e-02, eta: 18:04:40, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.6732, top5_acc: 0.8727, loss_cls: 1.2719, loss: 1.2719, grad_norm: 4.1428, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4369, loss/aux0: 1.4369 2020-10-22 01:54:15,174 - mmaction - INFO - Epoch [19][80/396] lr: 1.500e-02, eta: 18:06:12, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.6732, top5_acc: 0.8727, loss_cls: 1.2719, loss: 1.2719, grad_norm: 4.1358, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4356, loss/aux0: 1.4356 2020-10-22 01:54:53,939 - mmaction - INFO - Epoch [19][100/396] lr: 1.500e-02, eta: 18:03:58, time: 0.966, data_time: 0.000, memory: 8337, top1_acc: 0.6911, top5_acc: 0.8818, loss_cls: 1.2227, loss: 1.2227, grad_norm: 4.0439, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4533, loss/aux0: 1.4533 2020-10-22 01:54:56,381 - mmaction - INFO - Epoch [19][100/396] lr: 1.500e-02, eta: 18:05:28, time: 0.996, data_time: 0.002, memory: 8337, top1_acc: 0.6911, top5_acc: 0.8818, loss_cls: 1.2227, loss: 1.2227, grad_norm: 4.0657, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4587, loss/aux0: 1.4587 2020-10-22 01:55:35,530 - mmaction - INFO - Epoch [19][120/396] lr: 1.500e-02, eta: 18:03:22, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.6799, top5_acc: 0.8706, loss_cls: 1.2692, loss: 1.2692, grad_norm: 4.0731, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4769, loss/aux0: 1.4769 2020-10-22 01:55:37,672 - mmaction - INFO - Epoch [19][120/396] lr: 1.500e-02, eta: 18:04:52, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.6799, top5_acc: 0.8706, loss_cls: 1.2692, loss: 1.2692, grad_norm: 4.0955, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4781, loss/aux0: 1.4781 2020-10-22 01:56:18,484 - mmaction - INFO - Epoch [19][140/396] lr: 1.500e-02, eta: 18:02:54, time: 1.137, data_time: 0.000, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8753, loss_cls: 1.2600, loss: 1.2600, grad_norm: 4.1885, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4307, loss/aux0: 1.4307 2020-10-22 01:56:19,122 - mmaction - INFO - Epoch [19][140/396] lr: 1.500e-02, eta: 18:04:29, time: 1.067, data_time: 0.002, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8753, loss_cls: 1.2600, loss: 1.2600, grad_norm: 4.1999, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4356, loss/aux0: 1.4356 2020-10-22 01:56:57,489 - mmaction - INFO - Epoch [19][160/396] lr: 1.500e-02, eta: 18:02:16, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.6693, top5_acc: 0.8737, loss_cls: 1.2623, loss: 1.2623, grad_norm: 4.1136, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.4100, loss/aux0: 1.4100 2020-10-22 01:56:59,092 - mmaction - INFO - Epoch [19][160/396] lr: 1.500e-02, eta: 18:03:46, time: 1.014, data_time: 0.002, memory: 8337, top1_acc: 0.6693, top5_acc: 0.8737, loss_cls: 1.2623, loss: 1.2623, grad_norm: 4.1284, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.4115, loss/aux0: 1.4115 2020-10-22 01:57:39,687 - mmaction - INFO - Epoch [19][180/396] lr: 1.500e-02, eta: 18:01:39, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.6727, top5_acc: 0.8797, loss_cls: 1.2513, loss: 1.2513, grad_norm: 4.0795, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4715, loss/aux0: 1.4715 2020-10-22 01:57:41,529 - mmaction - INFO - Epoch [19][180/396] lr: 1.500e-02, eta: 18:03:13, time: 1.067, data_time: 0.002, memory: 8337, top1_acc: 0.6727, top5_acc: 0.8797, loss_cls: 1.2513, loss: 1.2513, grad_norm: 4.0497, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4544, loss/aux0: 1.4544 2020-10-22 01:58:20,623 - mmaction - INFO - Epoch [19][200/396] lr: 1.500e-02, eta: 18:01:05, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.6878, top5_acc: 0.8904, loss_cls: 1.2124, loss: 1.2124, grad_norm: 4.0317, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4447, loss/aux0: 1.4447 2020-10-22 01:58:23,011 - mmaction - INFO - Epoch [19][200/396] lr: 1.500e-02, eta: 18:02:38, time: 1.050, data_time: 0.001, memory: 8337, top1_acc: 0.6878, top5_acc: 0.8904, loss_cls: 1.2124, loss: 1.2124, grad_norm: 4.0218, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4508, loss/aux0: 1.4508 2020-10-22 01:59:02,355 - mmaction - INFO - Epoch [19][220/396] lr: 1.500e-02, eta: 18:00:36, time: 1.089, data_time: 0.000, memory: 8337, top1_acc: 0.6602, top5_acc: 0.8708, loss_cls: 1.3122, loss: 1.3122, grad_norm: 4.1187, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.3977, loss/aux0: 1.3977 2020-10-22 01:59:03,987 - mmaction - INFO - Epoch [19][220/396] lr: 1.500e-02, eta: 18:02:13, time: 1.101, data_time: 0.002, memory: 8337, top1_acc: 0.6602, top5_acc: 0.8708, loss_cls: 1.3122, loss: 1.3122, grad_norm: 4.1485, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4000, loss/aux0: 1.4000 2020-10-22 01:59:43,155 - mmaction - INFO - Epoch [19][240/396] lr: 1.500e-02, eta: 18:00:04, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.6706, top5_acc: 0.8799, loss_cls: 1.2668, loss: 1.2668, grad_norm: 4.1453, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4487, loss/aux0: 1.4487 2020-10-22 01:59:46,280 - mmaction - INFO - Epoch [19][240/396] lr: 1.500e-02, eta: 18:01:31, time: 0.996, data_time: 0.002, memory: 8337, top1_acc: 0.6706, top5_acc: 0.8799, loss_cls: 1.2668, loss: 1.2668, grad_norm: 4.1416, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4439, loss/aux0: 1.4439 2020-10-22 02:00:25,081 - mmaction - INFO - Epoch [19][260/396] lr: 1.500e-02, eta: 17:59:25, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.6641, top5_acc: 0.8708, loss_cls: 1.2879, loss: 1.2879, grad_norm: 4.0702, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4196, loss/aux0: 1.4196 2020-10-22 02:00:26,731 - mmaction - INFO - Epoch [19][260/396] lr: 1.500e-02, eta: 18:01:00, time: 1.082, data_time: 0.003, memory: 8337, top1_acc: 0.6641, top5_acc: 0.8708, loss_cls: 1.2879, loss: 1.2879, grad_norm: 4.0680, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4321, loss/aux0: 1.4321 2020-10-22 02:01:07,964 - mmaction - INFO - Epoch [19][280/396] lr: 1.500e-02, eta: 17:59:01, time: 1.113, data_time: 0.000, memory: 8337, top1_acc: 0.6813, top5_acc: 0.8755, loss_cls: 1.2766, loss: 1.2766, grad_norm: 4.1302, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4337, loss/aux0: 1.4337 2020-10-22 02:01:08,562 - mmaction - INFO - Epoch [19][280/396] lr: 1.500e-02, eta: 18:00:36, time: 1.089, data_time: 0.002, memory: 8337, top1_acc: 0.6813, top5_acc: 0.8755, loss_cls: 1.2766, loss: 1.2766, grad_norm: 4.0948, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4264, loss/aux0: 1.4264 2020-10-22 02:01:46,936 - mmaction - INFO - Epoch [19][300/396] lr: 1.500e-02, eta: 17:58:24, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.6760, top5_acc: 0.8737, loss_cls: 1.2680, loss: 1.2680, grad_norm: 4.1323, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4722, loss/aux0: 1.4722 2020-10-22 02:01:49,373 - mmaction - INFO - Epoch [19][300/396] lr: 1.500e-02, eta: 17:59:54, time: 1.043, data_time: 0.002, memory: 8337, top1_acc: 0.6760, top5_acc: 0.8737, loss_cls: 1.2680, loss: 1.2680, grad_norm: 4.1251, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4798, loss/aux0: 1.4798 2020-10-22 02:02:28,190 - mmaction - INFO - Epoch [19][320/396] lr: 1.500e-02, eta: 17:57:46, time: 1.000, data_time: 0.000, memory: 8337, top1_acc: 0.6719, top5_acc: 0.8789, loss_cls: 1.2567, loss: 1.2567, grad_norm: 4.1144, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4171, loss/aux0: 1.4171 2020-10-22 02:02:29,208 - mmaction - INFO - Epoch [19][320/396] lr: 1.500e-02, eta: 17:59:14, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.6719, top5_acc: 0.8789, loss_cls: 1.2567, loss: 1.2567, grad_norm: 4.1152, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4227, loss/aux0: 1.4227 2020-10-22 02:03:10,378 - mmaction - INFO - Epoch [19][340/396] lr: 1.500e-02, eta: 17:57:13, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.6602, top5_acc: 0.8654, loss_cls: 1.3247, loss: 1.3247, grad_norm: 4.0503, top1_acc/aux0: 0.6310, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4477, loss/aux0: 1.4477 2020-10-22 02:03:11,002 - mmaction - INFO - Epoch [19][340/396] lr: 1.500e-02, eta: 17:58:44, time: 1.050, data_time: 0.003, memory: 8337, top1_acc: 0.6602, top5_acc: 0.8654, loss_cls: 1.3247, loss: 1.3247, grad_norm: 4.0818, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4425, loss/aux0: 1.4425 2020-10-22 02:03:51,713 - mmaction - INFO - Epoch [19][360/396] lr: 1.500e-02, eta: 17:56:40, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8755, loss_cls: 1.2642, loss: 1.2642, grad_norm: 4.1575, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4435, loss/aux0: 1.4435 2020-10-22 02:03:52,321 - mmaction - INFO - Epoch [19][360/396] lr: 1.500e-02, eta: 17:58:10, time: 1.051, data_time: 0.004, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8755, loss_cls: 1.2642, loss: 1.2642, grad_norm: 4.1530, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4443, loss/aux0: 1.4443 2020-10-22 02:04:32,446 - mmaction - INFO - Epoch [19][380/396] lr: 1.500e-02, eta: 17:56:01, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.6497, top5_acc: 0.8721, loss_cls: 1.3293, loss: 1.3293, grad_norm: 4.2629, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4440, loss/aux0: 1.4440 2020-10-22 02:04:33,410 - mmaction - INFO - Epoch [19][380/396] lr: 1.500e-02, eta: 17:57:26, time: 0.993, data_time: 0.002, memory: 8337, top1_acc: 0.6497, top5_acc: 0.8721, loss_cls: 1.3293, loss: 1.3293, grad_norm: 4.2330, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4303, loss/aux0: 1.4303 2020-10-22 02:06:17,036 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-10-22 02:09:23,762 - mmaction - INFO - Epoch [20][20/396] lr: 1.500e-02, eta: 17:52:34, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.6932, top5_acc: 0.8883, loss_cls: 1.2292, loss: 1.2292, grad_norm: 3.9990, top1_acc/aux0: 0.6447, top5_acc/aux0: 0.8569, loss_cls/aux0: 1.3898, loss/aux0: 1.3898 2020-10-22 02:09:24,376 - mmaction - INFO - Epoch [20][20/396] lr: 1.500e-02, eta: 17:54:03, time: 1.047, data_time: 0.003, memory: 8337, top1_acc: 0.6932, top5_acc: 0.8883, loss_cls: 1.2292, loss: 1.2292, grad_norm: 4.0126, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3945, loss/aux0: 1.3945 2020-10-22 02:10:05,143 - mmaction - INFO - Epoch [20][40/396] lr: 1.500e-02, eta: 17:52:00, time: 1.026, data_time: 0.000, memory: 8337, top1_acc: 0.6810, top5_acc: 0.8732, loss_cls: 1.2500, loss: 1.2500, grad_norm: 4.0740, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4339, loss/aux0: 1.4339 2020-10-22 02:10:05,755 - mmaction - INFO - Epoch [20][40/396] lr: 1.500e-02, eta: 17:53:27, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.6810, top5_acc: 0.8732, loss_cls: 1.2500, loss: 1.2500, grad_norm: 4.0499, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4220, loss/aux0: 1.4220 2020-10-22 02:10:43,907 - mmaction - INFO - Epoch [20][60/396] lr: 1.500e-02, eta: 17:51:18, time: 0.961, data_time: 0.000, memory: 8337, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2493, loss: 1.2493, grad_norm: 4.1901, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4015, loss/aux0: 1.4015 2020-10-22 02:10:46,814 - mmaction - INFO - Epoch [20][60/396] lr: 1.500e-02, eta: 17:52:44, time: 1.015, data_time: 0.002, memory: 8337, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2493, loss: 1.2493, grad_norm: 4.1349, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4074, loss/aux0: 1.4074 2020-10-22 02:11:25,812 - mmaction - INFO - Epoch [20][80/396] lr: 1.500e-02, eta: 17:50:43, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.6914, top5_acc: 0.8896, loss_cls: 1.2048, loss: 1.2048, grad_norm: 4.0223, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4011, loss/aux0: 1.4011 2020-10-22 02:11:28,346 - mmaction - INFO - Epoch [20][80/396] lr: 1.500e-02, eta: 17:52:09, time: 1.030, data_time: 0.002, memory: 8337, top1_acc: 0.6914, top5_acc: 0.8896, loss_cls: 1.2048, loss: 1.2048, grad_norm: 4.0215, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4002, loss/aux0: 1.4002 2020-10-22 02:12:05,418 - mmaction - INFO - Epoch [20][100/396] lr: 1.500e-02, eta: 17:50:02, time: 0.973, data_time: 0.000, memory: 8337, top1_acc: 0.6729, top5_acc: 0.8781, loss_cls: 1.2678, loss: 1.2678, grad_norm: 4.1213, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4091, loss/aux0: 1.4091 2020-10-22 02:12:07,865 - mmaction - INFO - Epoch [20][100/396] lr: 1.500e-02, eta: 17:51:25, time: 0.981, data_time: 0.003, memory: 8337, top1_acc: 0.6729, top5_acc: 0.8781, loss_cls: 1.2678, loss: 1.2678, grad_norm: 4.0954, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4052, loss/aux0: 1.4052 2020-10-22 02:12:46,190 - mmaction - INFO - Epoch [20][120/396] lr: 1.500e-02, eta: 17:49:19, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.6826, top5_acc: 0.8833, loss_cls: 1.2229, loss: 1.2229, grad_norm: 4.0945, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4270, loss/aux0: 1.4270 2020-10-22 02:12:47,531 - mmaction - INFO - Epoch [20][120/396] lr: 1.500e-02, eta: 17:50:40, time: 0.963, data_time: 0.001, memory: 8337, top1_acc: 0.6826, top5_acc: 0.8833, loss_cls: 1.2229, loss: 1.2229, grad_norm: 4.0655, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4263, loss/aux0: 1.4263 2020-10-22 02:13:26,015 - mmaction - INFO - Epoch [20][140/396] lr: 1.500e-02, eta: 17:48:33, time: 0.967, data_time: 0.000, memory: 8337, top1_acc: 0.6896, top5_acc: 0.8802, loss_cls: 1.2142, loss: 1.2142, grad_norm: 4.1023, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.3966, loss/aux0: 1.3966 2020-10-22 02:13:28,040 - mmaction - INFO - Epoch [20][140/396] lr: 1.500e-02, eta: 17:49:59, time: 1.035, data_time: 0.002, memory: 8337, top1_acc: 0.6896, top5_acc: 0.8802, loss_cls: 1.2142, loss: 1.2142, grad_norm: 4.1153, top1_acc/aux0: 0.6310, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4067, loss/aux0: 1.4067 2020-10-22 02:14:07,652 - mmaction - INFO - Epoch [20][160/396] lr: 1.500e-02, eta: 17:47:58, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.6714, top5_acc: 0.8654, loss_cls: 1.2881, loss: 1.2881, grad_norm: 4.1408, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4084, loss/aux0: 1.4084 2020-10-22 02:14:10,329 - mmaction - INFO - Epoch [20][160/396] lr: 1.500e-02, eta: 17:49:26, time: 1.059, data_time: 0.002, memory: 8337, top1_acc: 0.6714, top5_acc: 0.8654, loss_cls: 1.2881, loss: 1.2881, grad_norm: 4.1221, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4081, loss/aux0: 1.4081 2020-10-22 02:14:48,393 - mmaction - INFO - Epoch [20][180/396] lr: 1.500e-02, eta: 17:47:25, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.6760, top5_acc: 0.8786, loss_cls: 1.2712, loss: 1.2712, grad_norm: 4.1694, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4310, loss/aux0: 1.4310 2020-10-22 02:14:50,271 - mmaction - INFO - Epoch [20][180/396] lr: 1.500e-02, eta: 17:48:49, time: 1.017, data_time: 0.003, memory: 8337, top1_acc: 0.6760, top5_acc: 0.8786, loss_cls: 1.2712, loss: 1.2712, grad_norm: 4.1861, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4307, loss/aux0: 1.4307 2020-10-22 02:15:30,332 - mmaction - INFO - Epoch [20][200/396] lr: 1.500e-02, eta: 17:46:51, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.6740, top5_acc: 0.8734, loss_cls: 1.2676, loss: 1.2676, grad_norm: 4.0922, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4427, loss/aux0: 1.4427 2020-10-22 02:15:31,337 - mmaction - INFO - Epoch [20][200/396] lr: 1.500e-02, eta: 17:48:14, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.6740, top5_acc: 0.8734, loss_cls: 1.2676, loss: 1.2676, grad_norm: 4.1528, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4541, loss/aux0: 1.4541 2020-10-22 02:16:12,981 - mmaction - INFO - Epoch [20][220/396] lr: 1.500e-02, eta: 17:46:17, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.6648, top5_acc: 0.8698, loss_cls: 1.3036, loss: 1.3036, grad_norm: 4.0332, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3881, loss/aux0: 1.3881 2020-10-22 02:16:13,609 - mmaction - INFO - Epoch [20][220/396] lr: 1.500e-02, eta: 17:47:45, time: 1.075, data_time: 0.003, memory: 8337, top1_acc: 0.6648, top5_acc: 0.8698, loss_cls: 1.3036, loss: 1.3036, grad_norm: 4.0532, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3767, loss/aux0: 1.3767 2020-10-22 02:16:53,556 - mmaction - INFO - Epoch [20][240/396] lr: 1.500e-02, eta: 17:45:48, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.6701, top5_acc: 0.8755, loss_cls: 1.2861, loss: 1.2861, grad_norm: 4.0541, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4415, loss/aux0: 1.4415 2020-10-22 02:16:54,157 - mmaction - INFO - Epoch [20][240/396] lr: 1.500e-02, eta: 17:47:16, time: 1.069, data_time: 0.001, memory: 8337, top1_acc: 0.6701, top5_acc: 0.8755, loss_cls: 1.2861, loss: 1.2861, grad_norm: 4.0536, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4403, loss/aux0: 1.4403 2020-10-22 02:17:35,054 - mmaction - INFO - Epoch [20][260/396] lr: 1.500e-02, eta: 17:45:15, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8729, loss_cls: 1.2534, loss: 1.2534, grad_norm: 4.0738, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4342, loss/aux0: 1.4342 2020-10-22 02:17:35,687 - mmaction - INFO - Epoch [20][260/396] lr: 1.500e-02, eta: 17:46:40, time: 1.032, data_time: 0.003, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8729, loss_cls: 1.2534, loss: 1.2534, grad_norm: 4.0704, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4247, loss/aux0: 1.4247 2020-10-22 02:18:15,308 - mmaction - INFO - Epoch [20][280/396] lr: 1.500e-02, eta: 17:44:38, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.6857, top5_acc: 0.8797, loss_cls: 1.2180, loss: 1.2180, grad_norm: 3.9132, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.3476, loss/aux0: 1.3476 2020-10-22 02:18:16,028 - mmaction - INFO - Epoch [20][280/396] lr: 1.500e-02, eta: 17:46:01, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.6857, top5_acc: 0.8797, loss_cls: 1.2180, loss: 1.2180, grad_norm: 3.9037, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3597, loss/aux0: 1.3597 2020-10-22 02:18:56,571 - mmaction - INFO - Epoch [20][300/396] lr: 1.500e-02, eta: 17:44:01, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.6771, top5_acc: 0.8766, loss_cls: 1.2564, loss: 1.2564, grad_norm: 4.2200, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4889, loss/aux0: 1.4889 2020-10-22 02:18:58,649 - mmaction - INFO - Epoch [20][300/396] lr: 1.500e-02, eta: 17:45:31, time: 1.107, data_time: 0.003, memory: 8337, top1_acc: 0.6771, top5_acc: 0.8766, loss_cls: 1.2564, loss: 1.2564, grad_norm: 4.2062, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4843, loss/aux0: 1.4843 2020-10-22 02:19:37,244 - mmaction - INFO - Epoch [20][320/396] lr: 1.500e-02, eta: 17:43:29, time: 0.998, data_time: 0.000, memory: 8337, top1_acc: 0.6674, top5_acc: 0.8833, loss_cls: 1.2673, loss: 1.2673, grad_norm: 4.1576, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.3888, loss/aux0: 1.3888 2020-10-22 02:19:39,695 - mmaction - INFO - Epoch [20][320/396] lr: 1.500e-02, eta: 17:44:53, time: 1.045, data_time: 0.003, memory: 8337, top1_acc: 0.6674, top5_acc: 0.8833, loss_cls: 1.2673, loss: 1.2673, grad_norm: 4.1755, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.3989, loss/aux0: 1.3989 2020-10-22 02:20:19,845 - mmaction - INFO - Epoch [20][340/396] lr: 1.500e-02, eta: 17:43:00, time: 1.106, data_time: 0.000, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8807, loss_cls: 1.2492, loss: 1.2492, grad_norm: 4.0237, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4206, loss/aux0: 1.4206 2020-10-22 02:20:22,497 - mmaction - INFO - Epoch [20][340/396] lr: 1.500e-02, eta: 17:44:30, time: 1.120, data_time: 0.003, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8807, loss_cls: 1.2492, loss: 1.2492, grad_norm: 4.0322, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4142, loss/aux0: 1.4142 2020-10-22 02:21:01,255 - mmaction - INFO - Epoch [20][360/396] lr: 1.500e-02, eta: 17:42:30, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8732, loss_cls: 1.2566, loss: 1.2566, grad_norm: 4.0488, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4190, loss/aux0: 1.4190 2020-10-22 02:21:02,699 - mmaction - INFO - Epoch [20][360/396] lr: 1.500e-02, eta: 17:43:50, time: 0.997, data_time: 0.003, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8732, loss_cls: 1.2566, loss: 1.2566, grad_norm: 4.0542, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4137, loss/aux0: 1.4137 2020-10-22 02:21:41,446 - mmaction - INFO - Epoch [20][380/396] lr: 1.500e-02, eta: 17:41:51, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.6747, top5_acc: 0.8760, loss_cls: 1.2832, loss: 1.2832, grad_norm: 4.1989, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4176, loss/aux0: 1.4176 2020-10-22 02:21:43,259 - mmaction - INFO - Epoch [20][380/396] lr: 1.500e-02, eta: 17:43:12, time: 1.010, data_time: 0.002, memory: 8337, top1_acc: 0.6747, top5_acc: 0.8760, loss_cls: 1.2832, loss: 1.2832, grad_norm: 4.1670, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4222, loss/aux0: 1.4222 2020-10-22 02:23:28,897 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-22 02:24:43,437 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 02:24:43,563 - mmaction - INFO - top1_acc 0.7391 top5_acc 0.9150 2020-10-22 02:24:43,564 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 02:24:43,599 - mmaction - INFO - mean_acc 0.7402 2020-10-22 02:24:43,600 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-10-22 02:24:43,616 - mmaction - INFO - Epoch(val) [20][396] top1_acc: 0.7391, top5_acc: 0.9150, mean_class_accuracy: 0.7402 2020-10-22 02:28:04,962 - mmaction - INFO - Epoch [21][20/396] lr: 1.500e-02, eta: 17:38:36, time: 1.076, data_time: 0.001, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8849, loss_cls: 1.1967, loss: 1.1967, grad_norm: 4.0300, top1_acc/aux0: 0.6376, top5_acc/aux0: 0.8575, loss_cls/aux0: 1.3963, loss/aux0: 1.3963 2020-10-22 02:28:05,572 - mmaction - INFO - Epoch [21][20/396] lr: 1.500e-02, eta: 17:40:02, time: 1.077, data_time: 0.004, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8849, loss_cls: 1.1967, loss: 1.1967, grad_norm: 4.0341, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3875, loss/aux0: 1.3875 2020-10-22 02:28:44,691 - mmaction - INFO - Epoch [21][40/396] lr: 1.500e-02, eta: 17:38:06, time: 1.050, data_time: 0.004, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8807, loss_cls: 1.2486, loss: 1.2486, grad_norm: 4.0512, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.3854, loss/aux0: 1.3854 2020-10-22 02:28:46,262 - mmaction - INFO - Epoch [21][40/396] lr: 1.500e-02, eta: 17:39:28, time: 1.036, data_time: 0.002, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8807, loss_cls: 1.2486, loss: 1.2486, grad_norm: 4.1098, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4052, loss/aux0: 1.4052 2020-10-22 02:29:26,212 - mmaction - INFO - Epoch [21][60/396] lr: 1.500e-02, eta: 17:37:31, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2157, loss: 1.2157, grad_norm: 4.0949, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4031, loss/aux0: 1.4031 2020-10-22 02:29:28,729 - mmaction - INFO - Epoch [21][60/396] lr: 1.500e-02, eta: 17:38:56, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2157, loss: 1.2157, grad_norm: 4.0590, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3937, loss/aux0: 1.3937 2020-10-22 02:30:06,274 - mmaction - INFO - Epoch [21][80/396] lr: 1.500e-02, eta: 17:36:55, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.6893, top5_acc: 0.8805, loss_cls: 1.2339, loss: 1.2339, grad_norm: 4.0080, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.3879, loss/aux0: 1.3879 2020-10-22 02:30:08,933 - mmaction - INFO - Epoch [21][80/396] lr: 1.500e-02, eta: 17:38:18, time: 1.040, data_time: 0.003, memory: 8337, top1_acc: 0.6893, top5_acc: 0.8805, loss_cls: 1.2339, loss: 1.2339, grad_norm: 4.0086, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.3921, loss/aux0: 1.3921 2020-10-22 02:30:49,499 - mmaction - INFO - Epoch [21][100/396] lr: 1.500e-02, eta: 17:36:17, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.6773, top5_acc: 0.8750, loss_cls: 1.2575, loss: 1.2575, grad_norm: 4.0583, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4194, loss/aux0: 1.4194 2020-10-22 02:30:51,190 - mmaction - INFO - Epoch [21][100/396] lr: 1.500e-02, eta: 17:37:36, time: 1.005, data_time: 0.003, memory: 8337, top1_acc: 0.6773, top5_acc: 0.8750, loss_cls: 1.2575, loss: 1.2575, grad_norm: 4.0488, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4150, loss/aux0: 1.4150 2020-10-22 02:31:31,113 - mmaction - INFO - Epoch [21][120/396] lr: 1.500e-02, eta: 17:35:42, time: 1.064, data_time: 0.000, memory: 8337, top1_acc: 0.6826, top5_acc: 0.8760, loss_cls: 1.2511, loss: 1.2511, grad_norm: 4.1397, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.4039, loss/aux0: 1.4039 2020-10-22 02:31:31,742 - mmaction - INFO - Epoch [21][120/396] lr: 1.500e-02, eta: 17:37:03, time: 1.033, data_time: 0.002, memory: 8337, top1_acc: 0.6826, top5_acc: 0.8760, loss_cls: 1.2511, loss: 1.2511, grad_norm: 4.1579, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.4039, loss/aux0: 1.4039 2020-10-22 02:32:12,468 - mmaction - INFO - Epoch [21][140/396] lr: 1.500e-02, eta: 17:35:06, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8638, loss_cls: 1.2749, loss: 1.2749, grad_norm: 4.0162, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3794, loss/aux0: 1.3794 2020-10-22 02:32:13,090 - mmaction - INFO - Epoch [21][140/396] lr: 1.500e-02, eta: 17:36:26, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8638, loss_cls: 1.2749, loss: 1.2749, grad_norm: 4.0061, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3742, loss/aux0: 1.3742 2020-10-22 02:32:52,635 - mmaction - INFO - Epoch [21][160/396] lr: 1.500e-02, eta: 17:34:28, time: 1.011, data_time: 0.000, memory: 8337, top1_acc: 0.6792, top5_acc: 0.8794, loss_cls: 1.2205, loss: 1.2205, grad_norm: 4.0940, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3793, loss/aux0: 1.3793 2020-10-22 02:32:54,958 - mmaction - INFO - Epoch [21][160/396] lr: 1.500e-02, eta: 17:35:51, time: 1.061, data_time: 0.002, memory: 8337, top1_acc: 0.6792, top5_acc: 0.8794, loss_cls: 1.2205, loss: 1.2205, grad_norm: 4.1045, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3841, loss/aux0: 1.3841 2020-10-22 02:33:33,469 - mmaction - INFO - Epoch [21][180/396] lr: 1.500e-02, eta: 17:33:53, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.6721, top5_acc: 0.8695, loss_cls: 1.2879, loss: 1.2879, grad_norm: 4.0982, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3956, loss/aux0: 1.3956 2020-10-22 02:33:34,998 - mmaction - INFO - Epoch [21][180/396] lr: 1.500e-02, eta: 17:35:09, time: 0.967, data_time: 0.002, memory: 8337, top1_acc: 0.6721, top5_acc: 0.8695, loss_cls: 1.2879, loss: 1.2879, grad_norm: 4.0977, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3874, loss/aux0: 1.3874 2020-10-22 02:34:14,121 - mmaction - INFO - Epoch [21][200/396] lr: 1.500e-02, eta: 17:33:10, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.6768, top5_acc: 0.8794, loss_cls: 1.2485, loss: 1.2485, grad_norm: 4.1610, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4519, loss/aux0: 1.4519 2020-10-22 02:34:16,506 - mmaction - INFO - Epoch [21][200/396] lr: 1.500e-02, eta: 17:34:26, time: 0.985, data_time: 0.001, memory: 8337, top1_acc: 0.6768, top5_acc: 0.8794, loss_cls: 1.2485, loss: 1.2485, grad_norm: 4.1633, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4624, loss/aux0: 1.4624 2020-10-22 02:34:56,358 - mmaction - INFO - Epoch [21][220/396] lr: 1.500e-02, eta: 17:32:35, time: 1.099, data_time: 0.000, memory: 8337, top1_acc: 0.6667, top5_acc: 0.8768, loss_cls: 1.2651, loss: 1.2651, grad_norm: 4.1701, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4597, loss/aux0: 1.4597 2020-10-22 02:34:56,968 - mmaction - INFO - Epoch [21][220/396] lr: 1.500e-02, eta: 17:33:53, time: 1.001, data_time: 0.002, memory: 8337, top1_acc: 0.6667, top5_acc: 0.8768, loss_cls: 1.2651, loss: 1.2651, grad_norm: 4.1887, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4541, loss/aux0: 1.4541 2020-10-22 02:35:37,174 - mmaction - INFO - Epoch [21][240/396] lr: 1.500e-02, eta: 17:31:54, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2479, loss: 1.2479, grad_norm: 3.9390, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4090, loss/aux0: 1.4090 2020-10-22 02:35:37,786 - mmaction - INFO - Epoch [21][240/396] lr: 1.500e-02, eta: 17:33:10, time: 0.989, data_time: 0.002, memory: 8337, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2479, loss: 1.2479, grad_norm: 3.9470, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4018, loss/aux0: 1.4018 2020-10-22 02:36:17,336 - mmaction - INFO - Epoch [21][260/396] lr: 1.500e-02, eta: 17:31:11, time: 0.976, data_time: 0.000, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8755, loss_cls: 1.2766, loss: 1.2766, grad_norm: 4.1453, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4034, loss/aux0: 1.4034 2020-10-22 02:36:19,368 - mmaction - INFO - Epoch [21][260/396] lr: 1.500e-02, eta: 17:32:30, time: 1.027, data_time: 0.001, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8755, loss_cls: 1.2766, loss: 1.2766, grad_norm: 4.1804, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4140, loss/aux0: 1.4140 2020-10-22 02:36:56,882 - mmaction - INFO - Epoch [21][280/396] lr: 1.500e-02, eta: 17:30:33, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.6799, top5_acc: 0.8766, loss_cls: 1.2087, loss: 1.2087, grad_norm: 3.9550, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4123, loss/aux0: 1.4123 2020-10-22 02:36:59,199 - mmaction - INFO - Epoch [21][280/396] lr: 1.500e-02, eta: 17:31:50, time: 1.004, data_time: 0.002, memory: 8337, top1_acc: 0.6799, top5_acc: 0.8766, loss_cls: 1.2087, loss: 1.2087, grad_norm: 3.9506, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4166, loss/aux0: 1.4166 2020-10-22 02:37:40,517 - mmaction - INFO - Epoch [21][300/396] lr: 1.500e-02, eta: 17:30:02, time: 1.127, data_time: 0.000, memory: 8337, top1_acc: 0.6789, top5_acc: 0.8776, loss_cls: 1.2475, loss: 1.2475, grad_norm: 4.1719, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4388, loss/aux0: 1.4388 2020-10-22 02:37:42,892 - mmaction - INFO - Epoch [21][300/396] lr: 1.500e-02, eta: 17:31:26, time: 1.099, data_time: 0.002, memory: 8337, top1_acc: 0.6789, top5_acc: 0.8776, loss_cls: 1.2475, loss: 1.2475, grad_norm: 4.1657, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4438, loss/aux0: 1.4438 2020-10-22 02:38:21,117 - mmaction - INFO - Epoch [21][320/396] lr: 1.500e-02, eta: 17:29:31, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.6755, top5_acc: 0.8737, loss_cls: 1.2767, loss: 1.2767, grad_norm: 4.1433, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4591, loss/aux0: 1.4591 2020-10-22 02:38:22,744 - mmaction - INFO - Epoch [21][320/396] lr: 1.500e-02, eta: 17:30:48, time: 1.012, data_time: 0.003, memory: 8337, top1_acc: 0.6755, top5_acc: 0.8737, loss_cls: 1.2767, loss: 1.2767, grad_norm: 4.1160, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4410, loss/aux0: 1.4410 2020-10-22 02:39:02,598 - mmaction - INFO - Epoch [21][340/396] lr: 1.500e-02, eta: 17:28:57, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.6867, top5_acc: 0.8807, loss_cls: 1.1923, loss: 1.1923, grad_norm: 4.0679, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4320, loss/aux0: 1.4320 2020-10-22 02:39:05,354 - mmaction - INFO - Epoch [21][340/396] lr: 1.500e-02, eta: 17:30:18, time: 1.070, data_time: 0.002, memory: 8337, top1_acc: 0.6867, top5_acc: 0.8807, loss_cls: 1.1923, loss: 1.1923, grad_norm: 4.0729, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4531, loss/aux0: 1.4531 2020-10-22 02:39:43,737 - mmaction - INFO - Epoch [21][360/396] lr: 1.500e-02, eta: 17:28:21, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2639, loss: 1.2639, grad_norm: 4.0975, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3840, loss/aux0: 1.3840 2020-10-22 02:39:46,350 - mmaction - INFO - Epoch [21][360/396] lr: 1.500e-02, eta: 17:29:38, time: 1.013, data_time: 0.002, memory: 8337, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2639, loss: 1.2639, grad_norm: 4.0755, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3704, loss/aux0: 1.3704 2020-10-22 02:40:23,337 - mmaction - INFO - Epoch [21][380/396] lr: 1.500e-02, eta: 17:27:42, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.6643, top5_acc: 0.8773, loss_cls: 1.2703, loss: 1.2703, grad_norm: 4.2356, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.4575, loss/aux0: 1.4575 2020-10-22 02:40:25,197 - mmaction - INFO - Epoch [21][380/396] lr: 1.500e-02, eta: 17:28:56, time: 0.975, data_time: 0.003, memory: 8337, top1_acc: 0.6643, top5_acc: 0.8773, loss_cls: 1.2703, loss: 1.2703, grad_norm: 4.2350, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4532, loss/aux0: 1.4532 2020-10-22 02:42:16,336 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-10-22 02:45:15,212 - mmaction - INFO - Epoch [22][20/396] lr: 1.500e-02, eta: 17:24:35, time: 1.106, data_time: 0.000, memory: 8337, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2281, loss: 1.2281, grad_norm: 4.0431, top1_acc/aux0: 0.6428, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3729, loss/aux0: 1.3729 2020-10-22 02:45:15,842 - mmaction - INFO - Epoch [22][20/396] lr: 1.500e-02, eta: 17:25:58, time: 1.109, data_time: 0.004, memory: 8337, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2281, loss: 1.2281, grad_norm: 4.0153, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3655, loss/aux0: 1.3655 2020-10-22 02:45:57,127 - mmaction - INFO - Epoch [22][40/396] lr: 1.500e-02, eta: 17:24:07, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.7005, top5_acc: 0.8789, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.0476, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3534, loss/aux0: 1.3534 2020-10-22 02:45:57,742 - mmaction - INFO - Epoch [22][40/396] lr: 1.500e-02, eta: 17:25:27, time: 1.065, data_time: 0.003, memory: 8337, top1_acc: 0.7005, top5_acc: 0.8789, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.0711, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3608, loss/aux0: 1.3608 2020-10-22 02:46:37,735 - mmaction - INFO - Epoch [22][60/396] lr: 1.500e-02, eta: 17:23:31, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8758, loss_cls: 1.2524, loss: 1.2524, grad_norm: 4.1084, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3903, loss/aux0: 1.3903 2020-10-22 02:46:38,342 - mmaction - INFO - Epoch [22][60/396] lr: 1.500e-02, eta: 17:24:46, time: 0.996, data_time: 0.002, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8758, loss_cls: 1.2524, loss: 1.2524, grad_norm: 4.1270, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3943, loss/aux0: 1.3943 2020-10-22 02:47:19,419 - mmaction - INFO - Epoch [22][80/396] lr: 1.500e-02, eta: 17:23:01, time: 1.141, data_time: 0.000, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8831, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.0523, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3568, loss/aux0: 1.3568 2020-10-22 02:47:20,006 - mmaction - INFO - Epoch [22][80/396] lr: 1.500e-02, eta: 17:24:22, time: 1.096, data_time: 0.002, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8831, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.0321, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3581, loss/aux0: 1.3581 2020-10-22 02:47:59,630 - mmaction - INFO - Epoch [22][100/396] lr: 1.500e-02, eta: 17:22:30, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.6815, top5_acc: 0.8823, loss_cls: 1.2154, loss: 1.2154, grad_norm: 4.0180, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4175, loss/aux0: 1.4175 2020-10-22 02:48:00,230 - mmaction - INFO - Epoch [22][100/396] lr: 1.500e-02, eta: 17:23:46, time: 1.026, data_time: 0.004, memory: 8337, top1_acc: 0.6815, top5_acc: 0.8823, loss_cls: 1.2154, loss: 1.2154, grad_norm: 4.0262, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4136, loss/aux0: 1.4136 2020-10-22 02:48:42,074 - mmaction - INFO - Epoch [22][120/396] lr: 1.500e-02, eta: 17:21:56, time: 1.070, data_time: 0.000, memory: 8337, top1_acc: 0.6927, top5_acc: 0.8849, loss_cls: 1.1907, loss: 1.1907, grad_norm: 4.1036, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3926, loss/aux0: 1.3926 2020-10-22 02:48:42,695 - mmaction - INFO - Epoch [22][120/396] lr: 1.500e-02, eta: 17:23:15, time: 1.073, data_time: 0.006, memory: 8337, top1_acc: 0.6927, top5_acc: 0.8849, loss_cls: 1.1907, loss: 1.1907, grad_norm: 4.1102, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.4001, loss/aux0: 1.4001 2020-10-22 02:49:19,978 - mmaction - INFO - Epoch [22][140/396] lr: 1.500e-02, eta: 17:21:13, time: 0.894, data_time: 0.000, memory: 8337, top1_acc: 0.6823, top5_acc: 0.8786, loss_cls: 1.2358, loss: 1.2358, grad_norm: 4.1205, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4159, loss/aux0: 1.4159 2020-10-22 02:49:21,397 - mmaction - INFO - Epoch [22][140/396] lr: 1.500e-02, eta: 17:22:22, time: 0.931, data_time: 0.021, memory: 8337, top1_acc: 0.6823, top5_acc: 0.8786, loss_cls: 1.2358, loss: 1.2358, grad_norm: 4.1435, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4234, loss/aux0: 1.4234 2020-10-22 02:50:01,255 - mmaction - INFO - Epoch [22][160/396] lr: 1.500e-02, eta: 17:20:30, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.6831, top5_acc: 0.8896, loss_cls: 1.1903, loss: 1.1903, grad_norm: 4.0776, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3984, loss/aux0: 1.3984 2020-10-22 02:50:03,801 - mmaction - INFO - Epoch [22][160/396] lr: 1.500e-02, eta: 17:21:44, time: 1.011, data_time: 0.001, memory: 8337, top1_acc: 0.6831, top5_acc: 0.8896, loss_cls: 1.1903, loss: 1.1903, grad_norm: 4.0984, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.3921, loss/aux0: 1.3921 2020-10-22 02:50:42,798 - mmaction - INFO - Epoch [22][180/396] lr: 1.500e-02, eta: 17:19:53, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.6833, top5_acc: 0.8841, loss_cls: 1.1957, loss: 1.1957, grad_norm: 4.0359, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3675, loss/aux0: 1.3675 2020-10-22 02:50:45,182 - mmaction - INFO - Epoch [22][180/396] lr: 1.500e-02, eta: 17:21:11, time: 1.058, data_time: 0.002, memory: 8337, top1_acc: 0.6833, top5_acc: 0.8841, loss_cls: 1.1957, loss: 1.1957, grad_norm: 4.0268, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3616, loss/aux0: 1.3616 2020-10-22 02:51:24,190 - mmaction - INFO - Epoch [22][200/396] lr: 1.500e-02, eta: 17:19:20, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.7003, top5_acc: 0.8878, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.0624, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3625, loss/aux0: 1.3625 2020-10-22 02:51:25,769 - mmaction - INFO - Epoch [22][200/396] lr: 1.500e-02, eta: 17:20:32, time: 0.987, data_time: 0.003, memory: 8337, top1_acc: 0.7003, top5_acc: 0.8878, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.0782, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3605, loss/aux0: 1.3605 2020-10-22 02:52:06,121 - mmaction - INFO - Epoch [22][220/396] lr: 1.500e-02, eta: 17:18:44, time: 1.068, data_time: 0.108, memory: 8337, top1_acc: 0.6714, top5_acc: 0.8792, loss_cls: 1.2648, loss: 1.2648, grad_norm: 4.0824, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3581, loss/aux0: 1.3581 2020-10-22 02:52:07,717 - mmaction - INFO - Epoch [22][220/396] lr: 1.500e-02, eta: 17:20:00, time: 1.047, data_time: 0.099, memory: 8337, top1_acc: 0.6714, top5_acc: 0.8792, loss_cls: 1.2648, loss: 1.2648, grad_norm: 4.0769, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3550, loss/aux0: 1.3550 2020-10-22 02:52:47,998 - mmaction - INFO - Epoch [22][240/396] lr: 1.500e-02, eta: 17:18:10, time: 1.046, data_time: 0.005, memory: 8337, top1_acc: 0.6987, top5_acc: 0.8826, loss_cls: 1.2076, loss: 1.2076, grad_norm: 3.9916, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3432, loss/aux0: 1.3432 2020-10-22 02:52:49,936 - mmaction - INFO - Epoch [22][240/396] lr: 1.500e-02, eta: 17:19:22, time: 0.992, data_time: 0.006, memory: 8337, top1_acc: 0.6987, top5_acc: 0.8826, loss_cls: 1.2076, loss: 1.2076, grad_norm: 3.9914, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3424, loss/aux0: 1.3424 2020-10-22 02:53:30,295 - mmaction - INFO - Epoch [22][260/396] lr: 1.500e-02, eta: 17:17:36, time: 1.102, data_time: 0.000, memory: 8337, top1_acc: 0.6841, top5_acc: 0.8854, loss_cls: 1.2324, loss: 1.2324, grad_norm: 4.0806, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3510, loss/aux0: 1.3510 2020-10-22 02:53:30,969 - mmaction - INFO - Epoch [22][260/396] lr: 1.500e-02, eta: 17:18:53, time: 1.060, data_time: 0.002, memory: 8337, top1_acc: 0.6841, top5_acc: 0.8854, loss_cls: 1.2324, loss: 1.2324, grad_norm: 4.0862, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3528, loss/aux0: 1.3528 2020-10-22 02:54:12,373 - mmaction - INFO - Epoch [22][280/396] lr: 1.500e-02, eta: 17:17:04, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.6802, top5_acc: 0.8805, loss_cls: 1.2237, loss: 1.2237, grad_norm: 4.1095, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3944, loss/aux0: 1.3944 2020-10-22 02:54:12,997 - mmaction - INFO - Epoch [22][280/396] lr: 1.500e-02, eta: 17:18:20, time: 1.055, data_time: 0.002, memory: 8337, top1_acc: 0.6802, top5_acc: 0.8805, loss_cls: 1.2237, loss: 1.2237, grad_norm: 4.1207, top1_acc/aux0: 0.6362, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.4071, loss/aux0: 1.4071 2020-10-22 02:54:52,074 - mmaction - INFO - Epoch [22][300/396] lr: 1.500e-02, eta: 17:16:26, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.6828, top5_acc: 0.8841, loss_cls: 1.2253, loss: 1.2253, grad_norm: 4.1067, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3654, loss/aux0: 1.3654 2020-10-22 02:54:53,495 - mmaction - INFO - Epoch [22][300/396] lr: 1.500e-02, eta: 17:17:40, time: 1.026, data_time: 0.002, memory: 8337, top1_acc: 0.6828, top5_acc: 0.8841, loss_cls: 1.2253, loss: 1.2253, grad_norm: 4.1099, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3628, loss/aux0: 1.3628 2020-10-22 02:55:34,100 - mmaction - INFO - Epoch [22][320/396] lr: 1.500e-02, eta: 17:15:53, time: 1.085, data_time: 0.000, memory: 8337, top1_acc: 0.6901, top5_acc: 0.8786, loss_cls: 1.2246, loss: 1.2246, grad_norm: 4.0990, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4041, loss/aux0: 1.4041 2020-10-22 02:55:35,290 - mmaction - INFO - Epoch [22][320/396] lr: 1.500e-02, eta: 17:17:10, time: 1.076, data_time: 0.002, memory: 8337, top1_acc: 0.6901, top5_acc: 0.8786, loss_cls: 1.2246, loss: 1.2246, grad_norm: 4.1128, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.3976, loss/aux0: 1.3976 2020-10-22 02:56:15,150 - mmaction - INFO - Epoch [22][340/396] lr: 1.500e-02, eta: 17:15:19, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.6966, top5_acc: 0.8831, loss_cls: 1.1898, loss: 1.1898, grad_norm: 4.0501, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4310, loss/aux0: 1.4310 2020-10-22 02:56:17,474 - mmaction - INFO - Epoch [22][340/396] lr: 1.500e-02, eta: 17:16:31, time: 1.011, data_time: 0.001, memory: 8337, top1_acc: 0.6966, top5_acc: 0.8831, loss_cls: 1.1898, loss: 1.1898, grad_norm: 4.0717, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4258, loss/aux0: 1.4258 2020-10-22 02:56:54,998 - mmaction - INFO - Epoch [22][360/396] lr: 1.500e-02, eta: 17:14:39, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8799, loss_cls: 1.2138, loss: 1.2138, grad_norm: 4.0351, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3499, loss/aux0: 1.3499 2020-10-22 02:56:55,616 - mmaction - INFO - Epoch [22][360/396] lr: 1.500e-02, eta: 17:15:46, time: 0.946, data_time: 0.003, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8799, loss_cls: 1.2138, loss: 1.2138, grad_norm: 4.0537, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3593, loss/aux0: 1.3593 2020-10-22 02:57:36,620 - mmaction - INFO - Epoch [22][380/396] lr: 1.500e-02, eta: 17:13:56, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.6812, top5_acc: 0.8758, loss_cls: 1.2440, loss: 1.2440, grad_norm: 4.0590, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4263, loss/aux0: 1.4263 2020-10-22 02:57:37,244 - mmaction - INFO - Epoch [22][380/396] lr: 1.500e-02, eta: 17:15:08, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.6812, top5_acc: 0.8758, loss_cls: 1.2440, loss: 1.2440, grad_norm: 4.0638, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4173, loss/aux0: 1.4173 2020-10-22 02:59:21,278 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-10-22 03:02:38,102 - mmaction - INFO - Epoch [23][20/396] lr: 1.500e-02, eta: 17:10:59, time: 1.120, data_time: 0.000, memory: 8337, top1_acc: 0.6956, top5_acc: 0.8760, loss_cls: 1.1998, loss: 1.1998, grad_norm: 4.0904, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4069, loss/aux0: 1.4069 2020-10-22 03:02:38,683 - mmaction - INFO - Epoch [23][20/396] lr: 1.500e-02, eta: 17:12:18, time: 1.118, data_time: 0.002, memory: 8337, top1_acc: 0.6956, top5_acc: 0.8760, loss_cls: 1.1998, loss: 1.1998, grad_norm: 4.0875, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4056, loss/aux0: 1.4056 2020-10-22 03:03:19,014 - mmaction - INFO - Epoch [23][40/396] lr: 1.500e-02, eta: 17:10:32, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.6878, top5_acc: 0.8896, loss_cls: 1.1806, loss: 1.1806, grad_norm: 4.0789, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3362, loss/aux0: 1.3362 2020-10-22 03:03:19,655 - mmaction - INFO - Epoch [23][40/396] lr: 1.500e-02, eta: 17:11:45, time: 1.033, data_time: 0.002, memory: 8337, top1_acc: 0.6878, top5_acc: 0.8896, loss_cls: 1.1806, loss: 1.1806, grad_norm: 4.0827, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3313, loss/aux0: 1.3313 2020-10-22 03:03:58,510 - mmaction - INFO - Epoch [23][60/396] lr: 1.500e-02, eta: 17:09:55, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.6932, top5_acc: 0.8799, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.1117, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3799, loss/aux0: 1.3799 2020-10-22 03:04:00,560 - mmaction - INFO - Epoch [23][60/396] lr: 1.500e-02, eta: 17:11:08, time: 1.037, data_time: 0.003, memory: 8337, top1_acc: 0.6932, top5_acc: 0.8799, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.0951, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3878, loss/aux0: 1.3878 2020-10-22 03:04:38,544 - mmaction - INFO - Epoch [23][80/396] lr: 1.500e-02, eta: 17:09:18, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.6888, top5_acc: 0.8766, loss_cls: 1.2192, loss: 1.2192, grad_norm: 4.0755, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3670, loss/aux0: 1.3670 2020-10-22 03:04:40,914 - mmaction - INFO - Epoch [23][80/396] lr: 1.500e-02, eta: 17:10:33, time: 1.059, data_time: 0.005, memory: 8337, top1_acc: 0.6888, top5_acc: 0.8766, loss_cls: 1.2192, loss: 1.2192, grad_norm: 4.0506, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3649, loss/aux0: 1.3649 2020-10-22 03:05:19,265 - mmaction - INFO - Epoch [23][100/396] lr: 1.500e-02, eta: 17:08:41, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.6922, top5_acc: 0.8872, loss_cls: 1.1926, loss: 1.1926, grad_norm: 4.0334, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3621, loss/aux0: 1.3621 2020-10-22 03:05:20,509 - mmaction - INFO - Epoch [23][100/396] lr: 1.500e-02, eta: 17:09:48, time: 0.953, data_time: 0.002, memory: 8337, top1_acc: 0.6922, top5_acc: 0.8872, loss_cls: 1.1926, loss: 1.1926, grad_norm: 4.0481, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3640, loss/aux0: 1.3640 2020-10-22 03:05:59,892 - mmaction - INFO - Epoch [23][120/396] lr: 1.500e-02, eta: 17:07:58, time: 1.013, data_time: 0.010, memory: 8337, top1_acc: 0.7049, top5_acc: 0.8857, loss_cls: 1.1891, loss: 1.1891, grad_norm: 4.1584, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4069, loss/aux0: 1.4069 2020-10-22 03:06:00,625 - mmaction - INFO - Epoch [23][120/396] lr: 1.500e-02, eta: 17:09:09, time: 1.018, data_time: 0.012, memory: 8337, top1_acc: 0.7049, top5_acc: 0.8857, loss_cls: 1.1891, loss: 1.1891, grad_norm: 4.1503, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3927, loss/aux0: 1.3927 2020-10-22 03:06:42,052 - mmaction - INFO - Epoch [23][140/396] lr: 1.500e-02, eta: 17:07:25, time: 1.089, data_time: 0.000, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8854, loss_cls: 1.1735, loss: 1.1735, grad_norm: 3.9748, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3301, loss/aux0: 1.3301 2020-10-22 03:06:42,655 - mmaction - INFO - Epoch [23][140/396] lr: 1.500e-02, eta: 17:08:34, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8854, loss_cls: 1.1735, loss: 1.1735, grad_norm: 3.9799, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3418, loss/aux0: 1.3418 2020-10-22 03:07:22,646 - mmaction - INFO - Epoch [23][160/396] lr: 1.500e-02, eta: 17:06:43, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.6987, top5_acc: 0.8995, loss_cls: 1.1367, loss: 1.1367, grad_norm: 4.1772, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3591, loss/aux0: 1.3591 2020-10-22 03:07:23,264 - mmaction - INFO - Epoch [23][160/396] lr: 1.500e-02, eta: 17:07:51, time: 0.984, data_time: 0.002, memory: 8337, top1_acc: 0.6987, top5_acc: 0.8995, loss_cls: 1.1367, loss: 1.1367, grad_norm: 4.1771, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3606, loss/aux0: 1.3606 2020-10-22 03:08:03,395 - mmaction - INFO - Epoch [23][180/396] lr: 1.500e-02, eta: 17:06:03, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.6937, top5_acc: 0.8859, loss_cls: 1.1612, loss: 1.1612, grad_norm: 4.1248, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3877, loss/aux0: 1.3877 2020-10-22 03:08:04,000 - mmaction - INFO - Epoch [23][180/396] lr: 1.500e-02, eta: 17:07:15, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.6937, top5_acc: 0.8859, loss_cls: 1.1612, loss: 1.1612, grad_norm: 4.1351, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3897, loss/aux0: 1.3897 2020-10-22 03:08:43,269 - mmaction - INFO - Epoch [23][200/396] lr: 1.500e-02, eta: 17:05:27, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.6839, top5_acc: 0.8734, loss_cls: 1.2312, loss: 1.2312, grad_norm: 4.1785, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3462, loss/aux0: 1.3462 2020-10-22 03:08:43,866 - mmaction - INFO - Epoch [23][200/396] lr: 1.500e-02, eta: 17:06:36, time: 1.006, data_time: 0.002, memory: 8337, top1_acc: 0.6839, top5_acc: 0.8734, loss_cls: 1.2312, loss: 1.2312, grad_norm: 4.1709, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3435, loss/aux0: 1.3435 2020-10-22 03:09:22,994 - mmaction - INFO - Epoch [23][220/396] lr: 1.500e-02, eta: 17:04:47, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.6810, top5_acc: 0.8779, loss_cls: 1.2398, loss: 1.2398, grad_norm: 4.0414, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3733, loss/aux0: 1.3733 2020-10-22 03:09:24,712 - mmaction - INFO - Epoch [23][220/396] lr: 1.500e-02, eta: 17:05:57, time: 1.014, data_time: 0.003, memory: 8337, top1_acc: 0.6810, top5_acc: 0.8779, loss_cls: 1.2398, loss: 1.2398, grad_norm: 4.0557, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3707, loss/aux0: 1.3707 2020-10-22 03:10:02,836 - mmaction - INFO - Epoch [23][240/396] lr: 1.500e-02, eta: 17:04:09, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.6789, top5_acc: 0.8805, loss_cls: 1.2287, loss: 1.2287, grad_norm: 4.2027, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3429, loss/aux0: 1.3429 2020-10-22 03:10:04,691 - mmaction - INFO - Epoch [23][240/396] lr: 1.500e-02, eta: 17:05:18, time: 1.008, data_time: 0.003, memory: 8337, top1_acc: 0.6789, top5_acc: 0.8805, loss_cls: 1.2287, loss: 1.2287, grad_norm: 4.1888, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3430, loss/aux0: 1.3430 2020-10-22 03:10:42,814 - mmaction - INFO - Epoch [23][260/396] lr: 1.500e-02, eta: 17:03:26, time: 0.954, data_time: 0.053, memory: 8337, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2246, loss: 1.2246, grad_norm: 4.0247, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3595, loss/aux0: 1.3595 2020-10-22 03:10:44,419 - mmaction - INFO - Epoch [23][260/396] lr: 1.500e-02, eta: 17:04:34, time: 1.001, data_time: 0.057, memory: 8337, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2246, loss: 1.2246, grad_norm: 4.0493, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3683, loss/aux0: 1.3683 2020-10-22 03:11:24,356 - mmaction - INFO - Epoch [23][280/396] lr: 1.500e-02, eta: 17:02:47, time: 1.018, data_time: 0.135, memory: 8337, top1_acc: 0.6753, top5_acc: 0.8737, loss_cls: 1.2704, loss: 1.2704, grad_norm: 4.0992, top1_acc/aux0: 0.6437, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3929, loss/aux0: 1.3929 2020-10-22 03:11:26,105 - mmaction - INFO - Epoch [23][280/396] lr: 1.500e-02, eta: 17:03:56, time: 1.021, data_time: 0.137, memory: 8337, top1_acc: 0.6753, top5_acc: 0.8737, loss_cls: 1.2704, loss: 1.2704, grad_norm: 4.0955, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3747, loss/aux0: 1.3747 2020-10-22 03:12:04,954 - mmaction - INFO - Epoch [23][300/396] lr: 1.500e-02, eta: 17:02:08, time: 1.002, data_time: 0.389, memory: 8337, top1_acc: 0.6935, top5_acc: 0.8831, loss_cls: 1.1812, loss: 1.1812, grad_norm: 4.0252, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.3226, loss/aux0: 1.3226 2020-10-22 03:12:05,573 - mmaction - INFO - Epoch [23][300/396] lr: 1.500e-02, eta: 17:03:15, time: 0.996, data_time: 0.392, memory: 8337, top1_acc: 0.6935, top5_acc: 0.8831, loss_cls: 1.1812, loss: 1.1812, grad_norm: 4.0278, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.3207, loss/aux0: 1.3207 2020-10-22 03:12:45,031 - mmaction - INFO - Epoch [23][320/396] lr: 1.500e-02, eta: 17:01:26, time: 0.979, data_time: 0.082, memory: 8337, top1_acc: 0.6904, top5_acc: 0.8753, loss_cls: 1.2223, loss: 1.2223, grad_norm: 4.0894, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3349, loss/aux0: 1.3349 2020-10-22 03:12:48,336 - mmaction - INFO - Epoch [23][320/396] lr: 1.500e-02, eta: 17:02:41, time: 1.111, data_time: 0.084, memory: 8337, top1_acc: 0.6904, top5_acc: 0.8753, loss_cls: 1.2223, loss: 1.2223, grad_norm: 4.1083, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3494, loss/aux0: 1.3494 2020-10-22 03:13:27,456 - mmaction - INFO - Epoch [23][340/396] lr: 1.500e-02, eta: 17:00:57, time: 1.061, data_time: 0.000, memory: 8337, top1_acc: 0.6797, top5_acc: 0.8721, loss_cls: 1.2496, loss: 1.2496, grad_norm: 4.1480, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4163, loss/aux0: 1.4163 2020-10-22 03:13:28,805 - mmaction - INFO - Epoch [23][340/396] lr: 1.500e-02, eta: 17:02:05, time: 1.007, data_time: 0.003, memory: 8337, top1_acc: 0.6797, top5_acc: 0.8721, loss_cls: 1.2496, loss: 1.2496, grad_norm: 4.1284, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4152, loss/aux0: 1.4152 2020-10-22 03:14:08,027 - mmaction - INFO - Epoch [23][360/396] lr: 1.500e-02, eta: 17:00:18, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.6737, top5_acc: 0.8786, loss_cls: 1.2568, loss: 1.2568, grad_norm: 3.9951, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3510, loss/aux0: 1.3510 2020-10-22 03:14:10,117 - mmaction - INFO - Epoch [23][360/396] lr: 1.500e-02, eta: 17:01:28, time: 1.027, data_time: 0.003, memory: 8337, top1_acc: 0.6737, top5_acc: 0.8786, loss_cls: 1.2568, loss: 1.2568, grad_norm: 3.9544, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3346, loss/aux0: 1.3346 2020-10-22 03:14:51,735 - mmaction - INFO - Epoch [23][380/396] lr: 1.500e-02, eta: 16:59:49, time: 1.140, data_time: 0.000, memory: 8337, top1_acc: 0.6930, top5_acc: 0.8857, loss_cls: 1.1851, loss: 1.1851, grad_norm: 4.0553, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3511, loss/aux0: 1.3511 2020-10-22 03:14:54,461 - mmaction - INFO - Epoch [23][380/396] lr: 1.500e-02, eta: 17:01:04, time: 1.121, data_time: 0.002, memory: 8337, top1_acc: 0.6930, top5_acc: 0.8857, loss_cls: 1.1851, loss: 1.1851, grad_norm: 4.0662, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3697, loss/aux0: 1.3697 2020-10-22 03:16:39,487 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-10-22 03:19:32,229 - mmaction - INFO - Epoch [24][20/396] lr: 1.500e-02, eta: 16:56:59, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.7065, top5_acc: 0.8852, loss_cls: 1.1703, loss: 1.1703, grad_norm: 4.0374, top1_acc/aux0: 0.6425, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3606, loss/aux0: 1.3606 2020-10-22 03:19:32,824 - mmaction - INFO - Epoch [24][20/396] lr: 1.500e-02, eta: 16:58:07, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.7065, top5_acc: 0.8852, loss_cls: 1.1703, loss: 1.1703, grad_norm: 4.0496, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3647, loss/aux0: 1.3647 2020-10-22 03:20:13,563 - mmaction - INFO - Epoch [24][40/396] lr: 1.500e-02, eta: 16:56:24, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.6927, top5_acc: 0.8865, loss_cls: 1.1718, loss: 1.1718, grad_norm: 4.0133, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.3095, loss/aux0: 1.3095 2020-10-22 03:20:14,189 - mmaction - INFO - Epoch [24][40/396] lr: 1.500e-02, eta: 16:57:35, time: 1.061, data_time: 0.002, memory: 8337, top1_acc: 0.6927, top5_acc: 0.8865, loss_cls: 1.1718, loss: 1.1718, grad_norm: 3.9914, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.3008, loss/aux0: 1.3008 2020-10-22 03:20:54,923 - mmaction - INFO - Epoch [24][60/396] lr: 1.500e-02, eta: 16:55:48, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.6904, top5_acc: 0.8789, loss_cls: 1.1839, loss: 1.1839, grad_norm: 4.1244, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3571, loss/aux0: 1.3571 2020-10-22 03:20:55,533 - mmaction - INFO - Epoch [24][60/396] lr: 1.500e-02, eta: 16:56:54, time: 0.998, data_time: 0.002, memory: 8337, top1_acc: 0.6904, top5_acc: 0.8789, loss_cls: 1.1839, loss: 1.1839, grad_norm: 4.1315, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3604, loss/aux0: 1.3604 2020-10-22 03:21:34,492 - mmaction - INFO - Epoch [24][80/396] lr: 1.500e-02, eta: 16:55:08, time: 0.998, data_time: 0.062, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8789, loss_cls: 1.1734, loss: 1.1734, grad_norm: 4.1250, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3177, loss/aux0: 1.3177 2020-10-22 03:21:36,243 - mmaction - INFO - Epoch [24][80/396] lr: 1.500e-02, eta: 16:56:17, time: 1.056, data_time: 0.122, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8789, loss_cls: 1.1734, loss: 1.1734, grad_norm: 4.1252, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3172, loss/aux0: 1.3172 2020-10-22 03:22:16,166 - mmaction - INFO - Epoch [24][100/396] lr: 1.500e-02, eta: 16:54:34, time: 1.052, data_time: 0.450, memory: 8337, top1_acc: 0.6922, top5_acc: 0.8841, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.1496, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3761, loss/aux0: 1.3761 2020-10-22 03:22:17,433 - mmaction - INFO - Epoch [24][100/396] lr: 1.500e-02, eta: 16:55:43, time: 1.039, data_time: 0.437, memory: 8337, top1_acc: 0.6922, top5_acc: 0.8841, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.1403, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3759, loss/aux0: 1.3759 2020-10-22 03:22:56,469 - mmaction - INFO - Epoch [24][120/396] lr: 1.500e-02, eta: 16:54:02, time: 1.073, data_time: 0.206, memory: 8337, top1_acc: 0.6885, top5_acc: 0.8865, loss_cls: 1.1988, loss: 1.1988, grad_norm: 4.1036, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3496, loss/aux0: 1.3496 2020-10-22 03:22:57,136 - mmaction - INFO - Epoch [24][120/396] lr: 1.500e-02, eta: 16:55:08, time: 1.003, data_time: 0.135, memory: 8337, top1_acc: 0.6885, top5_acc: 0.8865, loss_cls: 1.1988, loss: 1.1988, grad_norm: 4.1191, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3596, loss/aux0: 1.3596 2020-10-22 03:23:36,374 - mmaction - INFO - Epoch [24][140/396] lr: 1.500e-02, eta: 16:53:23, time: 1.027, data_time: 0.007, memory: 8337, top1_acc: 0.6799, top5_acc: 0.8740, loss_cls: 1.2444, loss: 1.2444, grad_norm: 4.2323, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3775, loss/aux0: 1.3775 2020-10-22 03:23:39,175 - mmaction - INFO - Epoch [24][140/396] lr: 1.500e-02, eta: 16:54:34, time: 1.078, data_time: 0.009, memory: 8337, top1_acc: 0.6799, top5_acc: 0.8740, loss_cls: 1.2444, loss: 1.2444, grad_norm: 4.2232, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3736, loss/aux0: 1.3736 2020-10-22 03:24:17,829 - mmaction - INFO - Epoch [24][160/396] lr: 1.500e-02, eta: 16:52:51, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.6919, top5_acc: 0.8875, loss_cls: 1.2147, loss: 1.2147, grad_norm: 4.1297, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.4057, loss/aux0: 1.4057 2020-10-22 03:24:18,669 - mmaction - INFO - Epoch [24][160/396] lr: 1.500e-02, eta: 16:53:54, time: 0.964, data_time: 0.002, memory: 8337, top1_acc: 0.6919, top5_acc: 0.8875, loss_cls: 1.2147, loss: 1.2147, grad_norm: 4.1274, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4129, loss/aux0: 1.4129 2020-10-22 03:24:58,103 - mmaction - INFO - Epoch [24][180/396] lr: 1.500e-02, eta: 16:52:11, time: 1.043, data_time: 0.056, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8904, loss_cls: 1.1723, loss: 1.1723, grad_norm: 4.0241, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3583, loss/aux0: 1.3583 2020-10-22 03:24:59,134 - mmaction - INFO - Epoch [24][180/396] lr: 1.500e-02, eta: 16:53:17, time: 1.009, data_time: 0.057, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8904, loss_cls: 1.1723, loss: 1.1723, grad_norm: 3.9926, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3401, loss/aux0: 1.3401 2020-10-22 03:25:40,179 - mmaction - INFO - Epoch [24][200/396] lr: 1.500e-02, eta: 16:51:36, time: 1.073, data_time: 0.076, memory: 8337, top1_acc: 0.6917, top5_acc: 0.8779, loss_cls: 1.2168, loss: 1.2168, grad_norm: 4.1564, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3796, loss/aux0: 1.3796 2020-10-22 03:25:42,328 - mmaction - INFO - Epoch [24][200/396] lr: 1.500e-02, eta: 16:52:47, time: 1.084, data_time: 0.037, memory: 8337, top1_acc: 0.6917, top5_acc: 0.8779, loss_cls: 1.2168, loss: 1.2168, grad_norm: 4.1411, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3882, loss/aux0: 1.3882 2020-10-22 03:26:21,715 - mmaction - INFO - Epoch [24][220/396] lr: 1.500e-02, eta: 16:51:03, time: 1.027, data_time: 0.196, memory: 8337, top1_acc: 0.7057, top5_acc: 0.8909, loss_cls: 1.1602, loss: 1.1602, grad_norm: 4.1234, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3885, loss/aux0: 1.3885 2020-10-22 03:26:23,576 - mmaction - INFO - Epoch [24][220/396] lr: 1.500e-02, eta: 16:52:09, time: 1.007, data_time: 0.233, memory: 8337, top1_acc: 0.7057, top5_acc: 0.8909, loss_cls: 1.1602, loss: 1.1602, grad_norm: 4.1139, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3856, loss/aux0: 1.3856 2020-10-22 03:27:02,340 - mmaction - INFO - Epoch [24][240/396] lr: 1.500e-02, eta: 16:50:23, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.6807, top5_acc: 0.8836, loss_cls: 1.2138, loss: 1.2138, grad_norm: 4.0892, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3296, loss/aux0: 1.3296 2020-10-22 03:27:03,612 - mmaction - INFO - Epoch [24][240/396] lr: 1.500e-02, eta: 16:51:29, time: 1.008, data_time: 0.002, memory: 8337, top1_acc: 0.6807, top5_acc: 0.8836, loss_cls: 1.2138, loss: 1.2138, grad_norm: 4.0897, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3318, loss/aux0: 1.3318 2020-10-22 03:27:43,291 - mmaction - INFO - Epoch [24][260/396] lr: 1.500e-02, eta: 16:49:40, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.6865, top5_acc: 0.8818, loss_cls: 1.2271, loss: 1.2271, grad_norm: 4.1935, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.3964, loss/aux0: 1.3964 2020-10-22 03:27:43,951 - mmaction - INFO - Epoch [24][260/396] lr: 1.500e-02, eta: 16:50:42, time: 0.959, data_time: 0.003, memory: 8337, top1_acc: 0.6865, top5_acc: 0.8818, loss_cls: 1.2271, loss: 1.2271, grad_norm: 4.1841, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4051, loss/aux0: 1.4051 2020-10-22 03:28:24,310 - mmaction - INFO - Epoch [24][280/396] lr: 1.500e-02, eta: 16:49:00, time: 1.037, data_time: 0.087, memory: 8337, top1_acc: 0.6956, top5_acc: 0.8818, loss_cls: 1.2166, loss: 1.2166, grad_norm: 4.0433, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3889, loss/aux0: 1.3889 2020-10-22 03:28:24,946 - mmaction - INFO - Epoch [24][280/396] lr: 1.500e-02, eta: 16:50:05, time: 1.015, data_time: 0.065, memory: 8337, top1_acc: 0.6956, top5_acc: 0.8818, loss_cls: 1.2166, loss: 1.2166, grad_norm: 4.0511, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3785, loss/aux0: 1.3785 2020-10-22 03:29:03,184 - mmaction - INFO - Epoch [24][300/396] lr: 1.500e-02, eta: 16:48:22, time: 1.021, data_time: 0.171, memory: 8337, top1_acc: 0.6784, top5_acc: 0.8763, loss_cls: 1.2575, loss: 1.2575, grad_norm: 4.1048, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3217, loss/aux0: 1.3217 2020-10-22 03:29:05,509 - mmaction - INFO - Epoch [24][300/396] lr: 1.500e-02, eta: 16:49:26, time: 0.997, data_time: 0.223, memory: 8337, top1_acc: 0.6784, top5_acc: 0.8763, loss_cls: 1.2575, loss: 1.2575, grad_norm: 4.1089, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3125, loss/aux0: 1.3125 2020-10-22 03:29:44,178 - mmaction - INFO - Epoch [24][320/396] lr: 1.500e-02, eta: 16:47:44, time: 1.036, data_time: 0.090, memory: 8337, top1_acc: 0.6951, top5_acc: 0.8818, loss_cls: 1.2168, loss: 1.2168, grad_norm: 4.0433, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.3115, loss/aux0: 1.3115 2020-10-22 03:29:46,476 - mmaction - INFO - Epoch [24][320/396] lr: 1.500e-02, eta: 16:48:50, time: 1.040, data_time: 0.056, memory: 8337, top1_acc: 0.6951, top5_acc: 0.8818, loss_cls: 1.2168, loss: 1.2168, grad_norm: 4.0678, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3343, loss/aux0: 1.3343 2020-10-22 03:30:25,945 - mmaction - INFO - Epoch [24][340/396] lr: 1.500e-02, eta: 16:47:12, time: 1.097, data_time: 0.066, memory: 8337, top1_acc: 0.6948, top5_acc: 0.8786, loss_cls: 1.2193, loss: 1.2193, grad_norm: 3.9890, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3841, loss/aux0: 1.3841 2020-10-22 03:30:28,493 - mmaction - INFO - Epoch [24][340/396] lr: 1.500e-02, eta: 16:48:22, time: 1.095, data_time: 0.003, memory: 8337, top1_acc: 0.6948, top5_acc: 0.8786, loss_cls: 1.2193, loss: 1.2193, grad_norm: 3.9719, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3703, loss/aux0: 1.3703 2020-10-22 03:31:07,543 - mmaction - INFO - Epoch [24][360/396] lr: 1.500e-02, eta: 16:46:41, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8859, loss_cls: 1.1767, loss: 1.1767, grad_norm: 4.1130, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3651, loss/aux0: 1.3651 2020-10-22 03:31:09,372 - mmaction - INFO - Epoch [24][360/396] lr: 1.500e-02, eta: 16:47:48, time: 1.045, data_time: 0.003, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8859, loss_cls: 1.1767, loss: 1.1767, grad_norm: 4.1263, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3681, loss/aux0: 1.3681 2020-10-22 03:31:49,235 - mmaction - INFO - Epoch [24][380/396] lr: 1.500e-02, eta: 16:46:05, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.6919, top5_acc: 0.8797, loss_cls: 1.2204, loss: 1.2204, grad_norm: 4.0906, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3568, loss/aux0: 1.3568 2020-10-22 03:31:51,277 - mmaction - INFO - Epoch [24][380/396] lr: 1.500e-02, eta: 16:47:10, time: 1.026, data_time: 0.003, memory: 8337, top1_acc: 0.6919, top5_acc: 0.8797, loss_cls: 1.2204, loss: 1.2204, grad_norm: 4.0983, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3547, loss/aux0: 1.3547 2020-10-22 03:33:36,952 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-22 03:36:48,302 - mmaction - INFO - Epoch [25][20/396] lr: 1.500e-02, eta: 16:43:10, time: 0.964, data_time: 0.241, memory: 8337, top1_acc: 0.6943, top5_acc: 0.8888, loss_cls: 1.1923, loss: 1.1923, grad_norm: 3.9780, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8684, loss_cls/aux0: 1.3072, loss/aux0: 1.3072 2020-10-22 03:36:49,341 - mmaction - INFO - Epoch [25][20/396] lr: 1.500e-02, eta: 16:44:13, time: 0.987, data_time: 0.243, memory: 8337, top1_acc: 0.6943, top5_acc: 0.8888, loss_cls: 1.1923, loss: 1.1923, grad_norm: 3.9623, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3040, loss/aux0: 1.3040 2020-10-22 03:37:30,016 - mmaction - INFO - Epoch [25][40/396] lr: 1.500e-02, eta: 16:42:32, time: 1.039, data_time: 0.034, memory: 8337, top1_acc: 0.6974, top5_acc: 0.8862, loss_cls: 1.1750, loss: 1.1750, grad_norm: 4.1567, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3350, loss/aux0: 1.3350 2020-10-22 03:37:30,629 - mmaction - INFO - Epoch [25][40/396] lr: 1.500e-02, eta: 16:43:36, time: 1.011, data_time: 0.036, memory: 8337, top1_acc: 0.6974, top5_acc: 0.8862, loss_cls: 1.1750, loss: 1.1750, grad_norm: 4.1702, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3373, loss/aux0: 1.3373 2020-10-22 03:38:09,923 - mmaction - INFO - Epoch [25][60/396] lr: 1.500e-02, eta: 16:41:48, time: 0.930, data_time: 0.000, memory: 8337, top1_acc: 0.7003, top5_acc: 0.8901, loss_cls: 1.1613, loss: 1.1613, grad_norm: 4.1356, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3752, loss/aux0: 1.3752 2020-10-22 03:38:10,574 - mmaction - INFO - Epoch [25][60/396] lr: 1.500e-02, eta: 16:42:47, time: 0.933, data_time: 0.002, memory: 8337, top1_acc: 0.7003, top5_acc: 0.8901, loss_cls: 1.1613, loss: 1.1613, grad_norm: 4.1611, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3693, loss/aux0: 1.3693 2020-10-22 03:38:49,896 - mmaction - INFO - Epoch [25][80/396] lr: 1.500e-02, eta: 16:41:04, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.6990, top5_acc: 0.8786, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.0755, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3417, loss/aux0: 1.3417 2020-10-22 03:38:50,761 - mmaction - INFO - Epoch [25][80/396] lr: 1.500e-02, eta: 16:42:06, time: 0.984, data_time: 0.002, memory: 8337, top1_acc: 0.6990, top5_acc: 0.8786, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.0307, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3510, loss/aux0: 1.3510 2020-10-22 03:39:30,916 - mmaction - INFO - Epoch [25][100/396] lr: 1.500e-02, eta: 16:40:24, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8818, loss_cls: 1.1765, loss: 1.1765, grad_norm: 4.0903, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3457, loss/aux0: 1.3457 2020-10-22 03:39:31,525 - mmaction - INFO - Epoch [25][100/396] lr: 1.500e-02, eta: 16:41:28, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8818, loss_cls: 1.1765, loss: 1.1765, grad_norm: 4.0730, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3419, loss/aux0: 1.3419 2020-10-22 03:40:11,582 - mmaction - INFO - Epoch [25][120/396] lr: 1.500e-02, eta: 16:39:50, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.6992, top5_acc: 0.8885, loss_cls: 1.1747, loss: 1.1747, grad_norm: 4.1585, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3493, loss/aux0: 1.3493 2020-10-22 03:40:12,784 - mmaction - INFO - Epoch [25][120/396] lr: 1.500e-02, eta: 16:40:54, time: 1.034, data_time: 0.001, memory: 8337, top1_acc: 0.6992, top5_acc: 0.8885, loss_cls: 1.1747, loss: 1.1747, grad_norm: 4.1638, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3602, loss/aux0: 1.3602 2020-10-22 03:40:53,361 - mmaction - INFO - Epoch [25][140/396] lr: 1.500e-02, eta: 16:39:15, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.6932, top5_acc: 0.8854, loss_cls: 1.1710, loss: 1.1710, grad_norm: 4.1261, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3510, loss/aux0: 1.3510 2020-10-22 03:40:53,989 - mmaction - INFO - Epoch [25][140/396] lr: 1.500e-02, eta: 16:40:20, time: 1.045, data_time: 0.003, memory: 8337, top1_acc: 0.6932, top5_acc: 0.8854, loss_cls: 1.1710, loss: 1.1710, grad_norm: 4.0960, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3575, loss/aux0: 1.3575 2020-10-22 03:41:32,156 - mmaction - INFO - Epoch [25][160/396] lr: 1.500e-02, eta: 16:38:35, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.6927, top5_acc: 0.8810, loss_cls: 1.1915, loss: 1.1915, grad_norm: 3.9977, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3737, loss/aux0: 1.3737 2020-10-22 03:41:34,729 - mmaction - INFO - Epoch [25][160/396] lr: 1.500e-02, eta: 16:39:37, time: 0.995, data_time: 0.001, memory: 8337, top1_acc: 0.6927, top5_acc: 0.8810, loss_cls: 1.1915, loss: 1.1915, grad_norm: 4.0042, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3651, loss/aux0: 1.3651 2020-10-22 03:42:14,934 - mmaction - INFO - Epoch [25][180/396] lr: 1.500e-02, eta: 16:38:03, time: 1.127, data_time: 0.000, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8815, loss_cls: 1.2046, loss: 1.2046, grad_norm: 4.2056, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3580, loss/aux0: 1.3580 2020-10-22 03:42:15,535 - mmaction - INFO - Epoch [25][180/396] lr: 1.500e-02, eta: 16:39:09, time: 1.081, data_time: 0.002, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8815, loss_cls: 1.2046, loss: 1.2046, grad_norm: 4.1850, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3599, loss/aux0: 1.3599 2020-10-22 03:42:58,589 - mmaction - INFO - Epoch [25][200/396] lr: 1.500e-02, eta: 16:37:34, time: 1.106, data_time: 0.000, memory: 8337, top1_acc: 0.7063, top5_acc: 0.8885, loss_cls: 1.1677, loss: 1.1677, grad_norm: 4.0622, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3951, loss/aux0: 1.3951 2020-10-22 03:42:59,183 - mmaction - INFO - Epoch [25][200/396] lr: 1.500e-02, eta: 16:38:42, time: 1.107, data_time: 0.003, memory: 8337, top1_acc: 0.7063, top5_acc: 0.8885, loss_cls: 1.1677, loss: 1.1677, grad_norm: 4.0591, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3915, loss/aux0: 1.3915 2020-10-22 03:43:37,456 - mmaction - INFO - Epoch [25][220/396] lr: 1.500e-02, eta: 16:36:58, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.6846, top5_acc: 0.8794, loss_cls: 1.2257, loss: 1.2257, grad_norm: 4.1815, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3427, loss/aux0: 1.3427 2020-10-22 03:43:39,329 - mmaction - INFO - Epoch [25][220/396] lr: 1.500e-02, eta: 16:38:01, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.6846, top5_acc: 0.8794, loss_cls: 1.2257, loss: 1.2257, grad_norm: 4.1630, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3377, loss/aux0: 1.3377 2020-10-22 03:44:18,888 - mmaction - INFO - Epoch [25][240/396] lr: 1.500e-02, eta: 16:36:24, time: 1.075, data_time: 0.005, memory: 8337, top1_acc: 0.7034, top5_acc: 0.8883, loss_cls: 1.1508, loss: 1.1508, grad_norm: 4.0578, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.3961, loss/aux0: 1.3961 2020-10-22 03:44:20,374 - mmaction - INFO - Epoch [25][240/396] lr: 1.500e-02, eta: 16:37:28, time: 1.035, data_time: 0.008, memory: 8337, top1_acc: 0.7034, top5_acc: 0.8883, loss_cls: 1.1508, loss: 1.1508, grad_norm: 4.0230, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.3917, loss/aux0: 1.3917 2020-10-22 03:45:01,242 - mmaction - INFO - Epoch [25][260/396] lr: 1.500e-02, eta: 16:35:55, time: 1.141, data_time: 0.000, memory: 8337, top1_acc: 0.7063, top5_acc: 0.8818, loss_cls: 1.1559, loss: 1.1559, grad_norm: 4.1346, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3440, loss/aux0: 1.3440 2020-10-22 03:45:01,874 - mmaction - INFO - Epoch [25][260/396] lr: 1.500e-02, eta: 16:36:59, time: 1.055, data_time: 0.002, memory: 8337, top1_acc: 0.7063, top5_acc: 0.8818, loss_cls: 1.1559, loss: 1.1559, grad_norm: 4.1343, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3522, loss/aux0: 1.3522 2020-10-22 03:45:42,152 - mmaction - INFO - Epoch [25][280/396] lr: 1.500e-02, eta: 16:35:17, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.6911, top5_acc: 0.8896, loss_cls: 1.1989, loss: 1.1989, grad_norm: 4.1006, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3141, loss/aux0: 1.3141 2020-10-22 03:45:42,806 - mmaction - INFO - Epoch [25][280/396] lr: 1.500e-02, eta: 16:36:17, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.6911, top5_acc: 0.8896, loss_cls: 1.1989, loss: 1.1989, grad_norm: 4.1296, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3147, loss/aux0: 1.3147 2020-10-22 03:46:23,200 - mmaction - INFO - Epoch [25][300/396] lr: 1.500e-02, eta: 16:34:38, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.6865, top5_acc: 0.8794, loss_cls: 1.2329, loss: 1.2329, grad_norm: 4.1174, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3385, loss/aux0: 1.3385 2020-10-22 03:46:25,114 - mmaction - INFO - Epoch [25][300/396] lr: 1.500e-02, eta: 16:35:41, time: 1.044, data_time: 0.003, memory: 8337, top1_acc: 0.6865, top5_acc: 0.8794, loss_cls: 1.2329, loss: 1.2329, grad_norm: 4.0989, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3287, loss/aux0: 1.3287 2020-10-22 03:47:04,286 - mmaction - INFO - Epoch [25][320/396] lr: 1.500e-02, eta: 16:34:03, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1867, loss: 1.1867, grad_norm: 4.1469, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3555, loss/aux0: 1.3555 2020-10-22 03:47:05,555 - mmaction - INFO - Epoch [25][320/396] lr: 1.500e-02, eta: 16:35:02, time: 0.978, data_time: 0.003, memory: 8337, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1867, loss: 1.1867, grad_norm: 4.1381, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3543, loss/aux0: 1.3543 2020-10-22 03:47:43,468 - mmaction - INFO - Epoch [25][340/396] lr: 1.500e-02, eta: 16:33:20, time: 0.973, data_time: 0.036, memory: 8337, top1_acc: 0.6974, top5_acc: 0.8836, loss_cls: 1.1766, loss: 1.1766, grad_norm: 4.1758, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3862, loss/aux0: 1.3862 2020-10-22 03:47:45,066 - mmaction - INFO - Epoch [25][340/396] lr: 1.500e-02, eta: 16:34:22, time: 1.023, data_time: 0.039, memory: 8337, top1_acc: 0.6974, top5_acc: 0.8836, loss_cls: 1.1766, loss: 1.1766, grad_norm: 4.1799, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.4007, loss/aux0: 1.4007 2020-10-22 03:48:24,978 - mmaction - INFO - Epoch [25][360/396] lr: 1.500e-02, eta: 16:32:43, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.6844, top5_acc: 0.8846, loss_cls: 1.2122, loss: 1.2122, grad_norm: 4.1616, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3542, loss/aux0: 1.3542 2020-10-22 03:48:26,570 - mmaction - INFO - Epoch [25][360/396] lr: 1.500e-02, eta: 16:33:42, time: 0.981, data_time: 0.002, memory: 8337, top1_acc: 0.6844, top5_acc: 0.8846, loss_cls: 1.2122, loss: 1.2122, grad_norm: 4.1757, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3479, loss/aux0: 1.3479 2020-10-22 03:49:05,697 - mmaction - INFO - Epoch [25][380/396] lr: 1.500e-02, eta: 16:32:00, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.6885, top5_acc: 0.8794, loss_cls: 1.2140, loss: 1.2140, grad_norm: 4.0732, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3121, loss/aux0: 1.3121 2020-10-22 03:49:08,631 - mmaction - INFO - Epoch [25][380/396] lr: 1.500e-02, eta: 16:33:05, time: 1.085, data_time: 0.002, memory: 8337, top1_acc: 0.6885, top5_acc: 0.8794, loss_cls: 1.2140, loss: 1.2140, grad_norm: 4.0524, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3130, loss/aux0: 1.3130 2020-10-22 03:50:59,148 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-22 03:52:13,571 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 03:52:13,684 - mmaction - INFO - top1_acc 0.7150 top5_acc 0.9076 2020-10-22 03:52:13,684 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 03:52:13,704 - mmaction - INFO - mean_acc 0.7155 2020-10-22 03:52:13,707 - mmaction - INFO - Epoch(val) [25][396] top1_acc: 0.7150, top5_acc: 0.9076, mean_class_accuracy: 0.7155 2020-10-22 03:55:07,197 - mmaction - INFO - Epoch [26][20/396] lr: 1.500e-02, eta: 16:29:20, time: 1.057, data_time: 0.029, memory: 8337, top1_acc: 0.7042, top5_acc: 0.8922, loss_cls: 1.1406, loss: 1.1406, grad_norm: 4.0685, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8717, loss_cls/aux0: 1.3331, loss/aux0: 1.3331 2020-10-22 03:55:07,803 - mmaction - INFO - Epoch [26][20/396] lr: 1.500e-02, eta: 16:30:24, time: 1.059, data_time: 0.031, memory: 8337, top1_acc: 0.7042, top5_acc: 0.8922, loss_cls: 1.1406, loss: 1.1406, grad_norm: 4.0623, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3342, loss/aux0: 1.3342 2020-10-22 03:55:49,378 - mmaction - INFO - Epoch [26][40/396] lr: 1.500e-02, eta: 16:28:48, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8891, loss_cls: 1.1565, loss: 1.1565, grad_norm: 4.0136, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3521, loss/aux0: 1.3521 2020-10-22 03:55:50,000 - mmaction - INFO - Epoch [26][40/396] lr: 1.500e-02, eta: 16:29:51, time: 1.064, data_time: 0.002, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8891, loss_cls: 1.1565, loss: 1.1565, grad_norm: 4.0317, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3585, loss/aux0: 1.3585 2020-10-22 03:56:30,985 - mmaction - INFO - Epoch [26][60/396] lr: 1.500e-02, eta: 16:28:13, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.7008, top5_acc: 0.8872, loss_cls: 1.1612, loss: 1.1612, grad_norm: 4.0087, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3478, loss/aux0: 1.3478 2020-10-22 03:56:31,593 - mmaction - INFO - Epoch [26][60/396] lr: 1.500e-02, eta: 16:29:14, time: 1.028, data_time: 0.002, memory: 8337, top1_acc: 0.7008, top5_acc: 0.8872, loss_cls: 1.1612, loss: 1.1612, grad_norm: 4.0016, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3408, loss/aux0: 1.3408 2020-10-22 03:57:10,931 - mmaction - INFO - Epoch [26][80/396] lr: 1.500e-02, eta: 16:27:34, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1577, loss: 1.1577, grad_norm: 4.0253, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2766, loss/aux0: 1.2766 2020-10-22 03:57:11,557 - mmaction - INFO - Epoch [26][80/396] lr: 1.500e-02, eta: 16:28:32, time: 0.983, data_time: 0.001, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1577, loss: 1.1577, grad_norm: 4.0236, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2737, loss/aux0: 1.2737 2020-10-22 03:57:51,856 - mmaction - INFO - Epoch [26][100/396] lr: 1.500e-02, eta: 16:26:53, time: 1.007, data_time: 0.148, memory: 8337, top1_acc: 0.7029, top5_acc: 0.8951, loss_cls: 1.1438, loss: 1.1438, grad_norm: 4.1095, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3311, loss/aux0: 1.3311 2020-10-22 03:57:52,920 - mmaction - INFO - Epoch [26][100/396] lr: 1.500e-02, eta: 16:27:51, time: 0.976, data_time: 0.149, memory: 8337, top1_acc: 0.7029, top5_acc: 0.8951, loss_cls: 1.1438, loss: 1.1438, grad_norm: 4.0977, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3271, loss/aux0: 1.3271 2020-10-22 03:58:32,470 - mmaction - INFO - Epoch [26][120/396] lr: 1.500e-02, eta: 16:26:10, time: 0.980, data_time: 0.339, memory: 8337, top1_acc: 0.6802, top5_acc: 0.8786, loss_cls: 1.2127, loss: 1.2127, grad_norm: 4.0341, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2868, loss/aux0: 1.2868 2020-10-22 03:58:33,085 - mmaction - INFO - Epoch [26][120/396] lr: 1.500e-02, eta: 16:27:08, time: 0.978, data_time: 0.341, memory: 8337, top1_acc: 0.6802, top5_acc: 0.8786, loss_cls: 1.2127, loss: 1.2127, grad_norm: 4.0626, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2948, loss/aux0: 1.2948 2020-10-22 03:59:14,040 - mmaction - INFO - Epoch [26][140/396] lr: 1.500e-02, eta: 16:25:34, time: 1.083, data_time: 0.000, memory: 8337, top1_acc: 0.7096, top5_acc: 0.8914, loss_cls: 1.1313, loss: 1.1313, grad_norm: 4.0339, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3493, loss/aux0: 1.3493 2020-10-22 03:59:15,162 - mmaction - INFO - Epoch [26][140/396] lr: 1.500e-02, eta: 16:26:34, time: 1.016, data_time: 0.002, memory: 8337, top1_acc: 0.7096, top5_acc: 0.8914, loss_cls: 1.1313, loss: 1.1313, grad_norm: 4.0348, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3514, loss/aux0: 1.3514 2020-10-22 03:59:54,290 - mmaction - INFO - Epoch [26][160/396] lr: 1.500e-02, eta: 16:24:52, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8927, loss_cls: 1.1589, loss: 1.1589, grad_norm: 4.1120, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.3029, loss/aux0: 1.3029 2020-10-22 03:59:57,386 - mmaction - INFO - Epoch [26][160/396] lr: 1.500e-02, eta: 16:25:56, time: 1.077, data_time: 0.002, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8927, loss_cls: 1.1589, loss: 1.1589, grad_norm: 4.0922, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2962, loss/aux0: 1.2962 2020-10-22 04:00:38,018 - mmaction - INFO - Epoch [26][180/396] lr: 1.500e-02, eta: 16:24:22, time: 1.081, data_time: 0.000, memory: 8337, top1_acc: 0.6997, top5_acc: 0.8922, loss_cls: 1.1425, loss: 1.1425, grad_norm: 4.0622, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3269, loss/aux0: 1.3269 2020-10-22 04:00:40,167 - mmaction - INFO - Epoch [26][180/396] lr: 1.500e-02, eta: 16:25:23, time: 1.056, data_time: 0.002, memory: 8337, top1_acc: 0.6997, top5_acc: 0.8922, loss_cls: 1.1425, loss: 1.1425, grad_norm: 4.0772, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3347, loss/aux0: 1.3347 2020-10-22 04:01:18,884 - mmaction - INFO - Epoch [26][200/396] lr: 1.500e-02, eta: 16:23:49, time: 1.074, data_time: 0.000, memory: 8337, top1_acc: 0.6901, top5_acc: 0.8745, loss_cls: 1.2241, loss: 1.2241, grad_norm: 4.0991, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3416, loss/aux0: 1.3416 2020-10-22 04:01:21,466 - mmaction - INFO - Epoch [26][200/396] lr: 1.500e-02, eta: 16:24:52, time: 1.079, data_time: 0.003, memory: 8337, top1_acc: 0.6901, top5_acc: 0.8745, loss_cls: 1.2241, loss: 1.2241, grad_norm: 4.1291, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3427, loss/aux0: 1.3427 2020-10-22 04:01:59,106 - mmaction - INFO - Epoch [26][220/396] lr: 1.500e-02, eta: 16:23:14, time: 1.010, data_time: 0.000, memory: 8337, top1_acc: 0.6964, top5_acc: 0.8805, loss_cls: 1.1941, loss: 1.1941, grad_norm: 4.1571, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3316, loss/aux0: 1.3316 2020-10-22 04:02:00,696 - mmaction - INFO - Epoch [26][220/396] lr: 1.500e-02, eta: 16:24:12, time: 0.988, data_time: 0.004, memory: 8337, top1_acc: 0.6964, top5_acc: 0.8805, loss_cls: 1.1941, loss: 1.1941, grad_norm: 4.1392, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3351, loss/aux0: 1.3351 2020-10-22 04:02:41,670 - mmaction - INFO - Epoch [26][240/396] lr: 1.500e-02, eta: 16:22:35, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8927, loss_cls: 1.1469, loss: 1.1469, grad_norm: 4.1067, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3192, loss/aux0: 1.3192 2020-10-22 04:02:43,056 - mmaction - INFO - Epoch [26][240/396] lr: 1.500e-02, eta: 16:23:36, time: 1.053, data_time: 0.002, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8927, loss_cls: 1.1469, loss: 1.1469, grad_norm: 4.0575, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.3061, loss/aux0: 1.3061 2020-10-22 04:03:22,476 - mmaction - INFO - Epoch [26][260/396] lr: 1.500e-02, eta: 16:21:58, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.7008, top5_acc: 0.8893, loss_cls: 1.1542, loss: 1.1542, grad_norm: 4.0597, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3457, loss/aux0: 1.3457 2020-10-22 04:03:25,381 - mmaction - INFO - Epoch [26][260/396] lr: 1.500e-02, eta: 16:23:01, time: 1.098, data_time: 0.003, memory: 8337, top1_acc: 0.7008, top5_acc: 0.8893, loss_cls: 1.1542, loss: 1.1542, grad_norm: 4.0824, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3463, loss/aux0: 1.3463 2020-10-22 04:04:03,001 - mmaction - INFO - Epoch [26][280/396] lr: 1.500e-02, eta: 16:21:24, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.6927, top5_acc: 0.8841, loss_cls: 1.2063, loss: 1.2063, grad_norm: 4.1371, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2913, loss/aux0: 1.2913 2020-10-22 04:04:06,063 - mmaction - INFO - Epoch [26][280/396] lr: 1.500e-02, eta: 16:22:26, time: 1.077, data_time: 0.002, memory: 8337, top1_acc: 0.6927, top5_acc: 0.8841, loss_cls: 1.2063, loss: 1.2063, grad_norm: 4.1255, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2964, loss/aux0: 1.2964 2020-10-22 04:04:44,222 - mmaction - INFO - Epoch [26][300/396] lr: 1.500e-02, eta: 16:20:49, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.6951, top5_acc: 0.8823, loss_cls: 1.1946, loss: 1.1946, grad_norm: 4.0872, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2941, loss/aux0: 1.2941 2020-10-22 04:04:45,783 - mmaction - INFO - Epoch [26][300/396] lr: 1.500e-02, eta: 16:21:46, time: 0.980, data_time: 0.003, memory: 8337, top1_acc: 0.6951, top5_acc: 0.8823, loss_cls: 1.1946, loss: 1.1946, grad_norm: 4.0943, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2966, loss/aux0: 1.2966 2020-10-22 04:05:25,758 - mmaction - INFO - Epoch [26][320/396] lr: 1.500e-02, eta: 16:20:11, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.6940, top5_acc: 0.8810, loss_cls: 1.1834, loss: 1.1834, grad_norm: 4.1184, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3575, loss/aux0: 1.3575 2020-10-22 04:05:26,362 - mmaction - INFO - Epoch [26][320/396] lr: 1.500e-02, eta: 16:21:11, time: 1.037, data_time: 0.003, memory: 8337, top1_acc: 0.6940, top5_acc: 0.8810, loss_cls: 1.1834, loss: 1.1834, grad_norm: 4.1093, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3492, loss/aux0: 1.3492 2020-10-22 04:06:05,854 - mmaction - INFO - Epoch [26][340/396] lr: 1.500e-02, eta: 16:19:34, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1773, loss: 1.1773, grad_norm: 4.0698, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3443, loss/aux0: 1.3443 2020-10-22 04:06:07,050 - mmaction - INFO - Epoch [26][340/396] lr: 1.500e-02, eta: 16:20:28, time: 0.951, data_time: 0.002, memory: 8337, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1773, loss: 1.1773, grad_norm: 4.0565, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3523, loss/aux0: 1.3523 2020-10-22 04:06:45,818 - mmaction - INFO - Epoch [26][360/396] lr: 1.500e-02, eta: 16:18:52, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.7034, top5_acc: 0.8852, loss_cls: 1.1533, loss: 1.1533, grad_norm: 4.0650, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3565, loss/aux0: 1.3565 2020-10-22 04:06:48,220 - mmaction - INFO - Epoch [26][360/396] lr: 1.500e-02, eta: 16:19:50, time: 1.013, data_time: 0.017, memory: 8337, top1_acc: 0.7034, top5_acc: 0.8852, loss_cls: 1.1533, loss: 1.1533, grad_norm: 4.0459, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3548, loss/aux0: 1.3548 2020-10-22 04:07:28,852 - mmaction - INFO - Epoch [26][380/396] lr: 1.500e-02, eta: 16:18:17, time: 1.079, data_time: 0.082, memory: 8337, top1_acc: 0.6940, top5_acc: 0.8901, loss_cls: 1.1584, loss: 1.1584, grad_norm: 4.1057, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3418, loss/aux0: 1.3418 2020-10-22 04:07:29,448 - mmaction - INFO - Epoch [26][380/396] lr: 1.500e-02, eta: 16:19:17, time: 1.059, data_time: 0.085, memory: 8337, top1_acc: 0.6940, top5_acc: 0.8901, loss_cls: 1.1584, loss: 1.1584, grad_norm: 4.1424, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3466, loss/aux0: 1.3466 2020-10-22 04:09:10,631 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-10-22 04:12:20,853 - mmaction - INFO - Epoch [27][20/396] lr: 1.500e-02, eta: 16:15:37, time: 0.994, data_time: 0.013, memory: 8337, top1_acc: 0.7070, top5_acc: 0.8937, loss_cls: 1.1516, loss: 1.1516, grad_norm: 4.0176, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3123, loss/aux0: 1.3123 2020-10-22 04:12:21,466 - mmaction - INFO - Epoch [27][20/396] lr: 1.500e-02, eta: 16:16:33, time: 0.995, data_time: 0.015, memory: 8337, top1_acc: 0.7070, top5_acc: 0.8937, loss_cls: 1.1516, loss: 1.1516, grad_norm: 4.0505, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.3077, loss/aux0: 1.3077 2020-10-22 04:13:01,961 - mmaction - INFO - Epoch [27][40/396] lr: 1.500e-02, eta: 16:14:57, time: 1.013, data_time: 0.189, memory: 8337, top1_acc: 0.6969, top5_acc: 0.8888, loss_cls: 1.1695, loss: 1.1695, grad_norm: 4.0313, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2813, loss/aux0: 1.2813 2020-10-22 04:13:04,003 - mmaction - INFO - Epoch [27][40/396] lr: 1.500e-02, eta: 16:15:57, time: 1.055, data_time: 0.190, memory: 8337, top1_acc: 0.6969, top5_acc: 0.8888, loss_cls: 1.1695, loss: 1.1695, grad_norm: 3.9895, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2741, loss/aux0: 1.2741 2020-10-22 04:13:43,121 - mmaction - INFO - Epoch [27][60/396] lr: 1.500e-02, eta: 16:14:18, time: 0.957, data_time: 0.341, memory: 8337, top1_acc: 0.7146, top5_acc: 0.9010, loss_cls: 1.0952, loss: 1.0952, grad_norm: 4.0396, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2432, loss/aux0: 1.2432 2020-10-22 04:13:44,252 - mmaction - INFO - Epoch [27][60/396] lr: 1.500e-02, eta: 16:15:14, time: 0.981, data_time: 0.343, memory: 8337, top1_acc: 0.7146, top5_acc: 0.9010, loss_cls: 1.0952, loss: 1.0952, grad_norm: 4.0579, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2551, loss/aux0: 1.2551 2020-10-22 04:14:24,466 - mmaction - INFO - Epoch [27][80/396] lr: 1.500e-02, eta: 16:13:38, time: 1.004, data_time: 0.230, memory: 8337, top1_acc: 0.7141, top5_acc: 0.8951, loss_cls: 1.1166, loss: 1.1166, grad_norm: 4.0599, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3328, loss/aux0: 1.3328 2020-10-22 04:14:25,118 - mmaction - INFO - Epoch [27][80/396] lr: 1.500e-02, eta: 16:14:34, time: 1.007, data_time: 0.232, memory: 8337, top1_acc: 0.7141, top5_acc: 0.8951, loss_cls: 1.1166, loss: 1.1166, grad_norm: 4.0610, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3387, loss/aux0: 1.3387 2020-10-22 04:15:06,366 - mmaction - INFO - Epoch [27][100/396] lr: 1.500e-02, eta: 16:13:01, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.7172, top5_acc: 0.8951, loss_cls: 1.1010, loss: 1.1010, grad_norm: 4.1545, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3639, loss/aux0: 1.3639 2020-10-22 04:15:06,987 - mmaction - INFO - Epoch [27][100/396] lr: 1.500e-02, eta: 16:14:01, time: 1.059, data_time: 0.002, memory: 8337, top1_acc: 0.7172, top5_acc: 0.8951, loss_cls: 1.1010, loss: 1.1010, grad_norm: 4.1650, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3602, loss/aux0: 1.3602 2020-10-22 04:15:47,422 - mmaction - INFO - Epoch [27][120/396] lr: 1.500e-02, eta: 16:12:27, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.6977, top5_acc: 0.8870, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.0625, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3038, loss/aux0: 1.3038 2020-10-22 04:15:48,038 - mmaction - INFO - Epoch [27][120/396] lr: 1.500e-02, eta: 16:13:22, time: 0.985, data_time: 0.003, memory: 8337, top1_acc: 0.6977, top5_acc: 0.8870, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.0509, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3074, loss/aux0: 1.3074 2020-10-22 04:16:27,697 - mmaction - INFO - Epoch [27][140/396] lr: 1.500e-02, eta: 16:11:48, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.7156, top5_acc: 0.8898, loss_cls: 1.1370, loss: 1.1370, grad_norm: 4.0419, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3193, loss/aux0: 1.3193 2020-10-22 04:16:28,300 - mmaction - INFO - Epoch [27][140/396] lr: 1.500e-02, eta: 16:12:43, time: 0.979, data_time: 0.003, memory: 8337, top1_acc: 0.7156, top5_acc: 0.8898, loss_cls: 1.1370, loss: 1.1370, grad_norm: 4.0562, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3106, loss/aux0: 1.3106 2020-10-22 04:17:08,763 - mmaction - INFO - Epoch [27][160/396] lr: 1.500e-02, eta: 16:11:06, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.6995, top5_acc: 0.8846, loss_cls: 1.1830, loss: 1.1830, grad_norm: 4.0919, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2981, loss/aux0: 1.2981 2020-10-22 04:17:09,422 - mmaction - INFO - Epoch [27][160/396] lr: 1.500e-02, eta: 16:12:01, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.6995, top5_acc: 0.8846, loss_cls: 1.1830, loss: 1.1830, grad_norm: 4.0510, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.2953, loss/aux0: 1.2953 2020-10-22 04:17:52,629 - mmaction - INFO - Epoch [27][180/396] lr: 1.500e-02, eta: 16:10:32, time: 1.125, data_time: 0.000, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1666, loss: 1.1666, grad_norm: 4.2206, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3043, loss/aux0: 1.3043 2020-10-22 04:17:53,236 - mmaction - INFO - Epoch [27][180/396] lr: 1.500e-02, eta: 16:11:34, time: 1.125, data_time: 0.002, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1666, loss: 1.1666, grad_norm: 4.2175, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.3145, loss/aux0: 1.3145 2020-10-22 04:18:31,919 - mmaction - INFO - Epoch [27][200/396] lr: 1.500e-02, eta: 16:09:57, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.6997, top5_acc: 0.8898, loss_cls: 1.1739, loss: 1.1739, grad_norm: 3.8958, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2751, loss/aux0: 1.2751 2020-10-22 04:18:32,555 - mmaction - INFO - Epoch [27][200/396] lr: 1.500e-02, eta: 16:10:50, time: 0.963, data_time: 0.002, memory: 8337, top1_acc: 0.6997, top5_acc: 0.8898, loss_cls: 1.1739, loss: 1.1739, grad_norm: 3.9117, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2780, loss/aux0: 1.2780 2020-10-22 04:19:11,439 - mmaction - INFO - Epoch [27][220/396] lr: 1.500e-02, eta: 16:09:13, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.7068, top5_acc: 0.8880, loss_cls: 1.1530, loss: 1.1530, grad_norm: 4.1155, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2888, loss/aux0: 1.2888 2020-10-22 04:19:14,876 - mmaction - INFO - Epoch [27][220/396] lr: 1.500e-02, eta: 16:10:14, time: 1.101, data_time: 0.002, memory: 8337, top1_acc: 0.7068, top5_acc: 0.8880, loss_cls: 1.1530, loss: 1.1530, grad_norm: 4.0992, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2698, loss/aux0: 1.2698 2020-10-22 04:19:53,790 - mmaction - INFO - Epoch [27][240/396] lr: 1.500e-02, eta: 16:08:40, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.7112, top5_acc: 0.9000, loss_cls: 1.1076, loss: 1.1076, grad_norm: 4.0860, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2542, loss/aux0: 1.2542 2020-10-22 04:19:57,055 - mmaction - INFO - Epoch [27][240/396] lr: 1.500e-02, eta: 16:09:39, time: 1.073, data_time: 0.003, memory: 8337, top1_acc: 0.7112, top5_acc: 0.9000, loss_cls: 1.1076, loss: 1.1076, grad_norm: 4.1171, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2648, loss/aux0: 1.2648 2020-10-22 04:20:37,369 - mmaction - INFO - Epoch [27][260/396] lr: 1.500e-02, eta: 16:08:06, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8815, loss_cls: 1.2041, loss: 1.2041, grad_norm: 4.1749, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2928, loss/aux0: 1.2928 2020-10-22 04:20:39,062 - mmaction - INFO - Epoch [27][260/396] lr: 1.500e-02, eta: 16:09:03, time: 1.033, data_time: 0.002, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8815, loss_cls: 1.2041, loss: 1.2041, grad_norm: 4.1445, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2890, loss/aux0: 1.2890 2020-10-22 04:21:17,626 - mmaction - INFO - Epoch [27][280/396] lr: 1.500e-02, eta: 16:07:33, time: 1.097, data_time: 0.058, memory: 8337, top1_acc: 0.6958, top5_acc: 0.8836, loss_cls: 1.1980, loss: 1.1980, grad_norm: 4.1927, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3675, loss/aux0: 1.3675 2020-10-22 04:21:18,259 - mmaction - INFO - Epoch [27][280/396] lr: 1.500e-02, eta: 16:08:28, time: 1.013, data_time: 0.060, memory: 8337, top1_acc: 0.6958, top5_acc: 0.8836, loss_cls: 1.1980, loss: 1.1980, grad_norm: 4.2019, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3721, loss/aux0: 1.3721 2020-10-22 04:21:58,908 - mmaction - INFO - Epoch [27][300/396] lr: 1.500e-02, eta: 16:06:56, time: 1.036, data_time: 0.044, memory: 8337, top1_acc: 0.7130, top5_acc: 0.8914, loss_cls: 1.1295, loss: 1.1295, grad_norm: 4.0667, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3334, loss/aux0: 1.3334 2020-10-22 04:22:00,097 - mmaction - INFO - Epoch [27][300/396] lr: 1.500e-02, eta: 16:07:54, time: 1.064, data_time: 0.046, memory: 8337, top1_acc: 0.7130, top5_acc: 0.8914, loss_cls: 1.1295, loss: 1.1295, grad_norm: 4.0805, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3277, loss/aux0: 1.3277 2020-10-22 04:22:39,363 - mmaction - INFO - Epoch [27][320/396] lr: 1.500e-02, eta: 16:06:18, time: 0.981, data_time: 0.012, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8966, loss_cls: 1.1447, loss: 1.1447, grad_norm: 4.0411, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3094, loss/aux0: 1.3094 2020-10-22 04:22:41,091 - mmaction - INFO - Epoch [27][320/396] lr: 1.500e-02, eta: 16:07:15, time: 1.038, data_time: 0.014, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8966, loss_cls: 1.1447, loss: 1.1447, grad_norm: 4.0313, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3068, loss/aux0: 1.3068 2020-10-22 04:23:21,106 - mmaction - INFO - Epoch [27][340/396] lr: 1.500e-02, eta: 16:05:43, time: 1.055, data_time: 0.047, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8776, loss_cls: 1.1795, loss: 1.1795, grad_norm: 3.9755, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3205, loss/aux0: 1.3205 2020-10-22 04:23:21,737 - mmaction - INFO - Epoch [27][340/396] lr: 1.500e-02, eta: 16:06:38, time: 1.007, data_time: 0.048, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8776, loss_cls: 1.1795, loss: 1.1795, grad_norm: 4.0123, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3318, loss/aux0: 1.3318 2020-10-22 04:24:03,024 - mmaction - INFO - Epoch [27][360/396] lr: 1.500e-02, eta: 16:05:07, time: 1.066, data_time: 0.000, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8906, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.1485, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3675, loss/aux0: 1.3675 2020-10-22 04:24:03,722 - mmaction - INFO - Epoch [27][360/396] lr: 1.500e-02, eta: 16:06:05, time: 1.073, data_time: 0.002, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8906, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.1384, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3682, loss/aux0: 1.3682 2020-10-22 04:24:42,412 - mmaction - INFO - Epoch [27][380/396] lr: 1.500e-02, eta: 16:04:33, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.6958, top5_acc: 0.8935, loss_cls: 1.1577, loss: 1.1577, grad_norm: 4.0496, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2701, loss/aux0: 1.2701 2020-10-22 04:24:43,041 - mmaction - INFO - Epoch [27][380/396] lr: 1.500e-02, eta: 16:05:25, time: 0.969, data_time: 0.002, memory: 8337, top1_acc: 0.6958, top5_acc: 0.8935, loss_cls: 1.1577, loss: 1.1577, grad_norm: 4.0442, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2624, loss/aux0: 1.2624 2020-10-22 04:26:30,818 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-10-22 04:29:26,025 - mmaction - INFO - Epoch [28][20/396] lr: 1.500e-02, eta: 16:01:55, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.7099, top5_acc: 0.8880, loss_cls: 1.1165, loss: 1.1165, grad_norm: 3.9351, top1_acc/aux0: 0.6705, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2651, loss/aux0: 1.2651 2020-10-22 04:29:27,126 - mmaction - INFO - Epoch [28][20/396] lr: 1.500e-02, eta: 16:02:50, time: 1.022, data_time: 0.003, memory: 8337, top1_acc: 0.7099, top5_acc: 0.8880, loss_cls: 1.1165, loss: 1.1165, grad_norm: 3.9082, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2581, loss/aux0: 1.2581 2020-10-22 04:30:05,958 - mmaction - INFO - Epoch [28][40/396] lr: 1.500e-02, eta: 16:01:18, time: 1.023, data_time: 0.000, memory: 8337, top1_acc: 0.7013, top5_acc: 0.8919, loss_cls: 1.1465, loss: 1.1465, grad_norm: 4.0443, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2917, loss/aux0: 1.2917 2020-10-22 04:30:07,052 - mmaction - INFO - Epoch [28][40/396] lr: 1.500e-02, eta: 16:02:12, time: 1.012, data_time: 0.004, memory: 8337, top1_acc: 0.7013, top5_acc: 0.8919, loss_cls: 1.1465, loss: 1.1465, grad_norm: 4.0510, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.2943, loss/aux0: 1.2943 2020-10-22 04:30:47,951 - mmaction - INFO - Epoch [28][60/396] lr: 1.500e-02, eta: 16:00:42, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.7112, top5_acc: 0.9013, loss_cls: 1.0983, loss: 1.0983, grad_norm: 4.1309, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3019, loss/aux0: 1.3019 2020-10-22 04:30:48,566 - mmaction - INFO - Epoch [28][60/396] lr: 1.500e-02, eta: 16:01:35, time: 0.994, data_time: 0.001, memory: 8337, top1_acc: 0.7112, top5_acc: 0.9013, loss_cls: 1.0983, loss: 1.0983, grad_norm: 4.1308, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2945, loss/aux0: 1.2945 2020-10-22 04:31:29,853 - mmaction - INFO - Epoch [28][80/396] lr: 1.500e-02, eta: 16:00:05, time: 1.073, data_time: 0.000, memory: 8337, top1_acc: 0.7070, top5_acc: 0.8885, loss_cls: 1.1332, loss: 1.1332, grad_norm: 4.0202, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2881, loss/aux0: 1.2881 2020-10-22 04:31:30,481 - mmaction - INFO - Epoch [28][80/396] lr: 1.500e-02, eta: 16:01:02, time: 1.065, data_time: 0.002, memory: 8337, top1_acc: 0.7070, top5_acc: 0.8885, loss_cls: 1.1332, loss: 1.1332, grad_norm: 4.0146, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3009, loss/aux0: 1.3009 2020-10-22 04:32:09,719 - mmaction - INFO - Epoch [28][100/396] lr: 1.500e-02, eta: 15:59:30, time: 1.026, data_time: 0.000, memory: 8337, top1_acc: 0.7195, top5_acc: 0.9018, loss_cls: 1.0691, loss: 1.0691, grad_norm: 4.0142, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2786, loss/aux0: 1.2786 2020-10-22 04:32:10,342 - mmaction - INFO - Epoch [28][100/396] lr: 1.500e-02, eta: 16:00:25, time: 1.028, data_time: 0.003, memory: 8337, top1_acc: 0.7195, top5_acc: 0.9018, loss_cls: 1.0691, loss: 1.0691, grad_norm: 4.0334, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2835, loss/aux0: 1.2835 2020-10-22 04:32:50,751 - mmaction - INFO - Epoch [28][120/396] lr: 1.500e-02, eta: 15:58:53, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.7026, top5_acc: 0.8917, loss_cls: 1.1596, loss: 1.1596, grad_norm: 4.1140, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3017, loss/aux0: 1.3017 2020-10-22 04:32:51,371 - mmaction - INFO - Epoch [28][120/396] lr: 1.500e-02, eta: 15:59:47, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.7026, top5_acc: 0.8917, loss_cls: 1.1596, loss: 1.1596, grad_norm: 4.1446, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3025, loss/aux0: 1.3025 2020-10-22 04:33:30,322 - mmaction - INFO - Epoch [28][140/396] lr: 1.500e-02, eta: 15:58:11, time: 0.956, data_time: 0.000, memory: 8337, top1_acc: 0.7078, top5_acc: 0.8924, loss_cls: 1.1167, loss: 1.1167, grad_norm: 3.9301, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2595, loss/aux0: 1.2595 2020-10-22 04:33:31,022 - mmaction - INFO - Epoch [28][140/396] lr: 1.500e-02, eta: 15:59:02, time: 0.961, data_time: 0.003, memory: 8337, top1_acc: 0.7078, top5_acc: 0.8924, loss_cls: 1.1167, loss: 1.1167, grad_norm: 3.9450, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2610, loss/aux0: 1.2610 2020-10-22 04:34:11,728 - mmaction - INFO - Epoch [28][160/396] lr: 1.500e-02, eta: 15:57:33, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8906, loss_cls: 1.1635, loss: 1.1635, grad_norm: 4.1075, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3089, loss/aux0: 1.3089 2020-10-22 04:34:12,348 - mmaction - INFO - Epoch [28][160/396] lr: 1.500e-02, eta: 15:58:30, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8906, loss_cls: 1.1635, loss: 1.1635, grad_norm: 4.0784, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3016, loss/aux0: 1.3016 2020-10-22 04:34:51,408 - mmaction - INFO - Epoch [28][180/396] lr: 1.500e-02, eta: 15:56:56, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.7065, top5_acc: 0.8948, loss_cls: 1.1413, loss: 1.1413, grad_norm: 4.1269, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2535, loss/aux0: 1.2535 2020-10-22 04:34:53,176 - mmaction - INFO - Epoch [28][180/396] lr: 1.500e-02, eta: 15:57:52, time: 1.047, data_time: 0.002, memory: 8337, top1_acc: 0.7065, top5_acc: 0.8948, loss_cls: 1.1413, loss: 1.1413, grad_norm: 4.1192, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2599, loss/aux0: 1.2599 2020-10-22 04:35:33,389 - mmaction - INFO - Epoch [28][200/396] lr: 1.500e-02, eta: 15:56:20, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.6992, top5_acc: 0.8898, loss_cls: 1.1731, loss: 1.1731, grad_norm: 4.0449, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.3121, loss/aux0: 1.3121 2020-10-22 04:35:34,048 - mmaction - INFO - Epoch [28][200/396] lr: 1.500e-02, eta: 15:57:14, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.6992, top5_acc: 0.8898, loss_cls: 1.1731, loss: 1.1731, grad_norm: 4.0503, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.3056, loss/aux0: 1.3056 2020-10-22 04:36:13,142 - mmaction - INFO - Epoch [28][220/396] lr: 1.500e-02, eta: 15:55:41, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.6979, top5_acc: 0.8893, loss_cls: 1.1597, loss: 1.1597, grad_norm: 4.1270, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3617, loss/aux0: 1.3617 2020-10-22 04:36:13,896 - mmaction - INFO - Epoch [28][220/396] lr: 1.500e-02, eta: 15:56:34, time: 1.006, data_time: 0.002, memory: 8337, top1_acc: 0.6979, top5_acc: 0.8893, loss_cls: 1.1597, loss: 1.1597, grad_norm: 4.1184, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3708, loss/aux0: 1.3708 2020-10-22 04:36:53,674 - mmaction - INFO - Epoch [28][240/396] lr: 1.500e-02, eta: 15:55:04, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8831, loss_cls: 1.1695, loss: 1.1695, grad_norm: 4.1042, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3170, loss/aux0: 1.3170 2020-10-22 04:36:55,638 - mmaction - INFO - Epoch [28][240/396] lr: 1.500e-02, eta: 15:55:58, time: 1.020, data_time: 0.003, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8831, loss_cls: 1.1695, loss: 1.1695, grad_norm: 4.1239, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3112, loss/aux0: 1.3112 2020-10-22 04:37:34,562 - mmaction - INFO - Epoch [28][260/396] lr: 1.500e-02, eta: 15:54:24, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.7052, top5_acc: 0.8948, loss_cls: 1.1449, loss: 1.1449, grad_norm: 4.1361, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3380, loss/aux0: 1.3380 2020-10-22 04:37:36,513 - mmaction - INFO - Epoch [28][260/396] lr: 1.500e-02, eta: 15:55:16, time: 0.996, data_time: 0.003, memory: 8337, top1_acc: 0.7052, top5_acc: 0.8948, loss_cls: 1.1449, loss: 1.1449, grad_norm: 4.1626, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3496, loss/aux0: 1.3496 2020-10-22 04:38:16,313 - mmaction - INFO - Epoch [28][280/396] lr: 1.500e-02, eta: 15:53:43, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8937, loss_cls: 1.1341, loss: 1.1341, grad_norm: 4.0627, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3391, loss/aux0: 1.3391 2020-10-22 04:38:16,954 - mmaction - INFO - Epoch [28][280/396] lr: 1.500e-02, eta: 15:54:33, time: 0.954, data_time: 0.003, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8937, loss_cls: 1.1341, loss: 1.1341, grad_norm: 4.0688, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3206, loss/aux0: 1.3206 2020-10-22 04:38:56,729 - mmaction - INFO - Epoch [28][300/396] lr: 1.500e-02, eta: 15:53:02, time: 1.023, data_time: 0.000, memory: 8337, top1_acc: 0.6872, top5_acc: 0.8883, loss_cls: 1.1858, loss: 1.1858, grad_norm: 4.1619, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3380, loss/aux0: 1.3380 2020-10-22 04:38:57,996 - mmaction - INFO - Epoch [28][300/396] lr: 1.500e-02, eta: 15:53:57, time: 1.056, data_time: 0.002, memory: 8337, top1_acc: 0.6872, top5_acc: 0.8883, loss_cls: 1.1858, loss: 1.1858, grad_norm: 4.1351, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3365, loss/aux0: 1.3365 2020-10-22 04:39:38,061 - mmaction - INFO - Epoch [28][320/396] lr: 1.500e-02, eta: 15:52:25, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8935, loss_cls: 1.1434, loss: 1.1434, grad_norm: 4.0292, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2995, loss/aux0: 1.2995 2020-10-22 04:39:38,667 - mmaction - INFO - Epoch [28][320/396] lr: 1.500e-02, eta: 15:53:16, time: 0.991, data_time: 0.003, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8935, loss_cls: 1.1434, loss: 1.1434, grad_norm: 4.0279, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.2958, loss/aux0: 1.2958 2020-10-22 04:40:19,373 - mmaction - INFO - Epoch [28][340/396] lr: 1.500e-02, eta: 15:51:46, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.1936, loss: 1.1936, grad_norm: 4.0607, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2740, loss/aux0: 1.2740 2020-10-22 04:40:20,033 - mmaction - INFO - Epoch [28][340/396] lr: 1.500e-02, eta: 15:52:39, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.1936, loss: 1.1936, grad_norm: 4.0547, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2865, loss/aux0: 1.2865 2020-10-22 04:41:00,219 - mmaction - INFO - Epoch [28][360/396] lr: 1.500e-02, eta: 15:51:09, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.7029, top5_acc: 0.8966, loss_cls: 1.1460, loss: 1.1460, grad_norm: 4.0334, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2660, loss/aux0: 1.2660 2020-10-22 04:41:00,858 - mmaction - INFO - Epoch [28][360/396] lr: 1.500e-02, eta: 15:52:02, time: 1.023, data_time: 0.002, memory: 8337, top1_acc: 0.7029, top5_acc: 0.8966, loss_cls: 1.1460, loss: 1.1460, grad_norm: 4.0518, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2666, loss/aux0: 1.2666 2020-10-22 04:41:42,384 - mmaction - INFO - Epoch [28][380/396] lr: 1.500e-02, eta: 15:50:37, time: 1.125, data_time: 0.000, memory: 8337, top1_acc: 0.7115, top5_acc: 0.8927, loss_cls: 1.1109, loss: 1.1109, grad_norm: 4.2013, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3519, loss/aux0: 1.3519 2020-10-22 04:41:44,304 - mmaction - INFO - Epoch [28][380/396] lr: 1.500e-02, eta: 15:51:34, time: 1.108, data_time: 0.004, memory: 8337, top1_acc: 0.7115, top5_acc: 0.8927, loss_cls: 1.1109, loss: 1.1109, grad_norm: 4.1646, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3421, loss/aux0: 1.3421 2020-10-22 04:43:32,550 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-10-22 04:46:28,051 - mmaction - INFO - Epoch [29][20/396] lr: 1.500e-02, eta: 15:48:10, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.7068, top5_acc: 0.8943, loss_cls: 1.1088, loss: 1.1088, grad_norm: 3.9907, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8728, loss_cls/aux0: 1.2706, loss/aux0: 1.2706 2020-10-22 04:46:28,679 - mmaction - INFO - Epoch [29][20/396] lr: 1.500e-02, eta: 15:49:02, time: 1.023, data_time: 0.002, memory: 8337, top1_acc: 0.7068, top5_acc: 0.8943, loss_cls: 1.1088, loss: 1.1088, grad_norm: 3.9860, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2795, loss/aux0: 1.2795 2020-10-22 04:47:11,701 - mmaction - INFO - Epoch [29][40/396] lr: 1.500e-02, eta: 15:47:36, time: 1.095, data_time: 0.000, memory: 8337, top1_acc: 0.6979, top5_acc: 0.8909, loss_cls: 1.1558, loss: 1.1558, grad_norm: 3.9884, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2362, loss/aux0: 1.2362 2020-10-22 04:47:12,293 - mmaction - INFO - Epoch [29][40/396] lr: 1.500e-02, eta: 15:48:32, time: 1.096, data_time: 0.003, memory: 8337, top1_acc: 0.6979, top5_acc: 0.8909, loss_cls: 1.1558, loss: 1.1558, grad_norm: 4.0163, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2388, loss/aux0: 1.2388 2020-10-22 04:47:51,483 - mmaction - INFO - Epoch [29][60/396] lr: 1.500e-02, eta: 15:46:57, time: 0.923, data_time: 0.000, memory: 8337, top1_acc: 0.7096, top5_acc: 0.8945, loss_cls: 1.1211, loss: 1.1211, grad_norm: 3.9918, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2785, loss/aux0: 1.2785 2020-10-22 04:47:53,819 - mmaction - INFO - Epoch [29][60/396] lr: 1.500e-02, eta: 15:47:49, time: 1.009, data_time: 0.088, memory: 8337, top1_acc: 0.7096, top5_acc: 0.8945, loss_cls: 1.1211, loss: 1.1211, grad_norm: 3.9776, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2515, loss/aux0: 1.2515 2020-10-22 04:48:32,089 - mmaction - INFO - Epoch [29][80/396] lr: 1.500e-02, eta: 15:46:20, time: 1.045, data_time: 0.232, memory: 8337, top1_acc: 0.7130, top5_acc: 0.8911, loss_cls: 1.1089, loss: 1.1089, grad_norm: 3.9838, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2720, loss/aux0: 1.2720 2020-10-22 04:48:34,772 - mmaction - INFO - Epoch [29][80/396] lr: 1.500e-02, eta: 15:47:15, time: 1.074, data_time: 0.281, memory: 8337, top1_acc: 0.7130, top5_acc: 0.8911, loss_cls: 1.1089, loss: 1.1089, grad_norm: 3.9849, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2856, loss/aux0: 1.2856 2020-10-22 04:49:11,524 - mmaction - INFO - Epoch [29][100/396] lr: 1.500e-02, eta: 15:45:42, time: 0.965, data_time: 0.366, memory: 8337, top1_acc: 0.7138, top5_acc: 0.8932, loss_cls: 1.0965, loss: 1.0965, grad_norm: 4.0491, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2862, loss/aux0: 1.2862 2020-10-22 04:49:14,180 - mmaction - INFO - Epoch [29][100/396] lr: 1.500e-02, eta: 15:46:33, time: 1.007, data_time: 0.408, memory: 8337, top1_acc: 0.7138, top5_acc: 0.8932, loss_cls: 1.0965, loss: 1.0965, grad_norm: 4.0779, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2991, loss/aux0: 1.2991 2020-10-22 04:49:53,739 - mmaction - INFO - Epoch [29][120/396] lr: 1.500e-02, eta: 15:45:06, time: 1.052, data_time: 0.000, memory: 8337, top1_acc: 0.7133, top5_acc: 0.8964, loss_cls: 1.1012, loss: 1.1012, grad_norm: 4.0512, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2784, loss/aux0: 1.2784 2020-10-22 04:49:54,337 - mmaction - INFO - Epoch [29][120/396] lr: 1.500e-02, eta: 15:45:59, time: 1.049, data_time: 0.002, memory: 8337, top1_acc: 0.7133, top5_acc: 0.8964, loss_cls: 1.1012, loss: 1.1012, grad_norm: 4.0443, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2745, loss/aux0: 1.2745 2020-10-22 04:50:34,261 - mmaction - INFO - Epoch [29][140/396] lr: 1.500e-02, eta: 15:44:30, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.6935, top5_acc: 0.8880, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.1529, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2659, loss/aux0: 1.2659 2020-10-22 04:50:34,850 - mmaction - INFO - Epoch [29][140/396] lr: 1.500e-02, eta: 15:45:19, time: 0.978, data_time: 0.001, memory: 8337, top1_acc: 0.6935, top5_acc: 0.8880, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.1716, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2684, loss/aux0: 1.2684 2020-10-22 04:51:15,981 - mmaction - INFO - Epoch [29][160/396] lr: 1.500e-02, eta: 15:43:49, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.7141, top5_acc: 0.8958, loss_cls: 1.1033, loss: 1.1033, grad_norm: 3.9625, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3002, loss/aux0: 1.3002 2020-10-22 04:51:16,605 - mmaction - INFO - Epoch [29][160/396] lr: 1.500e-02, eta: 15:44:39, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.7141, top5_acc: 0.8958, loss_cls: 1.1033, loss: 1.1033, grad_norm: 3.9763, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2967, loss/aux0: 1.2967 2020-10-22 04:51:58,588 - mmaction - INFO - Epoch [29][180/396] lr: 1.500e-02, eta: 15:43:09, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.6893, top5_acc: 0.8831, loss_cls: 1.2088, loss: 1.2088, grad_norm: 4.1617, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2814, loss/aux0: 1.2814 2020-10-22 04:51:59,212 - mmaction - INFO - Epoch [29][180/396] lr: 1.500e-02, eta: 15:43:58, time: 0.990, data_time: 0.002, memory: 8337, top1_acc: 0.6893, top5_acc: 0.8831, loss_cls: 1.2088, loss: 1.2088, grad_norm: 4.1842, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2789, loss/aux0: 1.2789 2020-10-22 04:52:37,703 - mmaction - INFO - Epoch [29][200/396] lr: 1.500e-02, eta: 15:42:25, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.7099, top5_acc: 0.8943, loss_cls: 1.1265, loss: 1.1265, grad_norm: 4.0149, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2917, loss/aux0: 1.2917 2020-10-22 04:52:38,337 - mmaction - INFO - Epoch [29][200/396] lr: 1.500e-02, eta: 15:43:11, time: 0.927, data_time: 0.003, memory: 8337, top1_acc: 0.7099, top5_acc: 0.8943, loss_cls: 1.1265, loss: 1.1265, grad_norm: 4.0207, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2845, loss/aux0: 1.2845 2020-10-22 04:53:17,402 - mmaction - INFO - Epoch [29][220/396] lr: 1.500e-02, eta: 15:41:42, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.7034, top5_acc: 0.8844, loss_cls: 1.1716, loss: 1.1716, grad_norm: 4.0641, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3327, loss/aux0: 1.3327 2020-10-22 04:53:19,381 - mmaction - INFO - Epoch [29][220/396] lr: 1.500e-02, eta: 15:42:32, time: 1.015, data_time: 0.002, memory: 8337, top1_acc: 0.7034, top5_acc: 0.8844, loss_cls: 1.1716, loss: 1.1716, grad_norm: 4.0647, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3402, loss/aux0: 1.3402 2020-10-22 04:53:58,929 - mmaction - INFO - Epoch [29][240/396] lr: 1.500e-02, eta: 15:41:03, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.6948, top5_acc: 0.8888, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.1536, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3029, loss/aux0: 1.3029 2020-10-22 04:54:01,183 - mmaction - INFO - Epoch [29][240/396] lr: 1.500e-02, eta: 15:41:54, time: 1.024, data_time: 0.002, memory: 8337, top1_acc: 0.6948, top5_acc: 0.8888, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.1542, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3006, loss/aux0: 1.3006 2020-10-22 04:54:40,748 - mmaction - INFO - Epoch [29][260/396] lr: 1.500e-02, eta: 15:40:26, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.7083, top5_acc: 0.8951, loss_cls: 1.1463, loss: 1.1463, grad_norm: 4.1991, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3294, loss/aux0: 1.3294 2020-10-22 04:54:43,664 - mmaction - INFO - Epoch [29][260/396] lr: 1.500e-02, eta: 15:41:17, time: 1.025, data_time: 0.003, memory: 8337, top1_acc: 0.7083, top5_acc: 0.8951, loss_cls: 1.1463, loss: 1.1463, grad_norm: 4.2007, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3375, loss/aux0: 1.3375 2020-10-22 04:55:22,840 - mmaction - INFO - Epoch [29][280/396] lr: 1.500e-02, eta: 15:39:51, time: 1.081, data_time: 0.000, memory: 8337, top1_acc: 0.7232, top5_acc: 0.9044, loss_cls: 1.0764, loss: 1.0764, grad_norm: 4.0669, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3479, loss/aux0: 1.3479 2020-10-22 04:55:24,936 - mmaction - INFO - Epoch [29][280/396] lr: 1.500e-02, eta: 15:40:43, time: 1.045, data_time: 0.001, memory: 8337, top1_acc: 0.7232, top5_acc: 0.9044, loss_cls: 1.0764, loss: 1.0764, grad_norm: 4.0613, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3291, loss/aux0: 1.3291 2020-10-22 04:56:02,964 - mmaction - INFO - Epoch [29][300/396] lr: 1.500e-02, eta: 15:39:16, time: 1.044, data_time: 0.035, memory: 8337, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.1650, loss: 1.1650, grad_norm: 4.0511, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2996, loss/aux0: 1.2996 2020-10-22 04:56:05,224 - mmaction - INFO - Epoch [29][300/396] lr: 1.500e-02, eta: 15:40:07, time: 1.036, data_time: 0.036, memory: 8337, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.1650, loss: 1.1650, grad_norm: 4.0362, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3130, loss/aux0: 1.3130 2020-10-22 04:56:44,383 - mmaction - INFO - Epoch [29][320/396] lr: 1.500e-02, eta: 15:38:42, time: 1.077, data_time: 0.002, memory: 8337, top1_acc: 0.7094, top5_acc: 0.8932, loss_cls: 1.1338, loss: 1.1338, grad_norm: 4.0895, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2700, loss/aux0: 1.2700 2020-10-22 04:56:45,202 - mmaction - INFO - Epoch [29][320/396] lr: 1.500e-02, eta: 15:39:31, time: 1.001, data_time: 0.004, memory: 8337, top1_acc: 0.7094, top5_acc: 0.8932, loss_cls: 1.1338, loss: 1.1338, grad_norm: 4.1017, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2748, loss/aux0: 1.2748 2020-10-22 04:57:24,853 - mmaction - INFO - Epoch [29][340/396] lr: 1.500e-02, eta: 15:38:03, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.7104, top5_acc: 0.8969, loss_cls: 1.1219, loss: 1.1219, grad_norm: 4.0906, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3248, loss/aux0: 1.3248 2020-10-22 04:57:26,389 - mmaction - INFO - Epoch [29][340/396] lr: 1.500e-02, eta: 15:38:53, time: 1.016, data_time: 0.002, memory: 8337, top1_acc: 0.7104, top5_acc: 0.8969, loss_cls: 1.1219, loss: 1.1219, grad_norm: 4.0898, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3212, loss/aux0: 1.3212 2020-10-22 04:58:05,941 - mmaction - INFO - Epoch [29][360/396] lr: 1.500e-02, eta: 15:37:25, time: 1.012, data_time: 0.001, memory: 8337, top1_acc: 0.7221, top5_acc: 0.8948, loss_cls: 1.1024, loss: 1.1024, grad_norm: 4.1383, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3389, loss/aux0: 1.3389 2020-10-22 04:58:07,901 - mmaction - INFO - Epoch [29][360/396] lr: 1.500e-02, eta: 15:38:14, time: 0.999, data_time: 0.003, memory: 8337, top1_acc: 0.7221, top5_acc: 0.8948, loss_cls: 1.1024, loss: 1.1024, grad_norm: 4.1779, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3399, loss/aux0: 1.3399 2020-10-22 04:58:49,253 - mmaction - INFO - Epoch [29][380/396] lr: 1.500e-02, eta: 15:36:50, time: 1.106, data_time: 0.000, memory: 8337, top1_acc: 0.7049, top5_acc: 0.8917, loss_cls: 1.1695, loss: 1.1695, grad_norm: 4.1680, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3461, loss/aux0: 1.3461 2020-10-22 04:58:49,846 - mmaction - INFO - Epoch [29][380/396] lr: 1.500e-02, eta: 15:37:42, time: 1.065, data_time: 0.002, memory: 8337, top1_acc: 0.7049, top5_acc: 0.8917, loss_cls: 1.1695, loss: 1.1695, grad_norm: 4.1369, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3432, loss/aux0: 1.3432 2020-10-22 05:00:34,792 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-10-22 05:03:30,230 - mmaction - INFO - Epoch [30][20/396] lr: 1.500e-02, eta: 15:34:25, time: 1.026, data_time: 0.078, memory: 8337, top1_acc: 0.7172, top5_acc: 0.8914, loss_cls: 1.1301, loss: 1.1301, grad_norm: 3.9145, top1_acc/aux0: 0.6658, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2813, loss/aux0: 1.2813 2020-10-22 05:03:30,845 - mmaction - INFO - Epoch [30][20/396] lr: 1.500e-02, eta: 15:35:15, time: 1.028, data_time: 0.080, memory: 8337, top1_acc: 0.7172, top5_acc: 0.8914, loss_cls: 1.1301, loss: 1.1301, grad_norm: 3.9191, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2828, loss/aux0: 1.2828 2020-10-22 05:04:10,378 - mmaction - INFO - Epoch [30][40/396] lr: 1.500e-02, eta: 15:33:48, time: 1.033, data_time: 0.012, memory: 8337, top1_acc: 0.7167, top5_acc: 0.8966, loss_cls: 1.0992, loss: 1.0992, grad_norm: 3.9573, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2520, loss/aux0: 1.2520 2020-10-22 05:04:10,968 - mmaction - INFO - Epoch [30][40/396] lr: 1.500e-02, eta: 15:34:38, time: 1.034, data_time: 0.014, memory: 8337, top1_acc: 0.7167, top5_acc: 0.8966, loss_cls: 1.0992, loss: 1.0992, grad_norm: 3.9635, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2440, loss/aux0: 1.2440 2020-10-22 05:04:52,012 - mmaction - INFO - Epoch [30][60/396] lr: 1.500e-02, eta: 15:33:14, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.7198, top5_acc: 0.9065, loss_cls: 1.0793, loss: 1.0793, grad_norm: 3.9059, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2507, loss/aux0: 1.2507 2020-10-22 05:04:52,676 - mmaction - INFO - Epoch [30][60/396] lr: 1.500e-02, eta: 15:34:06, time: 1.081, data_time: 0.002, memory: 8337, top1_acc: 0.7198, top5_acc: 0.9065, loss_cls: 1.0793, loss: 1.0793, grad_norm: 3.8768, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2522, loss/aux0: 1.2522 2020-10-22 05:05:31,185 - mmaction - INFO - Epoch [30][80/396] lr: 1.500e-02, eta: 15:32:37, time: 0.989, data_time: 0.147, memory: 8337, top1_acc: 0.7156, top5_acc: 0.8995, loss_cls: 1.1040, loss: 1.1040, grad_norm: 4.0883, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2516, loss/aux0: 1.2516 2020-10-22 05:05:33,547 - mmaction - INFO - Epoch [30][80/396] lr: 1.500e-02, eta: 15:33:28, time: 1.050, data_time: 0.226, memory: 8337, top1_acc: 0.7156, top5_acc: 0.8995, loss_cls: 1.1040, loss: 1.1040, grad_norm: 4.0988, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2548, loss/aux0: 1.2548 2020-10-22 05:06:13,899 - mmaction - INFO - Epoch [30][100/396] lr: 1.500e-02, eta: 15:32:02, time: 1.034, data_time: 0.117, memory: 8337, top1_acc: 0.7169, top5_acc: 0.8904, loss_cls: 1.1150, loss: 1.1150, grad_norm: 4.0099, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3389, loss/aux0: 1.3389 2020-10-22 05:06:16,314 - mmaction - INFO - Epoch [30][100/396] lr: 1.500e-02, eta: 15:32:52, time: 1.047, data_time: 0.181, memory: 8337, top1_acc: 0.7169, top5_acc: 0.8904, loss_cls: 1.1150, loss: 1.1150, grad_norm: 4.0404, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3488, loss/aux0: 1.3488 2020-10-22 05:06:54,836 - mmaction - INFO - Epoch [30][120/396] lr: 1.500e-02, eta: 15:31:26, time: 1.033, data_time: 0.295, memory: 8337, top1_acc: 0.7128, top5_acc: 0.8964, loss_cls: 1.1093, loss: 1.1093, grad_norm: 4.0932, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3115, loss/aux0: 1.3115 2020-10-22 05:06:57,302 - mmaction - INFO - Epoch [30][120/396] lr: 1.500e-02, eta: 15:32:16, time: 1.048, data_time: 0.232, memory: 8337, top1_acc: 0.7128, top5_acc: 0.8964, loss_cls: 1.1093, loss: 1.1093, grad_norm: 4.0922, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3052, loss/aux0: 1.3052 2020-10-22 05:07:38,057 - mmaction - INFO - Epoch [30][140/396] lr: 1.500e-02, eta: 15:30:55, time: 1.134, data_time: 0.000, memory: 8337, top1_acc: 0.7169, top5_acc: 0.8943, loss_cls: 1.1045, loss: 1.1045, grad_norm: 3.9874, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2894, loss/aux0: 1.2894 2020-10-22 05:07:40,290 - mmaction - INFO - Epoch [30][140/396] lr: 1.500e-02, eta: 15:31:48, time: 1.103, data_time: 0.002, memory: 8337, top1_acc: 0.7169, top5_acc: 0.8943, loss_cls: 1.1045, loss: 1.1045, grad_norm: 3.9679, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2814, loss/aux0: 1.2814 2020-10-22 05:08:17,368 - mmaction - INFO - Epoch [30][160/396] lr: 1.500e-02, eta: 15:30:21, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.7063, top5_acc: 0.8852, loss_cls: 1.1508, loss: 1.1508, grad_norm: 4.0285, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.2805, loss/aux0: 1.2805 2020-10-22 05:08:19,233 - mmaction - INFO - Epoch [30][160/396] lr: 1.500e-02, eta: 15:31:08, time: 0.984, data_time: 0.002, memory: 8337, top1_acc: 0.7063, top5_acc: 0.8852, loss_cls: 1.1508, loss: 1.1508, grad_norm: 4.0510, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.2946, loss/aux0: 1.2946 2020-10-22 05:08:58,984 - mmaction - INFO - Epoch [30][180/396] lr: 1.500e-02, eta: 15:29:43, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.7120, top5_acc: 0.8878, loss_cls: 1.1216, loss: 1.1216, grad_norm: 3.9971, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3244, loss/aux0: 1.3244 2020-10-22 05:08:59,704 - mmaction - INFO - Epoch [30][180/396] lr: 1.500e-02, eta: 15:30:33, time: 1.054, data_time: 0.001, memory: 8337, top1_acc: 0.7120, top5_acc: 0.8878, loss_cls: 1.1216, loss: 1.1216, grad_norm: 3.9781, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3219, loss/aux0: 1.3219 2020-10-22 05:09:40,682 - mmaction - INFO - Epoch [30][200/396] lr: 1.500e-02, eta: 15:29:07, time: 1.035, data_time: 0.003, memory: 8337, top1_acc: 0.7042, top5_acc: 0.8953, loss_cls: 1.1302, loss: 1.1302, grad_norm: 4.0441, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2746, loss/aux0: 1.2746 2020-10-22 05:09:41,284 - mmaction - INFO - Epoch [30][200/396] lr: 1.500e-02, eta: 15:29:56, time: 1.035, data_time: 0.005, memory: 8337, top1_acc: 0.7042, top5_acc: 0.8953, loss_cls: 1.1302, loss: 1.1302, grad_norm: 4.0213, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2598, loss/aux0: 1.2598 2020-10-22 05:10:23,294 - mmaction - INFO - Epoch [30][220/396] lr: 1.500e-02, eta: 15:28:31, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.7018, top5_acc: 0.8852, loss_cls: 1.1843, loss: 1.1843, grad_norm: 4.0493, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2727, loss/aux0: 1.2727 2020-10-22 05:10:23,903 - mmaction - INFO - Epoch [30][220/396] lr: 1.500e-02, eta: 15:29:21, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.7018, top5_acc: 0.8852, loss_cls: 1.1843, loss: 1.1843, grad_norm: 4.0638, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2895, loss/aux0: 1.2895 2020-10-22 05:11:05,430 - mmaction - INFO - Epoch [30][240/396] lr: 1.500e-02, eta: 15:27:53, time: 0.992, data_time: 0.000, memory: 8337, top1_acc: 0.7036, top5_acc: 0.8898, loss_cls: 1.1511, loss: 1.1511, grad_norm: 3.9284, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2617, loss/aux0: 1.2617 2020-10-22 05:11:06,057 - mmaction - INFO - Epoch [30][240/396] lr: 1.500e-02, eta: 15:28:40, time: 0.993, data_time: 0.001, memory: 8337, top1_acc: 0.7036, top5_acc: 0.8898, loss_cls: 1.1511, loss: 1.1511, grad_norm: 3.9410, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2504, loss/aux0: 1.2504 2020-10-22 05:11:47,001 - mmaction - INFO - Epoch [30][260/396] lr: 1.500e-02, eta: 15:27:14, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.7086, top5_acc: 0.8924, loss_cls: 1.1157, loss: 1.1157, grad_norm: 4.0428, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3097, loss/aux0: 1.3097 2020-10-22 05:11:47,606 - mmaction - INFO - Epoch [30][260/396] lr: 1.500e-02, eta: 15:28:02, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.7086, top5_acc: 0.8924, loss_cls: 1.1157, loss: 1.1157, grad_norm: 4.0339, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3147, loss/aux0: 1.3147 2020-10-22 05:12:27,584 - mmaction - INFO - Epoch [30][280/396] lr: 1.500e-02, eta: 15:26:36, time: 1.030, data_time: 0.157, memory: 8337, top1_acc: 0.7026, top5_acc: 0.8880, loss_cls: 1.1778, loss: 1.1778, grad_norm: 4.1384, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3656, loss/aux0: 1.3656 2020-10-22 05:12:29,116 - mmaction - INFO - Epoch [30][280/396] lr: 1.500e-02, eta: 15:27:24, time: 1.018, data_time: 0.100, memory: 8337, top1_acc: 0.7026, top5_acc: 0.8880, loss_cls: 1.1778, loss: 1.1778, grad_norm: 4.1791, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3734, loss/aux0: 1.3734 2020-10-22 05:13:07,327 - mmaction - INFO - Epoch [30][300/396] lr: 1.500e-02, eta: 15:25:59, time: 1.035, data_time: 0.010, memory: 8337, top1_acc: 0.7203, top5_acc: 0.8974, loss_cls: 1.0800, loss: 1.0800, grad_norm: 4.0952, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2597, loss/aux0: 1.2597 2020-10-22 05:13:09,634 - mmaction - INFO - Epoch [30][300/396] lr: 1.500e-02, eta: 15:26:48, time: 1.044, data_time: 0.012, memory: 8337, top1_acc: 0.7203, top5_acc: 0.8974, loss_cls: 1.0800, loss: 1.0800, grad_norm: 4.1091, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2530, loss/aux0: 1.2530 2020-10-22 05:13:50,497 - mmaction - INFO - Epoch [30][320/396] lr: 1.500e-02, eta: 15:25:27, time: 1.140, data_time: 0.551, memory: 8337, top1_acc: 0.7130, top5_acc: 0.8995, loss_cls: 1.1038, loss: 1.1038, grad_norm: 4.0597, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2661, loss/aux0: 1.2661 2020-10-22 05:13:53,141 - mmaction - INFO - Epoch [30][320/396] lr: 1.500e-02, eta: 15:26:22, time: 1.161, data_time: 0.569, memory: 8337, top1_acc: 0.7130, top5_acc: 0.8995, loss_cls: 1.1038, loss: 1.1038, grad_norm: 4.0529, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2696, loss/aux0: 1.2696 2020-10-22 05:14:30,939 - mmaction - INFO - Epoch [30][340/396] lr: 1.500e-02, eta: 15:24:56, time: 1.019, data_time: 0.431, memory: 8337, top1_acc: 0.7112, top5_acc: 0.8979, loss_cls: 1.1176, loss: 1.1176, grad_norm: 4.0061, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3121, loss/aux0: 1.3121 2020-10-22 05:14:33,970 - mmaction - INFO - Epoch [30][340/396] lr: 1.500e-02, eta: 15:25:43, time: 1.006, data_time: 0.418, memory: 8337, top1_acc: 0.7112, top5_acc: 0.8979, loss_cls: 1.1176, loss: 1.1176, grad_norm: 4.0094, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3064, loss/aux0: 1.3064 2020-10-22 05:15:11,408 - mmaction - INFO - Epoch [30][360/396] lr: 1.500e-02, eta: 15:24:16, time: 1.000, data_time: 0.393, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8911, loss_cls: 1.1285, loss: 1.1285, grad_norm: 4.1285, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3104, loss/aux0: 1.3104 2020-10-22 05:15:13,816 - mmaction - INFO - Epoch [30][360/396] lr: 1.500e-02, eta: 15:25:03, time: 1.001, data_time: 0.394, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8911, loss_cls: 1.1285, loss: 1.1285, grad_norm: 4.1177, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3056, loss/aux0: 1.3056 2020-10-22 05:15:51,651 - mmaction - INFO - Epoch [30][380/396] lr: 1.500e-02, eta: 15:23:37, time: 1.001, data_time: 0.333, memory: 8337, top1_acc: 0.7117, top5_acc: 0.8930, loss_cls: 1.1016, loss: 1.1016, grad_norm: 4.1638, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3076, loss/aux0: 1.3076 2020-10-22 05:15:54,792 - mmaction - INFO - Epoch [30][380/396] lr: 1.500e-02, eta: 15:24:25, time: 1.037, data_time: 0.324, memory: 8337, top1_acc: 0.7117, top5_acc: 0.8930, loss_cls: 1.1016, loss: 1.1016, grad_norm: 4.1910, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3146, loss/aux0: 1.3146 2020-10-22 05:17:38,534 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-22 05:18:52,554 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 05:18:52,728 - mmaction - INFO - top1_acc 0.7274 top5_acc 0.9093 2020-10-22 05:18:52,728 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 05:18:52,757 - mmaction - INFO - mean_acc 0.7277 2020-10-22 05:18:52,758 - mmaction - INFO - Epoch(val) [30][396] top1_acc: 0.7274, top5_acc: 0.9093, mean_class_accuracy: 0.7277 2020-10-22 05:21:46,113 - mmaction - INFO - Epoch [31][20/396] lr: 1.500e-02, eta: 15:21:16, time: 1.089, data_time: 0.037, memory: 8337, top1_acc: 0.7115, top5_acc: 0.9016, loss_cls: 1.0817, loss: 1.0817, grad_norm: 3.9838, top1_acc/aux0: 0.6686, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2922, loss/aux0: 1.2922 2020-10-22 05:21:46,699 - mmaction - INFO - Epoch [31][20/396] lr: 1.500e-02, eta: 15:22:07, time: 1.089, data_time: 0.041, memory: 8337, top1_acc: 0.7115, top5_acc: 0.9016, loss_cls: 1.0817, loss: 1.0817, grad_norm: 3.9541, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2886, loss/aux0: 1.2886 2020-10-22 05:22:25,741 - mmaction - INFO - Epoch [31][40/396] lr: 1.500e-02, eta: 15:20:38, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.7232, top5_acc: 0.8992, loss_cls: 1.0686, loss: 1.0686, grad_norm: 4.0274, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2471, loss/aux0: 1.2471 2020-10-22 05:22:27,337 - mmaction - INFO - Epoch [31][40/396] lr: 1.500e-02, eta: 15:21:24, time: 0.993, data_time: 0.002, memory: 8337, top1_acc: 0.7232, top5_acc: 0.8992, loss_cls: 1.0686, loss: 1.0686, grad_norm: 4.0406, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2570, loss/aux0: 1.2570 2020-10-22 05:23:08,766 - mmaction - INFO - Epoch [31][60/396] lr: 1.500e-02, eta: 15:19:58, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.7188, top5_acc: 0.9008, loss_cls: 1.0858, loss: 1.0858, grad_norm: 4.0090, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2271, loss/aux0: 1.2271 2020-10-22 05:23:09,686 - mmaction - INFO - Epoch [31][60/396] lr: 1.500e-02, eta: 15:20:46, time: 1.026, data_time: 0.002, memory: 8337, top1_acc: 0.7188, top5_acc: 0.9008, loss_cls: 1.0858, loss: 1.0858, grad_norm: 3.9858, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2178, loss/aux0: 1.2178 2020-10-22 05:23:48,682 - mmaction - INFO - Epoch [31][80/396] lr: 1.500e-02, eta: 15:19:18, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.7104, top5_acc: 0.8945, loss_cls: 1.1133, loss: 1.1133, grad_norm: 4.0567, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2495, loss/aux0: 1.2495 2020-10-22 05:23:49,277 - mmaction - INFO - Epoch [31][80/396] lr: 1.500e-02, eta: 15:20:03, time: 0.957, data_time: 0.002, memory: 8337, top1_acc: 0.7104, top5_acc: 0.8945, loss_cls: 1.1133, loss: 1.1133, grad_norm: 4.0713, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2567, loss/aux0: 1.2567 2020-10-22 05:24:28,763 - mmaction - INFO - Epoch [31][100/396] lr: 1.500e-02, eta: 15:18:36, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.7182, top5_acc: 0.9008, loss_cls: 1.0658, loss: 1.0658, grad_norm: 4.0982, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2447, loss/aux0: 1.2447 2020-10-22 05:24:31,169 - mmaction - INFO - Epoch [31][100/396] lr: 1.500e-02, eta: 15:19:22, time: 0.991, data_time: 0.002, memory: 8337, top1_acc: 0.7182, top5_acc: 0.9008, loss_cls: 1.0658, loss: 1.0658, grad_norm: 4.1361, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2411, loss/aux0: 1.2411 2020-10-22 05:25:11,450 - mmaction - INFO - Epoch [31][120/396] lr: 1.500e-02, eta: 15:17:59, time: 1.064, data_time: 0.000, memory: 8337, top1_acc: 0.7211, top5_acc: 0.8919, loss_cls: 1.0819, loss: 1.0819, grad_norm: 4.0056, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2493, loss/aux0: 1.2493 2020-10-22 05:25:12,849 - mmaction - INFO - Epoch [31][120/396] lr: 1.500e-02, eta: 15:18:46, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.7211, top5_acc: 0.8919, loss_cls: 1.0819, loss: 1.0819, grad_norm: 3.9962, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2500, loss/aux0: 1.2500 2020-10-22 05:25:53,718 - mmaction - INFO - Epoch [31][140/396] lr: 1.500e-02, eta: 15:17:22, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.7221, top5_acc: 0.8953, loss_cls: 1.0830, loss: 1.0830, grad_norm: 4.0156, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2298, loss/aux0: 1.2298 2020-10-22 05:25:54,351 - mmaction - INFO - Epoch [31][140/396] lr: 1.500e-02, eta: 15:18:09, time: 1.032, data_time: 0.007, memory: 8337, top1_acc: 0.7221, top5_acc: 0.8953, loss_cls: 1.0830, loss: 1.0830, grad_norm: 3.9989, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2261, loss/aux0: 1.2261 2020-10-22 05:26:34,231 - mmaction - INFO - Epoch [31][160/396] lr: 1.500e-02, eta: 15:16:45, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.7263, top5_acc: 0.9003, loss_cls: 1.0798, loss: 1.0798, grad_norm: 4.0201, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2664, loss/aux0: 1.2664 2020-10-22 05:26:37,259 - mmaction - INFO - Epoch [31][160/396] lr: 1.500e-02, eta: 15:17:38, time: 1.149, data_time: 0.002, memory: 8337, top1_acc: 0.7263, top5_acc: 0.9003, loss_cls: 1.0798, loss: 1.0798, grad_norm: 4.0468, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2690, loss/aux0: 1.2690 2020-10-22 05:27:16,085 - mmaction - INFO - Epoch [31][180/396] lr: 1.500e-02, eta: 15:16:16, time: 1.081, data_time: 0.000, memory: 8337, top1_acc: 0.7083, top5_acc: 0.8911, loss_cls: 1.1397, loss: 1.1397, grad_norm: 3.9878, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2340, loss/aux0: 1.2340 2020-10-22 05:27:17,042 - mmaction - INFO - Epoch [31][180/396] lr: 1.500e-02, eta: 15:17:02, time: 1.005, data_time: 0.001, memory: 8337, top1_acc: 0.7083, top5_acc: 0.8911, loss_cls: 1.1397, loss: 1.1397, grad_norm: 4.0333, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2486, loss/aux0: 1.2486 2020-10-22 05:27:57,584 - mmaction - INFO - Epoch [31][200/396] lr: 1.500e-02, eta: 15:15:41, time: 1.104, data_time: 0.000, memory: 8337, top1_acc: 0.7247, top5_acc: 0.9044, loss_cls: 1.0776, loss: 1.0776, grad_norm: 4.1016, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2964, loss/aux0: 1.2964 2020-10-22 05:27:58,236 - mmaction - INFO - Epoch [31][200/396] lr: 1.500e-02, eta: 15:16:27, time: 1.009, data_time: 0.002, memory: 8337, top1_acc: 0.7247, top5_acc: 0.9044, loss_cls: 1.0776, loss: 1.0776, grad_norm: 4.1251, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2879, loss/aux0: 1.2879 2020-10-22 05:28:38,862 - mmaction - INFO - Epoch [31][220/396] lr: 1.500e-02, eta: 15:15:03, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 1.0627, loss: 1.0627, grad_norm: 4.0247, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2748, loss/aux0: 1.2748 2020-10-22 05:28:39,494 - mmaction - INFO - Epoch [31][220/396] lr: 1.500e-02, eta: 15:15:50, time: 1.031, data_time: 0.002, memory: 8337, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 1.0627, loss: 1.0627, grad_norm: 4.0376, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2654, loss/aux0: 1.2654 2020-10-22 05:29:19,121 - mmaction - INFO - Epoch [31][240/396] lr: 1.500e-02, eta: 15:14:28, time: 1.065, data_time: 0.015, memory: 8337, top1_acc: 0.7159, top5_acc: 0.9000, loss_cls: 1.0812, loss: 1.0812, grad_norm: 3.9887, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2855, loss/aux0: 1.2855 2020-10-22 05:29:20,305 - mmaction - INFO - Epoch [31][240/396] lr: 1.500e-02, eta: 15:15:14, time: 1.027, data_time: 0.016, memory: 8337, top1_acc: 0.7159, top5_acc: 0.9000, loss_cls: 1.0812, loss: 1.0812, grad_norm: 4.0165, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2909, loss/aux0: 1.2909 2020-10-22 05:29:59,276 - mmaction - INFO - Epoch [31][260/396] lr: 1.500e-02, eta: 15:13:49, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.7258, top5_acc: 0.9036, loss_cls: 1.0712, loss: 1.0712, grad_norm: 4.0416, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3102, loss/aux0: 1.3102 2020-10-22 05:30:01,110 - mmaction - INFO - Epoch [31][260/396] lr: 1.500e-02, eta: 15:14:32, time: 0.954, data_time: 0.002, memory: 8337, top1_acc: 0.7258, top5_acc: 0.9036, loss_cls: 1.0712, loss: 1.0712, grad_norm: 4.0753, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3292, loss/aux0: 1.3292 2020-10-22 05:30:41,424 - mmaction - INFO - Epoch [31][280/396] lr: 1.500e-02, eta: 15:13:10, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.7062, top5_acc: 0.8932, loss_cls: 1.1433, loss: 1.1433, grad_norm: 4.1379, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3186, loss/aux0: 1.3186 2020-10-22 05:30:43,886 - mmaction - INFO - Epoch [31][280/396] lr: 1.500e-02, eta: 15:13:59, time: 1.100, data_time: 0.003, memory: 8337, top1_acc: 0.7062, top5_acc: 0.8932, loss_cls: 1.1433, loss: 1.1433, grad_norm: 4.1375, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2944, loss/aux0: 1.2944 2020-10-22 05:31:22,291 - mmaction - INFO - Epoch [31][300/396] lr: 1.500e-02, eta: 15:12:34, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.6995, top5_acc: 0.8799, loss_cls: 1.1753, loss: 1.1753, grad_norm: 4.0305, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2402, loss/aux0: 1.2402 2020-10-22 05:31:24,403 - mmaction - INFO - Epoch [31][300/396] lr: 1.500e-02, eta: 15:13:17, time: 0.952, data_time: 0.003, memory: 8337, top1_acc: 0.6995, top5_acc: 0.8799, loss_cls: 1.1753, loss: 1.1753, grad_norm: 3.9880, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2436, loss/aux0: 1.2436 2020-10-22 05:32:04,190 - mmaction - INFO - Epoch [31][320/396] lr: 1.500e-02, eta: 15:11:54, time: 1.061, data_time: 0.000, memory: 8337, top1_acc: 0.7154, top5_acc: 0.8971, loss_cls: 1.1287, loss: 1.1287, grad_norm: 4.1601, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2997, loss/aux0: 1.2997 2020-10-22 05:32:05,206 - mmaction - INFO - Epoch [31][320/396] lr: 1.500e-02, eta: 15:12:39, time: 0.980, data_time: 0.002, memory: 8337, top1_acc: 0.7154, top5_acc: 0.8971, loss_cls: 1.1287, loss: 1.1287, grad_norm: 4.1497, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.2970, loss/aux0: 1.2970 2020-10-22 05:32:44,394 - mmaction - INFO - Epoch [31][340/396] lr: 1.500e-02, eta: 15:11:15, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.7078, top5_acc: 0.8932, loss_cls: 1.1118, loss: 1.1118, grad_norm: 4.0320, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2758, loss/aux0: 1.2758 2020-10-22 05:32:46,428 - mmaction - INFO - Epoch [31][340/396] lr: 1.500e-02, eta: 15:12:00, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.7078, top5_acc: 0.8932, loss_cls: 1.1118, loss: 1.1118, grad_norm: 4.0747, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2836, loss/aux0: 1.2836 2020-10-22 05:33:26,991 - mmaction - INFO - Epoch [31][360/396] lr: 1.500e-02, eta: 15:10:40, time: 1.104, data_time: 0.000, memory: 8337, top1_acc: 0.7130, top5_acc: 0.8997, loss_cls: 1.0926, loss: 1.0926, grad_norm: 4.0462, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2650, loss/aux0: 1.2650 2020-10-22 05:33:29,903 - mmaction - INFO - Epoch [31][360/396] lr: 1.500e-02, eta: 15:11:29, time: 1.112, data_time: 0.001, memory: 8337, top1_acc: 0.7130, top5_acc: 0.8997, loss_cls: 1.0926, loss: 1.0926, grad_norm: 4.1015, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2620, loss/aux0: 1.2620 2020-10-22 05:34:07,230 - mmaction - INFO - Epoch [31][380/396] lr: 1.500e-02, eta: 15:10:04, time: 0.986, data_time: 0.000, memory: 8337, top1_acc: 0.6969, top5_acc: 0.8852, loss_cls: 1.1778, loss: 1.1778, grad_norm: 4.0998, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2583, loss/aux0: 1.2583 2020-10-22 05:34:09,252 - mmaction - INFO - Epoch [31][380/396] lr: 1.500e-02, eta: 15:10:48, time: 0.992, data_time: 0.002, memory: 8337, top1_acc: 0.6969, top5_acc: 0.8852, loss_cls: 1.1778, loss: 1.1778, grad_norm: 4.1208, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2713, loss/aux0: 1.2713 2020-10-22 05:35:53,847 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-10-22 05:39:00,842 - mmaction - INFO - Epoch [32][20/396] lr: 1.500e-02, eta: 15:07:41, time: 0.990, data_time: 0.075, memory: 8337, top1_acc: 0.7115, top5_acc: 0.8935, loss_cls: 1.1238, loss: 1.1238, grad_norm: 4.0581, top1_acc/aux0: 0.6705, top5_acc/aux0: 0.8736, loss_cls/aux0: 1.2874, loss/aux0: 1.2874 2020-10-22 05:39:01,443 - mmaction - INFO - Epoch [32][20/396] lr: 1.500e-02, eta: 15:08:25, time: 0.990, data_time: 0.077, memory: 8337, top1_acc: 0.7115, top5_acc: 0.8935, loss_cls: 1.1238, loss: 1.1238, grad_norm: 4.0398, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2845, loss/aux0: 1.2845 2020-10-22 05:39:41,444 - mmaction - INFO - Epoch [32][40/396] lr: 1.500e-02, eta: 15:06:59, time: 0.969, data_time: 0.037, memory: 8337, top1_acc: 0.7089, top5_acc: 0.8909, loss_cls: 1.1113, loss: 1.1113, grad_norm: 3.9293, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2476, loss/aux0: 1.2476 2020-10-22 05:39:42,067 - mmaction - INFO - Epoch [32][40/396] lr: 1.500e-02, eta: 15:07:42, time: 0.970, data_time: 0.038, memory: 8337, top1_acc: 0.7089, top5_acc: 0.8909, loss_cls: 1.1113, loss: 1.1113, grad_norm: 3.9547, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2547, loss/aux0: 1.2547 2020-10-22 05:40:24,512 - mmaction - INFO - Epoch [32][60/396] lr: 1.500e-02, eta: 15:06:20, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9023, loss_cls: 1.0228, loss: 1.0228, grad_norm: 3.9731, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2440, loss/aux0: 1.2440 2020-10-22 05:40:25,099 - mmaction - INFO - Epoch [32][60/396] lr: 1.500e-02, eta: 15:07:06, time: 1.038, data_time: 0.002, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9023, loss_cls: 1.0228, loss: 1.0228, grad_norm: 3.9802, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2384, loss/aux0: 1.2384 2020-10-22 05:41:05,313 - mmaction - INFO - Epoch [32][80/396] lr: 1.500e-02, eta: 15:05:42, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.7286, top5_acc: 0.8995, loss_cls: 1.0881, loss: 1.0881, grad_norm: 3.9344, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2388, loss/aux0: 1.2388 2020-10-22 05:41:06,583 - mmaction - INFO - Epoch [32][80/396] lr: 1.500e-02, eta: 15:06:28, time: 1.044, data_time: 0.002, memory: 8337, top1_acc: 0.7286, top5_acc: 0.8995, loss_cls: 1.0881, loss: 1.0881, grad_norm: 3.9695, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2347, loss/aux0: 1.2347 2020-10-22 05:41:46,293 - mmaction - INFO - Epoch [32][100/396] lr: 1.500e-02, eta: 15:05:07, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.7195, top5_acc: 0.8964, loss_cls: 1.1070, loss: 1.1070, grad_norm: 4.0844, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2711, loss/aux0: 1.2711 2020-10-22 05:41:46,920 - mmaction - INFO - Epoch [32][100/396] lr: 1.500e-02, eta: 15:05:51, time: 0.996, data_time: 0.002, memory: 8337, top1_acc: 0.7195, top5_acc: 0.8964, loss_cls: 1.1070, loss: 1.1070, grad_norm: 4.0918, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2870, loss/aux0: 1.2870 2020-10-22 05:42:26,774 - mmaction - INFO - Epoch [32][120/396] lr: 1.500e-02, eta: 15:04:27, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.7112, top5_acc: 0.9016, loss_cls: 1.1047, loss: 1.1047, grad_norm: 4.1185, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2508, loss/aux0: 1.2508 2020-10-22 05:42:27,985 - mmaction - INFO - Epoch [32][120/396] lr: 1.500e-02, eta: 15:05:12, time: 1.025, data_time: 0.001, memory: 8337, top1_acc: 0.7112, top5_acc: 0.9016, loss_cls: 1.1047, loss: 1.1047, grad_norm: 4.1496, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2414, loss/aux0: 1.2414 2020-10-22 05:43:07,922 - mmaction - INFO - Epoch [32][140/396] lr: 1.500e-02, eta: 15:03:49, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.7117, top5_acc: 0.8974, loss_cls: 1.0927, loss: 1.0927, grad_norm: 4.1425, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.2869, loss/aux0: 1.2869 2020-10-22 05:43:09,999 - mmaction - INFO - Epoch [32][140/396] lr: 1.500e-02, eta: 15:04:34, time: 1.027, data_time: 0.001, memory: 8337, top1_acc: 0.7117, top5_acc: 0.8974, loss_cls: 1.0927, loss: 1.0927, grad_norm: 4.1249, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2832, loss/aux0: 1.2832 2020-10-22 05:43:48,248 - mmaction - INFO - Epoch [32][160/396] lr: 1.500e-02, eta: 15:03:09, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.7232, top5_acc: 0.8935, loss_cls: 1.0911, loss: 1.0911, grad_norm: 4.1146, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3125, loss/aux0: 1.3125 2020-10-22 05:43:51,374 - mmaction - INFO - Epoch [32][160/396] lr: 1.500e-02, eta: 15:03:54, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.7232, top5_acc: 0.8935, loss_cls: 1.0911, loss: 1.0911, grad_norm: 4.1508, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3164, loss/aux0: 1.3164 2020-10-22 05:44:31,106 - mmaction - INFO - Epoch [32][180/396] lr: 1.500e-02, eta: 15:02:33, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.7219, top5_acc: 0.8951, loss_cls: 1.0927, loss: 1.0927, grad_norm: 4.1069, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3051, loss/aux0: 1.3051 2020-10-22 05:44:33,506 - mmaction - INFO - Epoch [32][180/396] lr: 1.500e-02, eta: 15:03:19, time: 1.069, data_time: 0.002, memory: 8337, top1_acc: 0.7219, top5_acc: 0.8951, loss_cls: 1.0927, loss: 1.0927, grad_norm: 4.0916, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2946, loss/aux0: 1.2946 2020-10-22 05:45:10,741 - mmaction - INFO - Epoch [32][200/396] lr: 1.500e-02, eta: 15:01:56, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.7247, top5_acc: 0.9008, loss_cls: 1.0669, loss: 1.0669, grad_norm: 4.1842, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2594, loss/aux0: 1.2594 2020-10-22 05:45:13,317 - mmaction - INFO - Epoch [32][200/396] lr: 1.500e-02, eta: 15:02:40, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.7247, top5_acc: 0.9008, loss_cls: 1.0669, loss: 1.0669, grad_norm: 4.1939, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2654, loss/aux0: 1.2654 2020-10-22 05:45:52,033 - mmaction - INFO - Epoch [32][220/396] lr: 1.500e-02, eta: 15:01:17, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1057, loss: 1.1057, grad_norm: 4.1409, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2822, loss/aux0: 1.2822 2020-10-22 05:45:53,692 - mmaction - INFO - Epoch [32][220/396] lr: 1.500e-02, eta: 15:01:59, time: 0.983, data_time: 0.002, memory: 8337, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1057, loss: 1.1057, grad_norm: 4.1575, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.2841, loss/aux0: 1.2841 2020-10-22 05:46:32,611 - mmaction - INFO - Epoch [32][240/396] lr: 1.500e-02, eta: 15:00:36, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.7185, top5_acc: 0.8917, loss_cls: 1.1048, loss: 1.1048, grad_norm: 4.0823, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2536, loss/aux0: 1.2536 2020-10-22 05:46:33,347 - mmaction - INFO - Epoch [32][240/396] lr: 1.500e-02, eta: 15:01:16, time: 0.927, data_time: 0.004, memory: 8337, top1_acc: 0.7185, top5_acc: 0.8917, loss_cls: 1.1048, loss: 1.1048, grad_norm: 4.0797, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2518, loss/aux0: 1.2518 2020-10-22 05:47:16,341 - mmaction - INFO - Epoch [32][260/396] lr: 1.500e-02, eta: 14:59:56, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.7203, top5_acc: 0.8982, loss_cls: 1.0786, loss: 1.0786, grad_norm: 4.2018, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2957, loss/aux0: 1.2957 2020-10-22 05:47:16,948 - mmaction - INFO - Epoch [32][260/396] lr: 1.500e-02, eta: 15:00:42, time: 1.073, data_time: 0.002, memory: 8337, top1_acc: 0.7203, top5_acc: 0.8982, loss_cls: 1.0786, loss: 1.0786, grad_norm: 4.1963, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3049, loss/aux0: 1.3049 2020-10-22 05:47:55,013 - mmaction - INFO - Epoch [32][280/396] lr: 1.500e-02, eta: 14:59:17, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.7174, top5_acc: 0.9003, loss_cls: 1.0884, loss: 1.0884, grad_norm: 4.0667, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3119, loss/aux0: 1.3119 2020-10-22 05:47:56,534 - mmaction - INFO - Epoch [32][280/396] lr: 1.500e-02, eta: 14:59:59, time: 0.982, data_time: 0.002, memory: 8337, top1_acc: 0.7174, top5_acc: 0.9003, loss_cls: 1.0884, loss: 1.0884, grad_norm: 4.0469, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3051, loss/aux0: 1.3051 2020-10-22 05:48:37,494 - mmaction - INFO - Epoch [32][300/396] lr: 1.500e-02, eta: 14:58:34, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.7151, top5_acc: 0.9062, loss_cls: 1.0797, loss: 1.0797, grad_norm: 4.1319, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2354, loss/aux0: 1.2354 2020-10-22 05:48:38,090 - mmaction - INFO - Epoch [32][300/396] lr: 1.500e-02, eta: 14:59:16, time: 0.960, data_time: 0.001, memory: 8337, top1_acc: 0.7151, top5_acc: 0.9062, loss_cls: 1.0797, loss: 1.0797, grad_norm: 4.1202, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2265, loss/aux0: 1.2265 2020-10-22 05:49:17,819 - mmaction - INFO - Epoch [32][320/396] lr: 1.500e-02, eta: 14:57:54, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.7078, top5_acc: 0.8951, loss_cls: 1.1223, loss: 1.1223, grad_norm: 4.2529, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3004, loss/aux0: 1.3004 2020-10-22 05:49:20,327 - mmaction - INFO - Epoch [32][320/396] lr: 1.500e-02, eta: 14:58:39, time: 1.055, data_time: 0.002, memory: 8337, top1_acc: 0.7078, top5_acc: 0.8951, loss_cls: 1.1223, loss: 1.1223, grad_norm: 4.2388, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3111, loss/aux0: 1.3111 2020-10-22 05:49:56,714 - mmaction - INFO - Epoch [32][340/396] lr: 1.500e-02, eta: 14:57:15, time: 0.970, data_time: 0.061, memory: 8337, top1_acc: 0.7133, top5_acc: 0.8896, loss_cls: 1.1076, loss: 1.1076, grad_norm: 4.0696, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3196, loss/aux0: 1.3196 2020-10-22 05:49:58,832 - mmaction - INFO - Epoch [32][340/396] lr: 1.500e-02, eta: 14:57:58, time: 0.996, data_time: 0.093, memory: 8337, top1_acc: 0.7133, top5_acc: 0.8896, loss_cls: 1.1076, loss: 1.1076, grad_norm: 4.0538, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3075, loss/aux0: 1.3075 2020-10-22 05:50:39,419 - mmaction - INFO - Epoch [32][360/396] lr: 1.500e-02, eta: 14:56:39, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.7161, top5_acc: 0.8930, loss_cls: 1.1275, loss: 1.1275, grad_norm: 4.0319, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2613, loss/aux0: 1.2613 2020-10-22 05:50:42,379 - mmaction - INFO - Epoch [32][360/396] lr: 1.500e-02, eta: 14:57:26, time: 1.101, data_time: 0.002, memory: 8337, top1_acc: 0.7161, top5_acc: 0.8930, loss_cls: 1.1275, loss: 1.1275, grad_norm: 4.0067, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2657, loss/aux0: 1.2657 2020-10-22 05:51:21,095 - mmaction - INFO - Epoch [32][380/396] lr: 1.500e-02, eta: 14:56:06, time: 1.057, data_time: 0.271, memory: 8337, top1_acc: 0.7177, top5_acc: 0.8956, loss_cls: 1.1037, loss: 1.1037, grad_norm: 4.1667, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3029, loss/aux0: 1.3029 2020-10-22 05:51:21,687 - mmaction - INFO - Epoch [32][380/396] lr: 1.500e-02, eta: 14:56:47, time: 0.979, data_time: 0.273, memory: 8337, top1_acc: 0.7177, top5_acc: 0.8956, loss_cls: 1.1037, loss: 1.1037, grad_norm: 4.1930, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3034, loss/aux0: 1.3034 2020-10-22 05:53:03,632 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-22 05:56:01,637 - mmaction - INFO - Epoch [33][20/396] lr: 1.500e-02, eta: 14:53:48, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.7260, top5_acc: 0.8979, loss_cls: 1.0671, loss: 1.0671, grad_norm: 4.1479, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2766, loss/aux0: 1.2766 2020-10-22 05:56:02,264 - mmaction - INFO - Epoch [33][20/396] lr: 1.500e-02, eta: 14:54:33, time: 1.049, data_time: 0.003, memory: 8337, top1_acc: 0.7260, top5_acc: 0.8979, loss_cls: 1.0671, loss: 1.0671, grad_norm: 4.1503, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2771, loss/aux0: 1.2771 2020-10-22 05:56:42,224 - mmaction - INFO - Epoch [33][40/396] lr: 1.500e-02, eta: 14:53:11, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.7294, top5_acc: 0.9013, loss_cls: 1.0709, loss: 1.0709, grad_norm: 3.9700, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1906, loss/aux0: 1.1906 2020-10-22 05:56:42,851 - mmaction - INFO - Epoch [33][40/396] lr: 1.500e-02, eta: 14:53:54, time: 1.008, data_time: 0.002, memory: 8337, top1_acc: 0.7294, top5_acc: 0.9013, loss_cls: 1.0709, loss: 1.0709, grad_norm: 3.9766, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1895, loss/aux0: 1.1895 2020-10-22 05:57:23,876 - mmaction - INFO - Epoch [33][60/396] lr: 1.500e-02, eta: 14:52:35, time: 1.086, data_time: 0.000, memory: 8337, top1_acc: 0.7190, top5_acc: 0.8990, loss_cls: 1.0839, loss: 1.0839, grad_norm: 4.0833, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2596, loss/aux0: 1.2596 2020-10-22 05:57:24,464 - mmaction - INFO - Epoch [33][60/396] lr: 1.500e-02, eta: 14:53:21, time: 1.083, data_time: 0.001, memory: 8337, top1_acc: 0.7190, top5_acc: 0.8990, loss_cls: 1.0839, loss: 1.0839, grad_norm: 4.0675, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2669, loss/aux0: 1.2669 2020-10-22 05:58:03,439 - mmaction - INFO - Epoch [33][80/396] lr: 1.500e-02, eta: 14:52:00, time: 1.026, data_time: 0.000, memory: 8337, top1_acc: 0.7195, top5_acc: 0.9000, loss_cls: 1.0737, loss: 1.0737, grad_norm: 3.9707, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2118, loss/aux0: 1.2118 2020-10-22 05:58:04,154 - mmaction - INFO - Epoch [33][80/396] lr: 1.500e-02, eta: 14:52:42, time: 0.980, data_time: 0.002, memory: 8337, top1_acc: 0.7195, top5_acc: 0.9000, loss_cls: 1.0737, loss: 1.0737, grad_norm: 4.0031, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2028, loss/aux0: 1.2028 2020-10-22 05:58:45,191 - mmaction - INFO - Epoch [33][100/396] lr: 1.500e-02, eta: 14:51:22, time: 1.059, data_time: 0.000, memory: 8337, top1_acc: 0.7339, top5_acc: 0.9044, loss_cls: 1.0478, loss: 1.0478, grad_norm: 4.0605, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2735, loss/aux0: 1.2735 2020-10-22 05:58:45,789 - mmaction - INFO - Epoch [33][100/396] lr: 1.500e-02, eta: 14:52:07, time: 1.059, data_time: 0.003, memory: 8337, top1_acc: 0.7339, top5_acc: 0.9044, loss_cls: 1.0478, loss: 1.0478, grad_norm: 4.0682, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2786, loss/aux0: 1.2786 2020-10-22 05:59:25,754 - mmaction - INFO - Epoch [33][120/396] lr: 1.500e-02, eta: 14:50:49, time: 1.085, data_time: 0.000, memory: 8337, top1_acc: 0.7247, top5_acc: 0.8979, loss_cls: 1.0832, loss: 1.0832, grad_norm: 3.9118, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3254, loss/aux0: 1.3254 2020-10-22 05:59:26,350 - mmaction - INFO - Epoch [33][120/396] lr: 1.500e-02, eta: 14:51:34, time: 1.084, data_time: 0.003, memory: 8337, top1_acc: 0.7247, top5_acc: 0.8979, loss_cls: 1.0832, loss: 1.0832, grad_norm: 3.9184, top1_acc/aux0: 0.6576, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3197, loss/aux0: 1.3197 2020-10-22 06:00:14,904 - mmaction - INFO - Epoch [33][140/396] lr: 1.500e-02, eta: 14:50:28, time: 1.356, data_time: 0.000, memory: 8337, top1_acc: 0.7073, top5_acc: 0.8945, loss_cls: 1.1156, loss: 1.1156, grad_norm: 4.1610, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2439, loss/aux0: 1.2439 2020-10-22 06:00:15,573 - mmaction - INFO - Epoch [33][140/396] lr: 1.500e-02, eta: 14:51:25, time: 1.362, data_time: 0.008, memory: 8337, top1_acc: 0.7073, top5_acc: 0.8945, loss_cls: 1.1156, loss: 1.1156, grad_norm: 4.1340, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2383, loss/aux0: 1.2383 2020-10-22 06:00:53,907 - mmaction - INFO - Epoch [33][160/396] lr: 1.500e-02, eta: 14:50:08, time: 1.127, data_time: 0.536, memory: 8337, top1_acc: 0.7286, top5_acc: 0.9060, loss_cls: 1.0392, loss: 1.0392, grad_norm: 3.9657, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2610, loss/aux0: 1.2610 2020-10-22 06:00:55,476 - mmaction - INFO - Epoch [33][160/396] lr: 1.500e-02, eta: 14:50:53, time: 1.060, data_time: 0.467, memory: 8337, top1_acc: 0.7286, top5_acc: 0.9060, loss_cls: 1.0392, loss: 1.0392, grad_norm: 3.9538, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2651, loss/aux0: 1.2651 2020-10-22 06:01:34,621 - mmaction - INFO - Epoch [33][180/396] lr: 1.500e-02, eta: 14:49:34, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.7266, top5_acc: 0.9013, loss_cls: 1.0425, loss: 1.0425, grad_norm: 4.0383, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2596, loss/aux0: 1.2596 2020-10-22 06:01:37,184 - mmaction - INFO - Epoch [33][180/396] lr: 1.500e-02, eta: 14:50:19, time: 1.085, data_time: 0.002, memory: 8337, top1_acc: 0.7266, top5_acc: 0.9013, loss_cls: 1.0425, loss: 1.0425, grad_norm: 4.0754, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2571, loss/aux0: 1.2571 2020-10-22 06:02:15,972 - mmaction - INFO - Epoch [33][200/396] lr: 1.500e-02, eta: 14:48:57, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.7195, top5_acc: 0.9042, loss_cls: 1.0783, loss: 1.0783, grad_norm: 4.0723, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1965, loss/aux0: 1.1965 2020-10-22 06:02:18,475 - mmaction - INFO - Epoch [33][200/396] lr: 1.500e-02, eta: 14:49:39, time: 1.000, data_time: 0.002, memory: 8337, top1_acc: 0.7195, top5_acc: 0.9042, loss_cls: 1.0783, loss: 1.0783, grad_norm: 4.0639, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1961, loss/aux0: 1.1961 2020-10-22 06:02:57,302 - mmaction - INFO - Epoch [33][220/396] lr: 1.500e-02, eta: 14:48:19, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.7174, top5_acc: 0.8997, loss_cls: 1.1100, loss: 1.1100, grad_norm: 4.1161, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2357, loss/aux0: 1.2357 2020-10-22 06:02:59,003 - mmaction - INFO - Epoch [33][220/396] lr: 1.500e-02, eta: 14:49:03, time: 1.053, data_time: 0.003, memory: 8337, top1_acc: 0.7174, top5_acc: 0.8997, loss_cls: 1.1100, loss: 1.1100, grad_norm: 4.1339, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2453, loss/aux0: 1.2453 2020-10-22 06:03:38,001 - mmaction - INFO - Epoch [33][240/396] lr: 1.500e-02, eta: 14:47:41, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.7115, top5_acc: 0.8914, loss_cls: 1.1343, loss: 1.1343, grad_norm: 4.0672, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2426, loss/aux0: 1.2426 2020-10-22 06:03:40,186 - mmaction - INFO - Epoch [33][240/396] lr: 1.500e-02, eta: 14:48:22, time: 0.978, data_time: 0.002, memory: 8337, top1_acc: 0.7115, top5_acc: 0.8914, loss_cls: 1.1343, loss: 1.1343, grad_norm: 4.0718, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2353, loss/aux0: 1.2353 2020-10-22 06:04:20,027 - mmaction - INFO - Epoch [33][260/396] lr: 1.500e-02, eta: 14:47:02, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.7247, top5_acc: 0.8940, loss_cls: 1.0830, loss: 1.0830, grad_norm: 4.0732, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2509, loss/aux0: 1.2509 2020-10-22 06:04:21,432 - mmaction - INFO - Epoch [33][260/396] lr: 1.500e-02, eta: 14:47:44, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.7247, top5_acc: 0.8940, loss_cls: 1.0830, loss: 1.0830, grad_norm: 4.0522, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2466, loss/aux0: 1.2466 2020-10-22 06:05:00,411 - mmaction - INFO - Epoch [33][280/396] lr: 1.500e-02, eta: 14:46:24, time: 1.037, data_time: 0.035, memory: 8337, top1_acc: 0.7107, top5_acc: 0.8893, loss_cls: 1.1243, loss: 1.1243, grad_norm: 4.0315, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2236, loss/aux0: 1.2236 2020-10-22 06:05:01,517 - mmaction - INFO - Epoch [33][280/396] lr: 1.500e-02, eta: 14:47:04, time: 0.957, data_time: 0.037, memory: 8337, top1_acc: 0.7107, top5_acc: 0.8893, loss_cls: 1.1243, loss: 1.1243, grad_norm: 4.0331, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2340, loss/aux0: 1.2340 2020-10-22 06:05:41,087 - mmaction - INFO - Epoch [33][300/396] lr: 1.500e-02, eta: 14:45:44, time: 1.021, data_time: 0.080, memory: 8337, top1_acc: 0.7156, top5_acc: 0.8966, loss_cls: 1.1059, loss: 1.1059, grad_norm: 4.0245, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2640, loss/aux0: 1.2640 2020-10-22 06:05:43,292 - mmaction - INFO - Epoch [33][300/396] lr: 1.500e-02, eta: 14:46:25, time: 1.010, data_time: 0.120, memory: 8337, top1_acc: 0.7156, top5_acc: 0.8966, loss_cls: 1.1059, loss: 1.1059, grad_norm: 4.0240, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2531, loss/aux0: 1.2531 2020-10-22 06:06:22,750 - mmaction - INFO - Epoch [33][320/396] lr: 1.500e-02, eta: 14:45:07, time: 1.053, data_time: 0.454, memory: 8337, top1_acc: 0.7128, top5_acc: 0.8990, loss_cls: 1.0901, loss: 1.0901, grad_norm: 4.0608, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2401, loss/aux0: 1.2401 2020-10-22 06:06:25,610 - mmaction - INFO - Epoch [33][320/396] lr: 1.500e-02, eta: 14:45:51, time: 1.089, data_time: 0.453, memory: 8337, top1_acc: 0.7128, top5_acc: 0.8990, loss_cls: 1.0901, loss: 1.0901, grad_norm: 4.0612, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2493, loss/aux0: 1.2493 2020-10-22 06:07:03,915 - mmaction - INFO - Epoch [33][340/396] lr: 1.500e-02, eta: 14:44:30, time: 0.996, data_time: 0.394, memory: 8337, top1_acc: 0.7193, top5_acc: 0.8932, loss_cls: 1.1095, loss: 1.1095, grad_norm: 4.0756, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2677, loss/aux0: 1.2677 2020-10-22 06:07:06,034 - mmaction - INFO - Epoch [33][340/396] lr: 1.500e-02, eta: 14:45:10, time: 0.960, data_time: 0.358, memory: 8337, top1_acc: 0.7193, top5_acc: 0.8932, loss_cls: 1.1095, loss: 1.1095, grad_norm: 4.0609, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2681, loss/aux0: 1.2681 2020-10-22 06:07:44,426 - mmaction - INFO - Epoch [33][360/396] lr: 1.500e-02, eta: 14:43:49, time: 1.002, data_time: 0.097, memory: 8337, top1_acc: 0.7172, top5_acc: 0.9003, loss_cls: 1.1019, loss: 1.1019, grad_norm: 4.0971, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2752, loss/aux0: 1.2752 2020-10-22 06:07:46,252 - mmaction - INFO - Epoch [33][360/396] lr: 1.500e-02, eta: 14:44:28, time: 0.954, data_time: 0.062, memory: 8337, top1_acc: 0.7172, top5_acc: 0.9003, loss_cls: 1.1019, loss: 1.1019, grad_norm: 4.1063, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2723, loss/aux0: 1.2723 2020-10-22 06:08:27,363 - mmaction - INFO - Epoch [33][380/396] lr: 1.500e-02, eta: 14:43:11, time: 1.090, data_time: 0.000, memory: 8337, top1_acc: 0.7216, top5_acc: 0.9008, loss_cls: 1.0836, loss: 1.0836, grad_norm: 3.9714, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2715, loss/aux0: 1.2715 2020-10-22 06:08:28,488 - mmaction - INFO - Epoch [33][380/396] lr: 1.500e-02, eta: 14:43:53, time: 1.038, data_time: 0.001, memory: 8337, top1_acc: 0.7216, top5_acc: 0.9008, loss_cls: 1.0836, loss: 1.0836, grad_norm: 3.9660, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2716, loss/aux0: 1.2716 2020-10-22 06:10:27,188 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-10-22 06:13:25,953 - mmaction - INFO - Epoch [34][20/396] lr: 1.500e-02, eta: 14:40:56, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.7245, top5_acc: 0.9013, loss_cls: 1.0624, loss: 1.0624, grad_norm: 3.9559, top1_acc/aux0: 0.6853, top5_acc/aux0: 0.8769, loss_cls/aux0: 1.2243, loss/aux0: 1.2243 2020-10-22 06:13:26,541 - mmaction - INFO - Epoch [34][20/396] lr: 1.500e-02, eta: 14:41:37, time: 0.997, data_time: 0.002, memory: 8337, top1_acc: 0.7245, top5_acc: 0.9013, loss_cls: 1.0624, loss: 1.0624, grad_norm: 3.9425, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2144, loss/aux0: 1.2144 2020-10-22 06:14:10,949 - mmaction - INFO - Epoch [34][40/396] lr: 1.500e-02, eta: 14:40:22, time: 1.144, data_time: 0.000, memory: 8337, top1_acc: 0.7339, top5_acc: 0.8974, loss_cls: 1.0563, loss: 1.0563, grad_norm: 3.9365, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2030, loss/aux0: 1.2030 2020-10-22 06:14:11,572 - mmaction - INFO - Epoch [34][40/396] lr: 1.500e-02, eta: 14:41:09, time: 1.145, data_time: 0.002, memory: 8337, top1_acc: 0.7339, top5_acc: 0.8974, loss_cls: 1.0563, loss: 1.0563, grad_norm: 3.9382, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2069, loss/aux0: 1.2069 2020-10-22 06:14:52,190 - mmaction - INFO - Epoch [34][60/396] lr: 1.500e-02, eta: 14:39:52, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.7320, top5_acc: 0.9049, loss_cls: 1.0321, loss: 1.0321, grad_norm: 4.0672, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2598, loss/aux0: 1.2598 2020-10-22 06:14:52,783 - mmaction - INFO - Epoch [34][60/396] lr: 1.500e-02, eta: 14:40:35, time: 1.078, data_time: 0.004, memory: 8337, top1_acc: 0.7320, top5_acc: 0.9049, loss_cls: 1.0321, loss: 1.0321, grad_norm: 4.0771, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2750, loss/aux0: 1.2750 2020-10-22 06:15:31,891 - mmaction - INFO - Epoch [34][80/396] lr: 1.500e-02, eta: 14:39:17, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.7253, top5_acc: 0.8956, loss_cls: 1.0652, loss: 1.0652, grad_norm: 3.9675, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2264, loss/aux0: 1.2264 2020-10-22 06:15:33,271 - mmaction - INFO - Epoch [34][80/396] lr: 1.500e-02, eta: 14:39:59, time: 1.065, data_time: 0.002, memory: 8337, top1_acc: 0.7253, top5_acc: 0.8956, loss_cls: 1.0652, loss: 1.0652, grad_norm: 3.9732, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2152, loss/aux0: 1.2152 2020-10-22 06:16:13,454 - mmaction - INFO - Epoch [34][100/396] lr: 1.500e-02, eta: 14:38:41, time: 1.038, data_time: 0.280, memory: 8337, top1_acc: 0.7180, top5_acc: 0.8992, loss_cls: 1.0662, loss: 1.0662, grad_norm: 3.9855, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2004, loss/aux0: 1.2004 2020-10-22 06:16:14,062 - mmaction - INFO - Epoch [34][100/396] lr: 1.500e-02, eta: 14:39:19, time: 0.952, data_time: 0.194, memory: 8337, top1_acc: 0.7180, top5_acc: 0.8992, loss_cls: 1.0662, loss: 1.0662, grad_norm: 4.0399, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2126, loss/aux0: 1.2126 2020-10-22 06:16:54,165 - mmaction - INFO - Epoch [34][120/396] lr: 1.500e-02, eta: 14:38:01, time: 1.050, data_time: 0.147, memory: 8337, top1_acc: 0.7292, top5_acc: 0.8966, loss_cls: 1.0759, loss: 1.0759, grad_norm: 4.0131, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2602, loss/aux0: 1.2602 2020-10-22 06:16:56,393 - mmaction - INFO - Epoch [34][120/396] lr: 1.500e-02, eta: 14:38:43, time: 1.050, data_time: 0.182, memory: 8337, top1_acc: 0.7292, top5_acc: 0.8966, loss_cls: 1.0759, loss: 1.0759, grad_norm: 3.9830, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2445, loss/aux0: 1.2445 2020-10-22 06:17:35,688 - mmaction - INFO - Epoch [34][140/396] lr: 1.500e-02, eta: 14:37:25, time: 1.042, data_time: 0.443, memory: 8337, top1_acc: 0.7242, top5_acc: 0.9029, loss_cls: 1.0682, loss: 1.0682, grad_norm: 4.0892, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2294, loss/aux0: 1.2294 2020-10-22 06:17:38,173 - mmaction - INFO - Epoch [34][140/396] lr: 1.500e-02, eta: 14:38:08, time: 1.053, data_time: 0.461, memory: 8337, top1_acc: 0.7242, top5_acc: 0.9029, loss_cls: 1.0682, loss: 1.0682, grad_norm: 4.0765, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2285, loss/aux0: 1.2285 2020-10-22 06:18:19,023 - mmaction - INFO - Epoch [34][160/396] lr: 1.500e-02, eta: 14:36:50, time: 1.051, data_time: 0.455, memory: 8337, top1_acc: 0.7115, top5_acc: 0.9021, loss_cls: 1.0908, loss: 1.0908, grad_norm: 4.0841, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2547, loss/aux0: 1.2547 2020-10-22 06:18:21,795 - mmaction - INFO - Epoch [34][160/396] lr: 1.500e-02, eta: 14:37:32, time: 1.050, data_time: 0.453, memory: 8337, top1_acc: 0.7115, top5_acc: 0.9021, loss_cls: 1.0908, loss: 1.0908, grad_norm: 4.0705, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2665, loss/aux0: 1.2665 2020-10-22 06:19:00,007 - mmaction - INFO - Epoch [34][180/396] lr: 1.500e-02, eta: 14:36:14, time: 1.044, data_time: 0.451, memory: 8337, top1_acc: 0.7268, top5_acc: 0.9049, loss_cls: 1.0381, loss: 1.0381, grad_norm: 4.0710, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2542, loss/aux0: 1.2542 2020-10-22 06:19:01,823 - mmaction - INFO - Epoch [34][180/396] lr: 1.500e-02, eta: 14:36:54, time: 1.017, data_time: 0.426, memory: 8337, top1_acc: 0.7268, top5_acc: 0.9049, loss_cls: 1.0381, loss: 1.0381, grad_norm: 4.0485, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2476, loss/aux0: 1.2476 2020-10-22 06:19:40,654 - mmaction - INFO - Epoch [34][200/396] lr: 1.500e-02, eta: 14:35:34, time: 0.985, data_time: 0.347, memory: 8337, top1_acc: 0.7305, top5_acc: 0.9049, loss_cls: 1.0331, loss: 1.0331, grad_norm: 4.0061, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2564, loss/aux0: 1.2564 2020-10-22 06:19:42,849 - mmaction - INFO - Epoch [34][200/396] lr: 1.500e-02, eta: 14:36:15, time: 1.036, data_time: 0.396, memory: 8337, top1_acc: 0.7305, top5_acc: 0.9049, loss_cls: 1.0331, loss: 1.0331, grad_norm: 4.0128, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2535, loss/aux0: 1.2535 2020-10-22 06:20:21,301 - mmaction - INFO - Epoch [34][220/396] lr: 1.500e-02, eta: 14:34:57, time: 1.019, data_time: 0.168, memory: 8337, top1_acc: 0.7398, top5_acc: 0.9091, loss_cls: 1.0074, loss: 1.0074, grad_norm: 4.0805, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2477, loss/aux0: 1.2477 2020-10-22 06:20:22,662 - mmaction - INFO - Epoch [34][220/396] lr: 1.500e-02, eta: 14:35:36, time: 0.993, data_time: 0.208, memory: 8337, top1_acc: 0.7398, top5_acc: 0.9091, loss_cls: 1.0074, loss: 1.0074, grad_norm: 4.0914, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2566, loss/aux0: 1.2566 2020-10-22 06:21:03,277 - mmaction - INFO - Epoch [34][240/396] lr: 1.500e-02, eta: 14:34:18, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.7279, top5_acc: 0.9115, loss_cls: 1.0534, loss: 1.0534, grad_norm: 4.1613, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2772, loss/aux0: 1.2772 2020-10-22 06:21:03,905 - mmaction - INFO - Epoch [34][240/396] lr: 1.500e-02, eta: 14:34:59, time: 1.032, data_time: 0.008, memory: 8337, top1_acc: 0.7279, top5_acc: 0.9115, loss_cls: 1.0534, loss: 1.0534, grad_norm: 4.1380, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2729, loss/aux0: 1.2729 2020-10-22 06:21:43,691 - mmaction - INFO - Epoch [34][260/396] lr: 1.500e-02, eta: 14:33:41, time: 1.030, data_time: 0.026, memory: 8337, top1_acc: 0.7190, top5_acc: 0.9013, loss_cls: 1.0858, loss: 1.0858, grad_norm: 4.1107, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2643, loss/aux0: 1.2643 2020-10-22 06:21:44,282 - mmaction - INFO - Epoch [34][260/396] lr: 1.500e-02, eta: 14:34:20, time: 0.998, data_time: 0.028, memory: 8337, top1_acc: 0.7190, top5_acc: 0.9013, loss_cls: 1.0858, loss: 1.0858, grad_norm: 4.0776, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.2698, loss/aux0: 1.2698 2020-10-22 06:22:25,104 - mmaction - INFO - Epoch [34][280/396] lr: 1.500e-02, eta: 14:33:04, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.7326, top5_acc: 0.9044, loss_cls: 1.0384, loss: 1.0384, grad_norm: 4.0331, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.2799, loss/aux0: 1.2799 2020-10-22 06:22:25,709 - mmaction - INFO - Epoch [34][280/396] lr: 1.500e-02, eta: 14:33:45, time: 1.056, data_time: 0.001, memory: 8337, top1_acc: 0.7326, top5_acc: 0.9044, loss_cls: 1.0384, loss: 1.0384, grad_norm: 4.0304, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.2781, loss/aux0: 1.2781 2020-10-22 06:23:05,448 - mmaction - INFO - Epoch [34][300/396] lr: 1.500e-02, eta: 14:32:25, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.7208, top5_acc: 0.9021, loss_cls: 1.0864, loss: 1.0864, grad_norm: 4.2171, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2587, loss/aux0: 1.2587 2020-10-22 06:23:06,822 - mmaction - INFO - Epoch [34][300/396] lr: 1.500e-02, eta: 14:33:06, time: 1.023, data_time: 0.002, memory: 8337, top1_acc: 0.7208, top5_acc: 0.9021, loss_cls: 1.0864, loss: 1.0864, grad_norm: 4.2024, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2553, loss/aux0: 1.2553 2020-10-22 06:23:46,303 - mmaction - INFO - Epoch [34][320/396] lr: 1.500e-02, eta: 14:31:47, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.7169, top5_acc: 0.8951, loss_cls: 1.0981, loss: 1.0981, grad_norm: 4.0989, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2484, loss/aux0: 1.2484 2020-10-22 06:23:47,444 - mmaction - INFO - Epoch [34][320/396] lr: 1.500e-02, eta: 14:32:25, time: 0.957, data_time: 0.002, memory: 8337, top1_acc: 0.7169, top5_acc: 0.8951, loss_cls: 1.0981, loss: 1.0981, grad_norm: 4.1159, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2468, loss/aux0: 1.2468 2020-10-22 06:24:27,108 - mmaction - INFO - Epoch [34][340/396] lr: 1.500e-02, eta: 14:31:04, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.7203, top5_acc: 0.9010, loss_cls: 1.0680, loss: 1.0680, grad_norm: 4.1790, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2717, loss/aux0: 1.2717 2020-10-22 06:24:29,361 - mmaction - INFO - Epoch [34][340/396] lr: 1.500e-02, eta: 14:31:45, time: 1.046, data_time: 0.002, memory: 8337, top1_acc: 0.7203, top5_acc: 0.9010, loss_cls: 1.0680, loss: 1.0680, grad_norm: 4.1911, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2750, loss/aux0: 1.2750 2020-10-22 06:25:09,257 - mmaction - INFO - Epoch [34][360/396] lr: 1.500e-02, eta: 14:30:28, time: 1.041, data_time: 0.000, memory: 8337, top1_acc: 0.7190, top5_acc: 0.8982, loss_cls: 1.0874, loss: 1.0874, grad_norm: 4.1214, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2398, loss/aux0: 1.2398 2020-10-22 06:25:11,789 - mmaction - INFO - Epoch [34][360/396] lr: 1.500e-02, eta: 14:31:10, time: 1.078, data_time: 0.003, memory: 8337, top1_acc: 0.7190, top5_acc: 0.8982, loss_cls: 1.0874, loss: 1.0874, grad_norm: 4.1310, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2433, loss/aux0: 1.2433 2020-10-22 06:25:49,997 - mmaction - INFO - Epoch [34][380/396] lr: 1.500e-02, eta: 14:29:51, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.7094, top5_acc: 0.8943, loss_cls: 1.1119, loss: 1.1119, grad_norm: 4.1633, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2749, loss/aux0: 1.2749 2020-10-22 06:25:52,402 - mmaction - INFO - Epoch [34][380/396] lr: 1.500e-02, eta: 14:30:31, time: 1.034, data_time: 0.003, memory: 8337, top1_acc: 0.7094, top5_acc: 0.8943, loss_cls: 1.1119, loss: 1.1119, grad_norm: 4.1471, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2627, loss/aux0: 1.2627 2020-10-22 06:27:31,907 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-10-22 06:30:26,945 - mmaction - INFO - Epoch [35][20/396] lr: 1.500e-02, eta: 14:27:41, time: 1.062, data_time: 0.342, memory: 8337, top1_acc: 0.7367, top5_acc: 0.9073, loss_cls: 1.0195, loss: 1.0195, grad_norm: 4.0583, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2488, loss/aux0: 1.2488 2020-10-22 06:30:27,559 - mmaction - INFO - Epoch [35][20/396] lr: 1.500e-02, eta: 14:28:22, time: 1.063, data_time: 0.345, memory: 8337, top1_acc: 0.7367, top5_acc: 0.9073, loss_cls: 1.0195, loss: 1.0195, grad_norm: 4.0390, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2429, loss/aux0: 1.2429 2020-10-22 06:31:09,181 - mmaction - INFO - Epoch [35][40/396] lr: 1.500e-02, eta: 14:27:06, time: 1.048, data_time: 0.106, memory: 8337, top1_acc: 0.7154, top5_acc: 0.9005, loss_cls: 1.1137, loss: 1.1137, grad_norm: 3.9975, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2074, loss/aux0: 1.2074 2020-10-22 06:31:09,782 - mmaction - INFO - Epoch [35][40/396] lr: 1.500e-02, eta: 14:27:46, time: 1.049, data_time: 0.108, memory: 8337, top1_acc: 0.7154, top5_acc: 0.9005, loss_cls: 1.1137, loss: 1.1137, grad_norm: 4.0054, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2096, loss/aux0: 1.2096 2020-10-22 06:31:50,194 - mmaction - INFO - Epoch [35][60/396] lr: 1.500e-02, eta: 14:26:29, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.7357, top5_acc: 0.9081, loss_cls: 1.0357, loss: 1.0357, grad_norm: 4.0539, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2508, loss/aux0: 1.2508 2020-10-22 06:31:50,817 - mmaction - INFO - Epoch [35][60/396] lr: 1.500e-02, eta: 14:27:09, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.7357, top5_acc: 0.9081, loss_cls: 1.0357, loss: 1.0357, grad_norm: 4.0486, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2508, loss/aux0: 1.2508 2020-10-22 06:32:31,411 - mmaction - INFO - Epoch [35][80/396] lr: 1.500e-02, eta: 14:25:52, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.7367, top5_acc: 0.9065, loss_cls: 1.0212, loss: 1.0212, grad_norm: 4.0628, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2273, loss/aux0: 1.2273 2020-10-22 06:32:32,046 - mmaction - INFO - Epoch [35][80/396] lr: 1.500e-02, eta: 14:26:32, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.7367, top5_acc: 0.9065, loss_cls: 1.0212, loss: 1.0212, grad_norm: 4.0720, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2334, loss/aux0: 1.2334 2020-10-22 06:33:13,366 - mmaction - INFO - Epoch [35][100/396] lr: 1.500e-02, eta: 14:25:15, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.7305, top5_acc: 0.8995, loss_cls: 1.0453, loss: 1.0453, grad_norm: 4.0054, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2246, loss/aux0: 1.2246 2020-10-22 06:33:13,963 - mmaction - INFO - Epoch [35][100/396] lr: 1.500e-02, eta: 14:25:54, time: 1.031, data_time: 0.003, memory: 8337, top1_acc: 0.7305, top5_acc: 0.8995, loss_cls: 1.0453, loss: 1.0453, grad_norm: 4.0083, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2243, loss/aux0: 1.2243 2020-10-22 06:33:53,303 - mmaction - INFO - Epoch [35][120/396] lr: 1.500e-02, eta: 14:24:37, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.7289, top5_acc: 0.9052, loss_cls: 1.0383, loss: 1.0383, grad_norm: 4.0225, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2464, loss/aux0: 1.2464 2020-10-22 06:33:54,210 - mmaction - INFO - Epoch [35][120/396] lr: 1.500e-02, eta: 14:25:17, time: 1.028, data_time: 0.001, memory: 8337, top1_acc: 0.7289, top5_acc: 0.9052, loss_cls: 1.0383, loss: 1.0383, grad_norm: 4.0528, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2401, loss/aux0: 1.2401 2020-10-22 06:34:33,479 - mmaction - INFO - Epoch [35][140/396] lr: 1.500e-02, eta: 14:23:59, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.7302, top5_acc: 0.8984, loss_cls: 1.0590, loss: 1.0590, grad_norm: 3.9598, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2045, loss/aux0: 1.2045 2020-10-22 06:34:34,659 - mmaction - INFO - Epoch [35][140/396] lr: 1.500e-02, eta: 14:24:37, time: 1.010, data_time: 0.001, memory: 8337, top1_acc: 0.7302, top5_acc: 0.8984, loss_cls: 1.0590, loss: 1.0590, grad_norm: 3.9366, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.2049, loss/aux0: 1.2049 2020-10-22 06:35:14,943 - mmaction - INFO - Epoch [35][160/396] lr: 1.500e-02, eta: 14:23:22, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.7154, top5_acc: 0.8977, loss_cls: 1.0972, loss: 1.0972, grad_norm: 4.1136, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.1955, loss/aux0: 1.1955 2020-10-22 06:35:16,947 - mmaction - INFO - Epoch [35][160/396] lr: 1.500e-02, eta: 14:24:01, time: 1.024, data_time: 0.003, memory: 8337, top1_acc: 0.7154, top5_acc: 0.8977, loss_cls: 1.0972, loss: 1.0972, grad_norm: 4.1341, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2091, loss/aux0: 1.2091 2020-10-22 06:35:54,589 - mmaction - INFO - Epoch [35][180/396] lr: 1.500e-02, eta: 14:22:43, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.7245, top5_acc: 0.8974, loss_cls: 1.0742, loss: 1.0742, grad_norm: 4.0527, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2771, loss/aux0: 1.2771 2020-10-22 06:35:56,765 - mmaction - INFO - Epoch [35][180/396] lr: 1.500e-02, eta: 14:23:21, time: 0.982, data_time: 0.002, memory: 8337, top1_acc: 0.7245, top5_acc: 0.8974, loss_cls: 1.0742, loss: 1.0742, grad_norm: 4.0699, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2680, loss/aux0: 1.2680 2020-10-22 06:36:36,172 - mmaction - INFO - Epoch [35][200/396] lr: 1.500e-02, eta: 14:22:04, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9133, loss_cls: 1.0336, loss: 1.0336, grad_norm: 4.1602, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2430, loss/aux0: 1.2430 2020-10-22 06:36:38,325 - mmaction - INFO - Epoch [35][200/396] lr: 1.500e-02, eta: 14:22:44, time: 1.039, data_time: 0.002, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9133, loss_cls: 1.0336, loss: 1.0336, grad_norm: 4.1432, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2378, loss/aux0: 1.2378 2020-10-22 06:37:16,686 - mmaction - INFO - Epoch [35][220/396] lr: 1.500e-02, eta: 14:21:25, time: 0.970, data_time: 0.000, memory: 8337, top1_acc: 0.7276, top5_acc: 0.9023, loss_cls: 1.0572, loss: 1.0572, grad_norm: 4.0059, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2532, loss/aux0: 1.2532 2020-10-22 06:37:18,285 - mmaction - INFO - Epoch [35][220/396] lr: 1.500e-02, eta: 14:22:02, time: 0.963, data_time: 0.002, memory: 8337, top1_acc: 0.7276, top5_acc: 0.9023, loss_cls: 1.0572, loss: 1.0572, grad_norm: 3.9841, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2482, loss/aux0: 1.2482 2020-10-22 06:37:59,859 - mmaction - INFO - Epoch [35][240/396] lr: 1.500e-02, eta: 14:20:49, time: 1.129, data_time: 0.000, memory: 8337, top1_acc: 0.7112, top5_acc: 0.8924, loss_cls: 1.1247, loss: 1.1247, grad_norm: 4.0464, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2357, loss/aux0: 1.2357 2020-10-22 06:38:02,244 - mmaction - INFO - Epoch [35][240/396] lr: 1.500e-02, eta: 14:21:32, time: 1.130, data_time: 0.003, memory: 8337, top1_acc: 0.7112, top5_acc: 0.8924, loss_cls: 1.1247, loss: 1.1247, grad_norm: 4.0118, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2469, loss/aux0: 1.2469 2020-10-22 06:38:41,467 - mmaction - INFO - Epoch [35][260/396] lr: 1.500e-02, eta: 14:20:16, time: 1.060, data_time: 0.000, memory: 8337, top1_acc: 0.7221, top5_acc: 0.9018, loss_cls: 1.0632, loss: 1.0632, grad_norm: 4.0775, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2289, loss/aux0: 1.2289 2020-10-22 06:38:42,914 - mmaction - INFO - Epoch [35][260/396] lr: 1.500e-02, eta: 14:20:54, time: 0.992, data_time: 0.001, memory: 8337, top1_acc: 0.7221, top5_acc: 0.9018, loss_cls: 1.0632, loss: 1.0632, grad_norm: 4.1042, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2251, loss/aux0: 1.2251 2020-10-22 06:39:20,683 - mmaction - INFO - Epoch [35][280/396] lr: 1.500e-02, eta: 14:19:36, time: 0.982, data_time: 0.071, memory: 8337, top1_acc: 0.7422, top5_acc: 0.9036, loss_cls: 1.0375, loss: 1.0375, grad_norm: 4.0803, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2422, loss/aux0: 1.2422 2020-10-22 06:39:22,514 - mmaction - INFO - Epoch [35][280/396] lr: 1.500e-02, eta: 14:20:12, time: 0.972, data_time: 0.072, memory: 8337, top1_acc: 0.7422, top5_acc: 0.9036, loss_cls: 1.0375, loss: 1.0375, grad_norm: 4.0800, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2504, loss/aux0: 1.2504 2020-10-22 06:40:03,286 - mmaction - INFO - Epoch [35][300/396] lr: 1.500e-02, eta: 14:18:59, time: 1.096, data_time: 0.170, memory: 8337, top1_acc: 0.7297, top5_acc: 0.8995, loss_cls: 1.0573, loss: 1.0573, grad_norm: 4.1024, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2254, loss/aux0: 1.2254 2020-10-22 06:40:04,384 - mmaction - INFO - Epoch [35][300/396] lr: 1.500e-02, eta: 14:19:39, time: 1.073, data_time: 0.187, memory: 8337, top1_acc: 0.7297, top5_acc: 0.8995, loss_cls: 1.0573, loss: 1.0573, grad_norm: 4.1143, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2307, loss/aux0: 1.2307 2020-10-22 06:40:44,119 - mmaction - INFO - Epoch [35][320/396] lr: 1.500e-02, eta: 14:18:22, time: 1.022, data_time: 0.152, memory: 8337, top1_acc: 0.7221, top5_acc: 0.8995, loss_cls: 1.0732, loss: 1.0732, grad_norm: 4.1854, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2256, loss/aux0: 1.2256 2020-10-22 06:40:44,761 - mmaction - INFO - Epoch [35][320/396] lr: 1.500e-02, eta: 14:19:00, time: 0.999, data_time: 0.129, memory: 8337, top1_acc: 0.7221, top5_acc: 0.8995, loss_cls: 1.0732, loss: 1.0732, grad_norm: 4.1595, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2164, loss/aux0: 1.2164 2020-10-22 06:41:25,541 - mmaction - INFO - Epoch [35][340/396] lr: 1.500e-02, eta: 14:17:44, time: 1.042, data_time: 0.412, memory: 8337, top1_acc: 0.7193, top5_acc: 0.8971, loss_cls: 1.0891, loss: 1.0891, grad_norm: 3.9465, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2582, loss/aux0: 1.2582 2020-10-22 06:41:26,134 - mmaction - INFO - Epoch [35][340/396] lr: 1.500e-02, eta: 14:18:22, time: 1.013, data_time: 0.413, memory: 8337, top1_acc: 0.7193, top5_acc: 0.8971, loss_cls: 1.0891, loss: 1.0891, grad_norm: 3.9562, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2592, loss/aux0: 1.2592 2020-10-22 06:42:06,924 - mmaction - INFO - Epoch [35][360/396] lr: 1.500e-02, eta: 14:17:08, time: 1.073, data_time: 0.238, memory: 8337, top1_acc: 0.7154, top5_acc: 0.9003, loss_cls: 1.0712, loss: 1.0712, grad_norm: 4.1219, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2769, loss/aux0: 1.2769 2020-10-22 06:42:07,763 - mmaction - INFO - Epoch [35][360/396] lr: 1.500e-02, eta: 14:17:47, time: 1.054, data_time: 0.219, memory: 8337, top1_acc: 0.7154, top5_acc: 0.9003, loss_cls: 1.0712, loss: 1.0712, grad_norm: 4.1069, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2715, loss/aux0: 1.2715 2020-10-22 06:42:46,149 - mmaction - INFO - Epoch [35][380/396] lr: 1.500e-02, eta: 14:16:29, time: 0.984, data_time: 0.312, memory: 8337, top1_acc: 0.7219, top5_acc: 0.8964, loss_cls: 1.0751, loss: 1.0751, grad_norm: 4.1032, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2198, loss/aux0: 1.2198 2020-10-22 06:42:47,730 - mmaction - INFO - Epoch [35][380/396] lr: 1.500e-02, eta: 14:17:06, time: 0.978, data_time: 0.286, memory: 8337, top1_acc: 0.7219, top5_acc: 0.8964, loss_cls: 1.0751, loss: 1.0751, grad_norm: 4.1388, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2270, loss/aux0: 1.2270 2020-10-22 06:44:33,035 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-22 06:45:45,078 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 06:45:45,200 - mmaction - INFO - top1_acc 0.7298 top5_acc 0.9150 2020-10-22 06:45:45,201 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 06:45:45,228 - mmaction - INFO - mean_acc 0.7303 2020-10-22 06:45:45,230 - mmaction - INFO - Epoch(val) [35][396] top1_acc: 0.7298, top5_acc: 0.9150, mean_class_accuracy: 0.7303 2020-10-22 06:48:37,733 - mmaction - INFO - Epoch [36][20/396] lr: 1.500e-02, eta: 14:14:18, time: 1.014, data_time: 0.241, memory: 8337, top1_acc: 0.7273, top5_acc: 0.9112, loss_cls: 1.0293, loss: 1.0293, grad_norm: 4.0009, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2038, loss/aux0: 1.2038 2020-10-22 06:48:38,363 - mmaction - INFO - Epoch [36][20/396] lr: 1.500e-02, eta: 14:14:56, time: 1.015, data_time: 0.243, memory: 8337, top1_acc: 0.7273, top5_acc: 0.9112, loss_cls: 1.0293, loss: 1.0293, grad_norm: 4.0150, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1975, loss/aux0: 1.1975 2020-10-22 06:49:21,015 - mmaction - INFO - Epoch [36][40/396] lr: 1.500e-02, eta: 14:13:42, time: 1.077, data_time: 0.000, memory: 8337, top1_acc: 0.7284, top5_acc: 0.9023, loss_cls: 1.0533, loss: 1.0533, grad_norm: 4.0787, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2027, loss/aux0: 1.2027 2020-10-22 06:49:21,614 - mmaction - INFO - Epoch [36][40/396] lr: 1.500e-02, eta: 14:14:22, time: 1.078, data_time: 0.003, memory: 8337, top1_acc: 0.7284, top5_acc: 0.9023, loss_cls: 1.0533, loss: 1.0533, grad_norm: 4.0580, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.1990, loss/aux0: 1.1990 2020-10-22 06:50:01,190 - mmaction - INFO - Epoch [36][60/396] lr: 1.500e-02, eta: 14:13:05, time: 0.978, data_time: 0.000, memory: 8337, top1_acc: 0.7346, top5_acc: 0.9029, loss_cls: 1.0514, loss: 1.0514, grad_norm: 4.0554, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2240, loss/aux0: 1.2240 2020-10-22 06:50:02,659 - mmaction - INFO - Epoch [36][60/396] lr: 1.500e-02, eta: 14:13:42, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.7346, top5_acc: 0.9029, loss_cls: 1.0514, loss: 1.0514, grad_norm: 4.0320, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2372, loss/aux0: 1.2372 2020-10-22 06:50:42,187 - mmaction - INFO - Epoch [36][80/396] lr: 1.500e-02, eta: 14:12:27, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.7266, top5_acc: 0.9021, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.0727, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2099, loss/aux0: 1.2099 2020-10-22 06:50:43,280 - mmaction - INFO - Epoch [36][80/396] lr: 1.500e-02, eta: 14:13:04, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.7266, top5_acc: 0.9021, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.0604, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2073, loss/aux0: 1.2073 2020-10-22 06:51:23,021 - mmaction - INFO - Epoch [36][100/396] lr: 1.500e-02, eta: 14:11:49, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.7206, top5_acc: 0.8945, loss_cls: 1.0745, loss: 1.0745, grad_norm: 4.0739, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2323, loss/aux0: 1.2323 2020-10-22 06:51:25,230 - mmaction - INFO - Epoch [36][100/396] lr: 1.500e-02, eta: 14:12:28, time: 1.047, data_time: 0.003, memory: 8337, top1_acc: 0.7206, top5_acc: 0.8945, loss_cls: 1.0745, loss: 1.0745, grad_norm: 4.0781, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2297, loss/aux0: 1.2297 2020-10-22 06:52:05,145 - mmaction - INFO - Epoch [36][120/396] lr: 1.500e-02, eta: 14:11:12, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.7286, top5_acc: 0.8956, loss_cls: 1.0663, loss: 1.0663, grad_norm: 4.0452, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1861, loss/aux0: 1.1861 2020-10-22 06:52:05,752 - mmaction - INFO - Epoch [36][120/396] lr: 1.500e-02, eta: 14:11:49, time: 1.009, data_time: 0.002, memory: 8337, top1_acc: 0.7286, top5_acc: 0.8956, loss_cls: 1.0663, loss: 1.0663, grad_norm: 4.0195, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1758, loss/aux0: 1.1758 2020-10-22 06:52:46,187 - mmaction - INFO - Epoch [36][140/396] lr: 1.500e-02, eta: 14:10:34, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.7247, top5_acc: 0.9052, loss_cls: 1.0310, loss: 1.0310, grad_norm: 3.9022, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2452, loss/aux0: 1.2452 2020-10-22 06:52:46,847 - mmaction - INFO - Epoch [36][140/396] lr: 1.500e-02, eta: 14:11:12, time: 1.039, data_time: 0.003, memory: 8337, top1_acc: 0.7247, top5_acc: 0.9052, loss_cls: 1.0310, loss: 1.0310, grad_norm: 3.8953, top1_acc/aux0: 0.6813, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2497, loss/aux0: 1.2497 2020-10-22 06:53:26,102 - mmaction - INFO - Epoch [36][160/396] lr: 1.500e-02, eta: 14:09:57, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.7161, top5_acc: 0.8992, loss_cls: 1.0903, loss: 1.0903, grad_norm: 4.0571, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2334, loss/aux0: 1.2334 2020-10-22 06:53:28,316 - mmaction - INFO - Epoch [36][160/396] lr: 1.500e-02, eta: 14:10:37, time: 1.103, data_time: 0.002, memory: 8337, top1_acc: 0.7161, top5_acc: 0.8992, loss_cls: 1.0903, loss: 1.0903, grad_norm: 4.0280, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2413, loss/aux0: 1.2413 2020-10-22 06:54:09,022 - mmaction - INFO - Epoch [36][180/396] lr: 1.500e-02, eta: 14:09:24, time: 1.073, data_time: 0.000, memory: 8337, top1_acc: 0.7214, top5_acc: 0.9031, loss_cls: 1.0614, loss: 1.0614, grad_norm: 3.9301, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2151, loss/aux0: 1.2151 2020-10-22 06:54:09,642 - mmaction - INFO - Epoch [36][180/396] lr: 1.500e-02, eta: 14:10:03, time: 1.071, data_time: 0.003, memory: 8337, top1_acc: 0.7214, top5_acc: 0.9031, loss_cls: 1.0614, loss: 1.0614, grad_norm: 3.8847, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2061, loss/aux0: 1.2061 2020-10-22 06:54:48,476 - mmaction - INFO - Epoch [36][200/396] lr: 1.500e-02, eta: 14:08:47, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.7328, top5_acc: 0.9018, loss_cls: 1.0564, loss: 1.0564, grad_norm: 4.1012, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2551, loss/aux0: 1.2551 2020-10-22 06:54:49,445 - mmaction - INFO - Epoch [36][200/396] lr: 1.500e-02, eta: 14:09:23, time: 0.988, data_time: 0.002, memory: 8337, top1_acc: 0.7328, top5_acc: 0.9018, loss_cls: 1.0564, loss: 1.0564, grad_norm: 4.1120, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2658, loss/aux0: 1.2658 2020-10-22 06:55:29,393 - mmaction - INFO - Epoch [36][220/396] lr: 1.500e-02, eta: 14:08:06, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.7193, top5_acc: 0.8917, loss_cls: 1.1111, loss: 1.1111, grad_norm: 4.1134, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2380, loss/aux0: 1.2380 2020-10-22 06:55:31,117 - mmaction - INFO - Epoch [36][220/396] lr: 1.500e-02, eta: 14:08:43, time: 1.028, data_time: 0.002, memory: 8337, top1_acc: 0.7193, top5_acc: 0.8917, loss_cls: 1.1111, loss: 1.1111, grad_norm: 4.0994, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2379, loss/aux0: 1.2379 2020-10-22 06:56:10,376 - mmaction - INFO - Epoch [36][240/396] lr: 1.500e-02, eta: 14:07:28, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 1.0249, loss: 1.0249, grad_norm: 4.0702, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1963, loss/aux0: 1.1963 2020-10-22 06:56:12,704 - mmaction - INFO - Epoch [36][240/396] lr: 1.500e-02, eta: 14:08:05, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 1.0249, loss: 1.0249, grad_norm: 4.0602, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.2025, loss/aux0: 1.2025 2020-10-22 06:56:52,395 - mmaction - INFO - Epoch [36][260/396] lr: 1.500e-02, eta: 14:06:48, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.7268, top5_acc: 0.9000, loss_cls: 1.0447, loss: 1.0447, grad_norm: 3.9668, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.2728, loss/aux0: 1.2728 2020-10-22 06:56:54,157 - mmaction - INFO - Epoch [36][260/396] lr: 1.500e-02, eta: 14:07:23, time: 0.970, data_time: 0.002, memory: 8337, top1_acc: 0.7268, top5_acc: 0.9000, loss_cls: 1.0447, loss: 1.0447, grad_norm: 3.9654, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.2736, loss/aux0: 1.2736 2020-10-22 06:57:33,252 - mmaction - INFO - Epoch [36][280/396] lr: 1.500e-02, eta: 14:06:10, time: 1.077, data_time: 0.000, memory: 8337, top1_acc: 0.7336, top5_acc: 0.8995, loss_cls: 1.0393, loss: 1.0393, grad_norm: 3.9830, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2430, loss/aux0: 1.2430 2020-10-22 06:57:34,977 - mmaction - INFO - Epoch [36][280/396] lr: 1.500e-02, eta: 14:06:48, time: 1.053, data_time: 0.003, memory: 8337, top1_acc: 0.7336, top5_acc: 0.8995, loss_cls: 1.0393, loss: 1.0393, grad_norm: 3.9899, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2381, loss/aux0: 1.2381 2020-10-22 06:58:14,372 - mmaction - INFO - Epoch [36][300/396] lr: 1.500e-02, eta: 14:05:32, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.7268, top5_acc: 0.9034, loss_cls: 1.0554, loss: 1.0554, grad_norm: 4.1280, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2760, loss/aux0: 1.2760 2020-10-22 06:58:15,945 - mmaction - INFO - Epoch [36][300/396] lr: 1.500e-02, eta: 14:06:06, time: 0.952, data_time: 0.001, memory: 8337, top1_acc: 0.7268, top5_acc: 0.9034, loss_cls: 1.0554, loss: 1.0554, grad_norm: 4.1350, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2732, loss/aux0: 1.2732 2020-10-22 06:58:55,039 - mmaction - INFO - Epoch [36][320/396] lr: 1.500e-02, eta: 14:04:53, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.7245, top5_acc: 0.9010, loss_cls: 1.0670, loss: 1.0670, grad_norm: 4.1299, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2321, loss/aux0: 1.2321 2020-10-22 06:58:56,679 - mmaction - INFO - Epoch [36][320/396] lr: 1.500e-02, eta: 14:05:30, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.7245, top5_acc: 0.9010, loss_cls: 1.0670, loss: 1.0670, grad_norm: 4.1072, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2272, loss/aux0: 1.2272 2020-10-22 06:59:36,468 - mmaction - INFO - Epoch [36][340/396] lr: 1.500e-02, eta: 14:04:15, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.0814, loss: 1.0814, grad_norm: 4.0553, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.2145, loss/aux0: 1.2145 2020-10-22 06:59:39,211 - mmaction - INFO - Epoch [36][340/396] lr: 1.500e-02, eta: 14:04:55, time: 1.128, data_time: 0.002, memory: 8337, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.0814, loss: 1.0814, grad_norm: 4.0776, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.2245, loss/aux0: 1.2245 2020-10-22 07:00:18,035 - mmaction - INFO - Epoch [36][360/396] lr: 1.500e-02, eta: 14:03:41, time: 1.032, data_time: 0.282, memory: 8337, top1_acc: 0.7214, top5_acc: 0.9008, loss_cls: 1.0694, loss: 1.0694, grad_norm: 4.1937, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2353, loss/aux0: 1.2353 2020-10-22 07:00:20,889 - mmaction - INFO - Epoch [36][360/396] lr: 1.500e-02, eta: 14:04:19, time: 1.071, data_time: 0.397, memory: 8337, top1_acc: 0.7214, top5_acc: 0.9008, loss_cls: 1.0694, loss: 1.0694, grad_norm: 4.1633, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2195, loss/aux0: 1.2195 2020-10-22 07:00:59,293 - mmaction - INFO - Epoch [36][380/396] lr: 1.500e-02, eta: 14:03:07, time: 1.090, data_time: 0.496, memory: 8337, top1_acc: 0.7281, top5_acc: 0.9023, loss_cls: 1.0462, loss: 1.0462, grad_norm: 4.0115, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.2108, loss/aux0: 1.2108 2020-10-22 07:01:01,320 - mmaction - INFO - Epoch [36][380/396] lr: 1.500e-02, eta: 14:03:46, time: 1.077, data_time: 0.485, memory: 8337, top1_acc: 0.7281, top5_acc: 0.9023, loss_cls: 1.0462, loss: 1.0462, grad_norm: 4.0298, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2356, loss/aux0: 1.2356 2020-10-22 07:02:43,146 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-10-22 07:05:55,040 - mmaction - INFO - Epoch [37][20/396] lr: 1.500e-02, eta: 14:01:02, time: 1.021, data_time: 0.008, memory: 8337, top1_acc: 0.7281, top5_acc: 0.9049, loss_cls: 1.0554, loss: 1.0554, grad_norm: 3.9875, top1_acc/aux0: 0.6905, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2183, loss/aux0: 1.2183 2020-10-22 07:05:55,670 - mmaction - INFO - Epoch [37][20/396] lr: 1.500e-02, eta: 14:01:39, time: 1.023, data_time: 0.010, memory: 8337, top1_acc: 0.7281, top5_acc: 0.9049, loss_cls: 1.0554, loss: 1.0554, grad_norm: 4.0012, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2159, loss/aux0: 1.2159 2020-10-22 07:06:36,842 - mmaction - INFO - Epoch [37][40/396] lr: 1.500e-02, eta: 14:00:25, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.7448, top5_acc: 0.9031, loss_cls: 1.0217, loss: 1.0217, grad_norm: 4.2017, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2468, loss/aux0: 1.2468 2020-10-22 07:06:38,262 - mmaction - INFO - Epoch [37][40/396] lr: 1.500e-02, eta: 14:01:02, time: 1.046, data_time: 0.002, memory: 8337, top1_acc: 0.7448, top5_acc: 0.9031, loss_cls: 1.0217, loss: 1.0217, grad_norm: 4.1957, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2497, loss/aux0: 1.2497 2020-10-22 07:07:18,939 - mmaction - INFO - Epoch [37][60/396] lr: 1.500e-02, eta: 13:59:49, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.7359, top5_acc: 0.9120, loss_cls: 1.0088, loss: 1.0088, grad_norm: 3.9845, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1779, loss/aux0: 1.1779 2020-10-22 07:07:19,525 - mmaction - INFO - Epoch [37][60/396] lr: 1.500e-02, eta: 14:00:25, time: 1.024, data_time: 0.002, memory: 8337, top1_acc: 0.7359, top5_acc: 0.9120, loss_cls: 1.0088, loss: 1.0088, grad_norm: 3.9504, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1696, loss/aux0: 1.1696 2020-10-22 07:08:02,204 - mmaction - INFO - Epoch [37][80/396] lr: 1.500e-02, eta: 13:59:12, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.7258, top5_acc: 0.9018, loss_cls: 1.0517, loss: 1.0517, grad_norm: 4.1284, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1810, loss/aux0: 1.1810 2020-10-22 07:08:02,889 - mmaction - INFO - Epoch [37][80/396] lr: 1.500e-02, eta: 13:59:49, time: 1.058, data_time: 0.004, memory: 8337, top1_acc: 0.7258, top5_acc: 0.9018, loss_cls: 1.0517, loss: 1.0517, grad_norm: 4.1193, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1870, loss/aux0: 1.1870 2020-10-22 07:08:41,544 - mmaction - INFO - Epoch [37][100/396] lr: 1.500e-02, eta: 13:58:33, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.7391, top5_acc: 0.9141, loss_cls: 0.9849, loss: 0.9849, grad_norm: 3.9694, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2158, loss/aux0: 1.2158 2020-10-22 07:08:42,751 - mmaction - INFO - Epoch [37][100/396] lr: 1.500e-02, eta: 13:59:07, time: 0.986, data_time: 0.002, memory: 8337, top1_acc: 0.7391, top5_acc: 0.9141, loss_cls: 0.9849, loss: 0.9849, grad_norm: 3.9684, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2100, loss/aux0: 1.2100 2020-10-22 07:09:24,459 - mmaction - INFO - Epoch [37][120/396] lr: 1.500e-02, eta: 13:57:57, time: 1.134, data_time: 0.000, memory: 8337, top1_acc: 0.7273, top5_acc: 0.8951, loss_cls: 1.0637, loss: 1.0637, grad_norm: 4.0111, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1882, loss/aux0: 1.1882 2020-10-22 07:09:25,060 - mmaction - INFO - Epoch [37][120/396] lr: 1.500e-02, eta: 13:58:34, time: 1.043, data_time: 0.004, memory: 8337, top1_acc: 0.7273, top5_acc: 0.8951, loss_cls: 1.0637, loss: 1.0637, grad_norm: 4.0477, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.2027, loss/aux0: 1.2027 2020-10-22 07:10:03,482 - mmaction - INFO - Epoch [37][140/396] lr: 1.500e-02, eta: 13:57:17, time: 0.930, data_time: 0.000, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9023, loss_cls: 1.0415, loss: 1.0415, grad_norm: 4.0710, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.2064, loss/aux0: 1.2064 2020-10-22 07:10:05,116 - mmaction - INFO - Epoch [37][140/396] lr: 1.500e-02, eta: 13:57:51, time: 0.982, data_time: 0.001, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9023, loss_cls: 1.0415, loss: 1.0415, grad_norm: 4.0809, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.2031, loss/aux0: 1.2031 2020-10-22 07:10:47,169 - mmaction - INFO - Epoch [37][160/396] lr: 1.500e-02, eta: 13:56:43, time: 1.189, data_time: 0.000, memory: 8337, top1_acc: 0.7297, top5_acc: 0.9013, loss_cls: 1.0409, loss: 1.0409, grad_norm: 3.9771, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1761, loss/aux0: 1.1761 2020-10-22 07:10:47,759 - mmaction - INFO - Epoch [37][160/396] lr: 1.500e-02, eta: 13:57:24, time: 1.163, data_time: 0.003, memory: 8337, top1_acc: 0.7297, top5_acc: 0.9013, loss_cls: 1.0409, loss: 1.0409, grad_norm: 3.9894, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1674, loss/aux0: 1.1674 2020-10-22 07:11:27,631 - mmaction - INFO - Epoch [37][180/396] lr: 1.500e-02, eta: 13:56:12, time: 1.093, data_time: 0.000, memory: 8337, top1_acc: 0.7263, top5_acc: 0.9026, loss_cls: 1.0458, loss: 1.0458, grad_norm: 4.0684, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.2350, loss/aux0: 1.2350 2020-10-22 07:11:28,344 - mmaction - INFO - Epoch [37][180/396] lr: 1.500e-02, eta: 13:56:50, time: 1.097, data_time: 0.001, memory: 8337, top1_acc: 0.7263, top5_acc: 0.9026, loss_cls: 1.0458, loss: 1.0458, grad_norm: 4.0480, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2430, loss/aux0: 1.2430 2020-10-22 07:12:09,571 - mmaction - INFO - Epoch [37][200/396] lr: 1.500e-02, eta: 13:55:39, time: 1.086, data_time: 0.000, memory: 8337, top1_acc: 0.7359, top5_acc: 0.9055, loss_cls: 1.0267, loss: 1.0267, grad_norm: 3.9333, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1608, loss/aux0: 1.1608 2020-10-22 07:12:11,508 - mmaction - INFO - Epoch [37][200/396] lr: 1.500e-02, eta: 13:56:15, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.7359, top5_acc: 0.9055, loss_cls: 1.0267, loss: 1.0267, grad_norm: 3.9540, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1522, loss/aux0: 1.1522 2020-10-22 07:12:50,618 - mmaction - INFO - Epoch [37][220/396] lr: 1.500e-02, eta: 13:55:02, time: 1.050, data_time: 0.000, memory: 8337, top1_acc: 0.7443, top5_acc: 0.8956, loss_cls: 1.0354, loss: 1.0354, grad_norm: 4.0226, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1652, loss/aux0: 1.1652 2020-10-22 07:12:52,323 - mmaction - INFO - Epoch [37][220/396] lr: 1.500e-02, eta: 13:55:37, time: 1.015, data_time: 0.002, memory: 8337, top1_acc: 0.7443, top5_acc: 0.8956, loss_cls: 1.0354, loss: 1.0354, grad_norm: 3.9928, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1692, loss/aux0: 1.1692 2020-10-22 07:13:32,471 - mmaction - INFO - Epoch [37][240/396] lr: 1.500e-02, eta: 13:54:25, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.7365, top5_acc: 0.9115, loss_cls: 1.0097, loss: 1.0097, grad_norm: 4.0343, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2350, loss/aux0: 1.2350 2020-10-22 07:13:33,091 - mmaction - INFO - Epoch [37][240/396] lr: 1.500e-02, eta: 13:54:59, time: 0.982, data_time: 0.003, memory: 8337, top1_acc: 0.7365, top5_acc: 0.9115, loss_cls: 1.0097, loss: 1.0097, grad_norm: 4.0805, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2395, loss/aux0: 1.2395 2020-10-22 07:14:12,907 - mmaction - INFO - Epoch [37][260/396] lr: 1.500e-02, eta: 13:53:44, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.7214, top5_acc: 0.9010, loss_cls: 1.0657, loss: 1.0657, grad_norm: 4.1190, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2199, loss/aux0: 1.2199 2020-10-22 07:14:13,882 - mmaction - INFO - Epoch [37][260/396] lr: 1.500e-02, eta: 13:54:19, time: 1.006, data_time: 0.003, memory: 8337, top1_acc: 0.7214, top5_acc: 0.9010, loss_cls: 1.0657, loss: 1.0657, grad_norm: 4.1206, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2202, loss/aux0: 1.2202 2020-10-22 07:14:54,370 - mmaction - INFO - Epoch [37][280/396] lr: 1.500e-02, eta: 13:53:05, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.7341, top5_acc: 0.9016, loss_cls: 1.0456, loss: 1.0456, grad_norm: 4.0357, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2127, loss/aux0: 1.2127 2020-10-22 07:14:56,781 - mmaction - INFO - Epoch [37][280/396] lr: 1.500e-02, eta: 13:53:44, time: 1.124, data_time: 0.002, memory: 8337, top1_acc: 0.7341, top5_acc: 0.9016, loss_cls: 1.0456, loss: 1.0456, grad_norm: 4.0533, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2074, loss/aux0: 1.2074 2020-10-22 07:15:34,656 - mmaction - INFO - Epoch [37][300/396] lr: 1.500e-02, eta: 13:52:32, time: 1.058, data_time: 0.312, memory: 8337, top1_acc: 0.7276, top5_acc: 0.9029, loss_cls: 1.0544, loss: 1.0544, grad_norm: 4.2371, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2658, loss/aux0: 1.2658 2020-10-22 07:15:36,326 - mmaction - INFO - Epoch [37][300/396] lr: 1.500e-02, eta: 13:53:08, time: 1.056, data_time: 0.313, memory: 8337, top1_acc: 0.7276, top5_acc: 0.9029, loss_cls: 1.0544, loss: 1.0544, grad_norm: 4.2331, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2612, loss/aux0: 1.2612 2020-10-22 07:16:16,510 - mmaction - INFO - Epoch [37][320/396] lr: 1.500e-02, eta: 13:51:56, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.7177, top5_acc: 0.9013, loss_cls: 1.0832, loss: 1.0832, grad_norm: 4.1682, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2452, loss/aux0: 1.2452 2020-10-22 07:16:19,137 - mmaction - INFO - Epoch [37][320/396] lr: 1.500e-02, eta: 13:52:33, time: 1.064, data_time: 0.002, memory: 8337, top1_acc: 0.7177, top5_acc: 0.9013, loss_cls: 1.0832, loss: 1.0832, grad_norm: 4.1366, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2494, loss/aux0: 1.2494 2020-10-22 07:16:56,571 - mmaction - INFO - Epoch [37][340/396] lr: 1.500e-02, eta: 13:51:17, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.7362, top5_acc: 0.9039, loss_cls: 1.0468, loss: 1.0468, grad_norm: 4.1271, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2647, loss/aux0: 1.2647 2020-10-22 07:17:00,054 - mmaction - INFO - Epoch [37][340/396] lr: 1.500e-02, eta: 13:51:52, time: 1.023, data_time: 0.002, memory: 8337, top1_acc: 0.7362, top5_acc: 0.9039, loss_cls: 1.0468, loss: 1.0468, grad_norm: 4.1199, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2689, loss/aux0: 1.2689 2020-10-22 07:17:39,191 - mmaction - INFO - Epoch [37][360/396] lr: 1.500e-02, eta: 13:50:41, time: 1.078, data_time: 0.000, memory: 8337, top1_acc: 0.7255, top5_acc: 0.9021, loss_cls: 1.0497, loss: 1.0497, grad_norm: 4.0959, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2606, loss/aux0: 1.2606 2020-10-22 07:17:41,020 - mmaction - INFO - Epoch [37][360/396] lr: 1.500e-02, eta: 13:51:17, time: 1.064, data_time: 0.003, memory: 8337, top1_acc: 0.7255, top5_acc: 0.9021, loss_cls: 1.0497, loss: 1.0497, grad_norm: 4.0955, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2586, loss/aux0: 1.2586 2020-10-22 07:18:19,218 - mmaction - INFO - Epoch [37][380/396] lr: 1.500e-02, eta: 13:50:04, time: 1.022, data_time: 0.117, memory: 8337, top1_acc: 0.7378, top5_acc: 0.9016, loss_cls: 1.0304, loss: 1.0304, grad_norm: 4.0692, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2095, loss/aux0: 1.2095 2020-10-22 07:18:21,293 - mmaction - INFO - Epoch [37][380/396] lr: 1.500e-02, eta: 13:50:41, time: 1.096, data_time: 0.191, memory: 8337, top1_acc: 0.7378, top5_acc: 0.9016, loss_cls: 1.0304, loss: 1.0304, grad_norm: 4.0927, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2225, loss/aux0: 1.2225 2020-10-22 07:20:04,727 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-10-22 07:23:16,980 - mmaction - INFO - Epoch [38][20/396] lr: 1.500e-02, eta: 13:48:02, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.7346, top5_acc: 0.9065, loss_cls: 1.0321, loss: 1.0321, grad_norm: 3.9877, top1_acc/aux0: 0.6774, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2483, loss/aux0: 1.2483 2020-10-22 07:23:17,574 - mmaction - INFO - Epoch [38][20/396] lr: 1.500e-02, eta: 13:48:36, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.7346, top5_acc: 0.9065, loss_cls: 1.0321, loss: 1.0321, grad_norm: 3.9856, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2486, loss/aux0: 1.2486 2020-10-22 07:23:57,470 - mmaction - INFO - Epoch [38][40/396] lr: 1.500e-02, eta: 13:47:23, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.7232, top5_acc: 0.9049, loss_cls: 1.0452, loss: 1.0452, grad_norm: 4.1250, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1746, loss/aux0: 1.1746 2020-10-22 07:23:59,975 - mmaction - INFO - Epoch [38][40/396] lr: 1.500e-02, eta: 13:48:01, time: 1.115, data_time: 0.003, memory: 8337, top1_acc: 0.7232, top5_acc: 0.9049, loss_cls: 1.0452, loss: 1.0452, grad_norm: 4.1324, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1733, loss/aux0: 1.1733 2020-10-22 07:24:39,381 - mmaction - INFO - Epoch [38][60/396] lr: 1.500e-02, eta: 13:46:48, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.7362, top5_acc: 0.9034, loss_cls: 1.0421, loss: 1.0421, grad_norm: 4.1444, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2541, loss/aux0: 1.2541 2020-10-22 07:24:41,589 - mmaction - INFO - Epoch [38][60/396] lr: 1.500e-02, eta: 13:47:22, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.7362, top5_acc: 0.9034, loss_cls: 1.0421, loss: 1.0421, grad_norm: 4.1290, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2496, loss/aux0: 1.2496 2020-10-22 07:25:19,908 - mmaction - INFO - Epoch [38][80/396] lr: 1.500e-02, eta: 13:46:09, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.7388, top5_acc: 0.9042, loss_cls: 1.0184, loss: 1.0184, grad_norm: 4.1064, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2358, loss/aux0: 1.2358 2020-10-22 07:25:20,691 - mmaction - INFO - Epoch [38][80/396] lr: 1.500e-02, eta: 13:46:42, time: 0.974, data_time: 0.002, memory: 8337, top1_acc: 0.7388, top5_acc: 0.9042, loss_cls: 1.0184, loss: 1.0184, grad_norm: 4.0681, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2298, loss/aux0: 1.2298 2020-10-22 07:26:00,955 - mmaction - INFO - Epoch [38][100/396] lr: 1.500e-02, eta: 13:45:30, time: 1.042, data_time: 0.000, memory: 8337, top1_acc: 0.7305, top5_acc: 0.9065, loss_cls: 1.0307, loss: 1.0307, grad_norm: 4.1405, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2365, loss/aux0: 1.2365 2020-10-22 07:26:03,017 - mmaction - INFO - Epoch [38][100/396] lr: 1.500e-02, eta: 13:46:06, time: 1.051, data_time: 0.002, memory: 8337, top1_acc: 0.7305, top5_acc: 0.9065, loss_cls: 1.0307, loss: 1.0307, grad_norm: 4.1257, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2503, loss/aux0: 1.2503 2020-10-22 07:26:41,297 - mmaction - INFO - Epoch [38][120/396] lr: 1.500e-02, eta: 13:44:53, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.7224, top5_acc: 0.9008, loss_cls: 1.0689, loss: 1.0689, grad_norm: 4.1440, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2113, loss/aux0: 1.2113 2020-10-22 07:26:43,059 - mmaction - INFO - Epoch [38][120/396] lr: 1.500e-02, eta: 13:45:24, time: 0.931, data_time: 0.001, memory: 8337, top1_acc: 0.7224, top5_acc: 0.9008, loss_cls: 1.0689, loss: 1.0689, grad_norm: 4.1433, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2040, loss/aux0: 1.2040 2020-10-22 07:27:24,177 - mmaction - INFO - Epoch [38][140/396] lr: 1.500e-02, eta: 13:44:12, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.7372, top5_acc: 0.8971, loss_cls: 1.0393, loss: 1.0393, grad_norm: 3.9550, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2166, loss/aux0: 1.2166 2020-10-22 07:27:24,807 - mmaction - INFO - Epoch [38][140/396] lr: 1.500e-02, eta: 13:44:47, time: 1.050, data_time: 0.001, memory: 8337, top1_acc: 0.7372, top5_acc: 0.8971, loss_cls: 1.0393, loss: 1.0393, grad_norm: 3.9881, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2239, loss/aux0: 1.2239 2020-10-22 07:28:04,136 - mmaction - INFO - Epoch [38][160/396] lr: 1.500e-02, eta: 13:43:34, time: 0.986, data_time: 0.000, memory: 8337, top1_acc: 0.7466, top5_acc: 0.9159, loss_cls: 0.9634, loss: 0.9634, grad_norm: 4.0456, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2287, loss/aux0: 1.2287 2020-10-22 07:28:04,740 - mmaction - INFO - Epoch [38][160/396] lr: 1.500e-02, eta: 13:44:07, time: 0.987, data_time: 0.003, memory: 8337, top1_acc: 0.7466, top5_acc: 0.9159, loss_cls: 0.9634, loss: 0.9634, grad_norm: 4.0603, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2286, loss/aux0: 1.2286 2020-10-22 07:28:45,787 - mmaction - INFO - Epoch [38][180/396] lr: 1.500e-02, eta: 13:42:55, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.7276, top5_acc: 0.9078, loss_cls: 1.0470, loss: 1.0470, grad_norm: 4.0873, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2320, loss/aux0: 1.2320 2020-10-22 07:28:46,398 - mmaction - INFO - Epoch [38][180/396] lr: 1.500e-02, eta: 13:43:29, time: 1.037, data_time: 0.002, memory: 8337, top1_acc: 0.7276, top5_acc: 0.9078, loss_cls: 1.0470, loss: 1.0470, grad_norm: 4.1038, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2231, loss/aux0: 1.2231 2020-10-22 07:29:26,371 - mmaction - INFO - Epoch [38][200/396] lr: 1.500e-02, eta: 13:42:15, time: 0.967, data_time: 0.000, memory: 8337, top1_acc: 0.7276, top5_acc: 0.8974, loss_cls: 1.0586, loss: 1.0586, grad_norm: 4.1383, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2466, loss/aux0: 1.2466 2020-10-22 07:29:28,093 - mmaction - INFO - Epoch [38][200/396] lr: 1.500e-02, eta: 13:42:49, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.7276, top5_acc: 0.8974, loss_cls: 1.0586, loss: 1.0586, grad_norm: 4.1570, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.2549, loss/aux0: 1.2549 2020-10-22 07:30:08,042 - mmaction - INFO - Epoch [38][220/396] lr: 1.500e-02, eta: 13:41:40, time: 1.121, data_time: 0.000, memory: 8337, top1_acc: 0.7331, top5_acc: 0.9031, loss_cls: 1.0514, loss: 1.0514, grad_norm: 4.1247, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2130, loss/aux0: 1.2130 2020-10-22 07:30:11,220 - mmaction - INFO - Epoch [38][220/396] lr: 1.500e-02, eta: 13:42:19, time: 1.158, data_time: 0.009, memory: 8337, top1_acc: 0.7331, top5_acc: 0.9031, loss_cls: 1.0514, loss: 1.0514, grad_norm: 4.1007, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2157, loss/aux0: 1.2157 2020-10-22 07:30:52,703 - mmaction - INFO - Epoch [38][240/396] lr: 1.500e-02, eta: 13:41:09, time: 1.096, data_time: 0.000, memory: 8337, top1_acc: 0.7245, top5_acc: 0.9005, loss_cls: 1.0643, loss: 1.0643, grad_norm: 4.0445, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2346, loss/aux0: 1.2346 2020-10-22 07:30:54,949 - mmaction - INFO - Epoch [38][240/396] lr: 1.500e-02, eta: 13:41:44, time: 1.038, data_time: 0.001, memory: 8337, top1_acc: 0.7245, top5_acc: 0.9005, loss_cls: 1.0643, loss: 1.0643, grad_norm: 4.0586, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2267, loss/aux0: 1.2267 2020-10-22 07:31:33,956 - mmaction - INFO - Epoch [38][260/396] lr: 1.500e-02, eta: 13:40:31, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.7164, top5_acc: 0.8932, loss_cls: 1.0866, loss: 1.0866, grad_norm: 4.0355, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1696, loss/aux0: 1.1696 2020-10-22 07:31:36,485 - mmaction - INFO - Epoch [38][260/396] lr: 1.500e-02, eta: 13:41:06, time: 1.052, data_time: 0.001, memory: 8337, top1_acc: 0.7164, top5_acc: 0.8932, loss_cls: 1.0866, loss: 1.0866, grad_norm: 4.0554, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1757, loss/aux0: 1.1757 2020-10-22 07:32:16,483 - mmaction - INFO - Epoch [38][280/396] lr: 1.500e-02, eta: 13:39:56, time: 1.083, data_time: 0.000, memory: 8337, top1_acc: 0.7357, top5_acc: 0.8992, loss_cls: 1.0264, loss: 1.0264, grad_norm: 4.2034, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.1999, loss/aux0: 1.1999 2020-10-22 07:32:18,441 - mmaction - INFO - Epoch [38][280/396] lr: 1.500e-02, eta: 13:40:31, time: 1.060, data_time: 0.004, memory: 8337, top1_acc: 0.7357, top5_acc: 0.8992, loss_cls: 1.0264, loss: 1.0264, grad_norm: 4.2149, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.1993, loss/aux0: 1.1993 2020-10-22 07:32:56,717 - mmaction - INFO - Epoch [38][300/396] lr: 1.500e-02, eta: 13:39:18, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.7414, top5_acc: 0.9117, loss_cls: 1.0006, loss: 1.0006, grad_norm: 4.1114, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.2710, loss/aux0: 1.2710 2020-10-22 07:32:58,858 - mmaction - INFO - Epoch [38][300/396] lr: 1.500e-02, eta: 13:39:50, time: 0.981, data_time: 0.002, memory: 8337, top1_acc: 0.7414, top5_acc: 0.9117, loss_cls: 1.0006, loss: 1.0006, grad_norm: 4.1445, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2670, loss/aux0: 1.2670 2020-10-22 07:33:37,991 - mmaction - INFO - Epoch [38][320/396] lr: 1.500e-02, eta: 13:38:39, time: 1.061, data_time: 0.000, memory: 8337, top1_acc: 0.7156, top5_acc: 0.8937, loss_cls: 1.1053, loss: 1.1053, grad_norm: 4.0452, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1622, loss/aux0: 1.1622 2020-10-22 07:33:40,334 - mmaction - INFO - Epoch [38][320/396] lr: 1.500e-02, eta: 13:39:15, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.7156, top5_acc: 0.8937, loss_cls: 1.1053, loss: 1.1053, grad_norm: 4.0288, top1_acc/aux0: 0.7018, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1501, loss/aux0: 1.1501 2020-10-22 07:34:18,589 - mmaction - INFO - Epoch [38][340/396] lr: 1.500e-02, eta: 13:38:02, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.7141, top5_acc: 0.8927, loss_cls: 1.1093, loss: 1.1093, grad_norm: 4.0719, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2265, loss/aux0: 1.2265 2020-10-22 07:34:19,740 - mmaction - INFO - Epoch [38][340/396] lr: 1.500e-02, eta: 13:38:33, time: 0.949, data_time: 0.002, memory: 8337, top1_acc: 0.7141, top5_acc: 0.8927, loss_cls: 1.1093, loss: 1.1093, grad_norm: 4.0573, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2346, loss/aux0: 1.2346 2020-10-22 07:34:59,418 - mmaction - INFO - Epoch [38][360/396] lr: 1.500e-02, eta: 13:37:23, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.7339, top5_acc: 0.9060, loss_cls: 1.0383, loss: 1.0383, grad_norm: 4.1869, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2372, loss/aux0: 1.2372 2020-10-22 07:35:00,125 - mmaction - INFO - Epoch [38][360/396] lr: 1.500e-02, eta: 13:37:55, time: 0.983, data_time: 0.007, memory: 8337, top1_acc: 0.7339, top5_acc: 0.9060, loss_cls: 1.0383, loss: 1.0383, grad_norm: 4.2077, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2401, loss/aux0: 1.2401 2020-10-22 07:35:41,470 - mmaction - INFO - Epoch [38][380/396] lr: 1.500e-02, eta: 13:36:46, time: 1.084, data_time: 0.000, memory: 8337, top1_acc: 0.7253, top5_acc: 0.9070, loss_cls: 1.0728, loss: 1.0728, grad_norm: 4.2467, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2812, loss/aux0: 1.2812 2020-10-22 07:35:42,121 - mmaction - INFO - Epoch [38][380/396] lr: 1.500e-02, eta: 13:37:21, time: 1.088, data_time: 0.005, memory: 8337, top1_acc: 0.7253, top5_acc: 0.9070, loss_cls: 1.0728, loss: 1.0728, grad_norm: 4.2681, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2868, loss/aux0: 1.2868 2020-10-22 07:37:25,297 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-10-22 07:40:20,878 - mmaction - INFO - Epoch [39][20/396] lr: 1.500e-02, eta: 13:34:45, time: 1.009, data_time: 0.015, memory: 8337, top1_acc: 0.7258, top5_acc: 0.9029, loss_cls: 1.0534, loss: 1.0534, grad_norm: 4.0793, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8887, loss_cls/aux0: 1.1883, loss/aux0: 1.1883 2020-10-22 07:40:21,494 - mmaction - INFO - Epoch [39][20/396] lr: 1.500e-02, eta: 13:35:18, time: 1.008, data_time: 0.016, memory: 8337, top1_acc: 0.7258, top5_acc: 0.9029, loss_cls: 1.0534, loss: 1.0534, grad_norm: 4.0547, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1880, loss/aux0: 1.1880 2020-10-22 07:41:02,355 - mmaction - INFO - Epoch [39][40/396] lr: 1.500e-02, eta: 13:34:07, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.7276, top5_acc: 0.9115, loss_cls: 1.0472, loss: 1.0472, grad_norm: 4.0737, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2064, loss/aux0: 1.2064 2020-10-22 07:41:03,690 - mmaction - INFO - Epoch [39][40/396] lr: 1.500e-02, eta: 13:34:42, time: 1.067, data_time: 0.002, memory: 8337, top1_acc: 0.7276, top5_acc: 0.9115, loss_cls: 1.0472, loss: 1.0472, grad_norm: 4.0441, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2044, loss/aux0: 1.2044 2020-10-22 07:41:43,909 - mmaction - INFO - Epoch [39][60/396] lr: 1.500e-02, eta: 13:33:31, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.7294, top5_acc: 0.9005, loss_cls: 1.0293, loss: 1.0293, grad_norm: 4.0622, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1895, loss/aux0: 1.1895 2020-10-22 07:41:45,872 - mmaction - INFO - Epoch [39][60/396] lr: 1.500e-02, eta: 13:34:06, time: 1.080, data_time: 0.003, memory: 8337, top1_acc: 0.7294, top5_acc: 0.9005, loss_cls: 1.0293, loss: 1.0293, grad_norm: 4.0757, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2034, loss/aux0: 1.2034 2020-10-22 07:42:25,583 - mmaction - INFO - Epoch [39][80/396] lr: 1.500e-02, eta: 13:32:55, time: 1.016, data_time: 0.000, memory: 8337, top1_acc: 0.7505, top5_acc: 0.9091, loss_cls: 0.9721, loss: 0.9721, grad_norm: 4.0322, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1990, loss/aux0: 1.1990 2020-10-22 07:42:26,218 - mmaction - INFO - Epoch [39][80/396] lr: 1.500e-02, eta: 13:33:26, time: 0.959, data_time: 0.001, memory: 8337, top1_acc: 0.7505, top5_acc: 0.9091, loss_cls: 0.9721, loss: 0.9721, grad_norm: 4.0369, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1839, loss/aux0: 1.1839 2020-10-22 07:43:05,940 - mmaction - INFO - Epoch [39][100/396] lr: 1.500e-02, eta: 13:32:15, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.7417, top5_acc: 0.9109, loss_cls: 0.9988, loss: 0.9988, grad_norm: 4.1333, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1895, loss/aux0: 1.1895 2020-10-22 07:43:06,840 - mmaction - INFO - Epoch [39][100/396] lr: 1.500e-02, eta: 13:32:47, time: 1.000, data_time: 0.001, memory: 8337, top1_acc: 0.7417, top5_acc: 0.9109, loss_cls: 0.9988, loss: 0.9988, grad_norm: 4.0975, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1854, loss/aux0: 1.1854 2020-10-22 07:43:48,219 - mmaction - INFO - Epoch [39][120/396] lr: 1.500e-02, eta: 13:31:37, time: 1.070, data_time: 0.000, memory: 8337, top1_acc: 0.7305, top5_acc: 0.9070, loss_cls: 1.0163, loss: 1.0163, grad_norm: 4.0228, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1585, loss/aux0: 1.1585 2020-10-22 07:43:48,835 - mmaction - INFO - Epoch [39][120/396] lr: 1.500e-02, eta: 13:32:11, time: 1.064, data_time: 0.002, memory: 8337, top1_acc: 0.7305, top5_acc: 0.9070, loss_cls: 1.0163, loss: 1.0163, grad_norm: 4.0051, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1637, loss/aux0: 1.1637 2020-10-22 07:44:27,993 - mmaction - INFO - Epoch [39][140/396] lr: 1.500e-02, eta: 13:31:00, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.7320, top5_acc: 0.9023, loss_cls: 1.0246, loss: 1.0246, grad_norm: 4.0342, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.2044, loss/aux0: 1.2044 2020-10-22 07:44:30,582 - mmaction - INFO - Epoch [39][140/396] lr: 1.500e-02, eta: 13:31:34, time: 1.070, data_time: 0.003, memory: 8337, top1_acc: 0.7320, top5_acc: 0.9023, loss_cls: 1.0246, loss: 1.0246, grad_norm: 4.0270, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.2032, loss/aux0: 1.2032 2020-10-22 07:45:09,620 - mmaction - INFO - Epoch [39][160/396] lr: 1.500e-02, eta: 13:30:23, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.7331, top5_acc: 0.9107, loss_cls: 1.0197, loss: 1.0197, grad_norm: 4.1009, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2095, loss/aux0: 1.2095 2020-10-22 07:45:12,222 - mmaction - INFO - Epoch [39][160/396] lr: 1.500e-02, eta: 13:30:57, time: 1.043, data_time: 0.003, memory: 8337, top1_acc: 0.7331, top5_acc: 0.9107, loss_cls: 1.0197, loss: 1.0197, grad_norm: 4.0932, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2183, loss/aux0: 1.2183 2020-10-22 07:45:50,129 - mmaction - INFO - Epoch [39][180/396] lr: 1.500e-02, eta: 13:29:44, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9008, loss_cls: 1.0572, loss: 1.0572, grad_norm: 4.0126, top1_acc/aux0: 0.6961, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.1956, loss/aux0: 1.1956 2020-10-22 07:45:52,525 - mmaction - INFO - Epoch [39][180/396] lr: 1.500e-02, eta: 13:30:18, time: 1.037, data_time: 0.008, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9008, loss_cls: 1.0572, loss: 1.0572, grad_norm: 4.0227, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.1960, loss/aux0: 1.1960 2020-10-22 07:46:30,809 - mmaction - INFO - Epoch [39][200/396] lr: 1.500e-02, eta: 13:29:06, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.7484, top5_acc: 0.9130, loss_cls: 0.9601, loss: 0.9601, grad_norm: 4.0179, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.1963, loss/aux0: 1.1963 2020-10-22 07:46:33,155 - mmaction - INFO - Epoch [39][200/396] lr: 1.500e-02, eta: 13:29:38, time: 1.018, data_time: 0.003, memory: 8337, top1_acc: 0.7484, top5_acc: 0.9130, loss_cls: 0.9601, loss: 0.9601, grad_norm: 4.0613, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2011, loss/aux0: 1.2011 2020-10-22 07:47:12,057 - mmaction - INFO - Epoch [39][220/396] lr: 1.500e-02, eta: 13:28:26, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.7305, top5_acc: 0.9062, loss_cls: 1.0514, loss: 1.0514, grad_norm: 4.0848, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2390, loss/aux0: 1.2390 2020-10-22 07:47:14,654 - mmaction - INFO - Epoch [39][220/396] lr: 1.500e-02, eta: 13:28:58, time: 1.008, data_time: 0.002, memory: 8337, top1_acc: 0.7305, top5_acc: 0.9062, loss_cls: 1.0514, loss: 1.0514, grad_norm: 4.0732, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2218, loss/aux0: 1.2218 2020-10-22 07:47:52,562 - mmaction - INFO - Epoch [39][240/396] lr: 1.500e-02, eta: 13:27:44, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.7221, top5_acc: 0.9003, loss_cls: 1.0977, loss: 1.0977, grad_norm: 4.1394, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1993, loss/aux0: 1.1993 2020-10-22 07:47:54,384 - mmaction - INFO - Epoch [39][240/396] lr: 1.500e-02, eta: 13:28:13, time: 0.921, data_time: 0.002, memory: 8337, top1_acc: 0.7221, top5_acc: 0.9003, loss_cls: 1.0977, loss: 1.0977, grad_norm: 4.1148, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.2013, loss/aux0: 1.2013 2020-10-22 07:48:34,290 - mmaction - INFO - Epoch [39][260/396] lr: 1.500e-02, eta: 13:27:04, time: 1.080, data_time: 0.000, memory: 8337, top1_acc: 0.7323, top5_acc: 0.9047, loss_cls: 1.0475, loss: 1.0475, grad_norm: 4.0375, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2187, loss/aux0: 1.2187 2020-10-22 07:48:34,888 - mmaction - INFO - Epoch [39][260/396] lr: 1.500e-02, eta: 13:27:37, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.7323, top5_acc: 0.9047, loss_cls: 1.0475, loss: 1.0475, grad_norm: 4.0848, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2272, loss/aux0: 1.2272 2020-10-22 07:49:14,589 - mmaction - INFO - Epoch [39][280/396] lr: 1.500e-02, eta: 13:26:24, time: 0.953, data_time: 0.000, memory: 8337, top1_acc: 0.7440, top5_acc: 0.9091, loss_cls: 0.9808, loss: 0.9808, grad_norm: 4.1144, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2439, loss/aux0: 1.2439 2020-10-22 07:49:15,748 - mmaction - INFO - Epoch [39][280/396] lr: 1.500e-02, eta: 13:26:55, time: 0.982, data_time: 0.001, memory: 8337, top1_acc: 0.7440, top5_acc: 0.9091, loss_cls: 0.9808, loss: 0.9808, grad_norm: 4.1102, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.2467, loss/aux0: 1.2467 2020-10-22 07:49:57,306 - mmaction - INFO - Epoch [39][300/396] lr: 1.500e-02, eta: 13:25:47, time: 1.092, data_time: 0.000, memory: 8337, top1_acc: 0.7380, top5_acc: 0.9065, loss_cls: 1.0102, loss: 1.0102, grad_norm: 4.0401, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2543, loss/aux0: 1.2543 2020-10-22 07:49:57,923 - mmaction - INFO - Epoch [39][300/396] lr: 1.500e-02, eta: 13:26:19, time: 1.033, data_time: 0.002, memory: 8337, top1_acc: 0.7380, top5_acc: 0.9065, loss_cls: 1.0102, loss: 1.0102, grad_norm: 4.0645, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2578, loss/aux0: 1.2578 2020-10-22 07:50:36,626 - mmaction - INFO - Epoch [39][320/396] lr: 1.500e-02, eta: 13:25:09, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.7339, top5_acc: 0.9047, loss_cls: 1.0465, loss: 1.0465, grad_norm: 4.1671, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2312, loss/aux0: 1.2312 2020-10-22 07:50:37,735 - mmaction - INFO - Epoch [39][320/396] lr: 1.500e-02, eta: 13:25:41, time: 1.037, data_time: 0.002, memory: 8337, top1_acc: 0.7339, top5_acc: 0.9047, loss_cls: 1.0465, loss: 1.0465, grad_norm: 4.1492, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2212, loss/aux0: 1.2212 2020-10-22 07:51:15,870 - mmaction - INFO - Epoch [39][340/396] lr: 1.500e-02, eta: 13:24:28, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.7378, top5_acc: 0.9023, loss_cls: 1.0244, loss: 1.0244, grad_norm: 4.1729, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1919, loss/aux0: 1.1919 2020-10-22 07:51:18,209 - mmaction - INFO - Epoch [39][340/396] lr: 1.500e-02, eta: 13:25:00, time: 1.015, data_time: 0.003, memory: 8337, top1_acc: 0.7378, top5_acc: 0.9023, loss_cls: 1.0244, loss: 1.0244, grad_norm: 4.1307, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1876, loss/aux0: 1.1876 2020-10-22 07:51:58,070 - mmaction - INFO - Epoch [39][360/396] lr: 1.500e-02, eta: 13:23:50, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.7180, top5_acc: 0.8953, loss_cls: 1.0863, loss: 1.0863, grad_norm: 4.0515, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2132, loss/aux0: 1.2132 2020-10-22 07:52:00,547 - mmaction - INFO - Epoch [39][360/396] lr: 1.500e-02, eta: 13:24:22, time: 1.013, data_time: 0.002, memory: 8337, top1_acc: 0.7180, top5_acc: 0.8953, loss_cls: 1.0863, loss: 1.0863, grad_norm: 4.0346, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2114, loss/aux0: 1.2114 2020-10-22 07:52:41,094 - mmaction - INFO - Epoch [39][380/396] lr: 1.500e-02, eta: 13:23:12, time: 1.064, data_time: 0.000, memory: 8337, top1_acc: 0.7359, top5_acc: 0.9109, loss_cls: 0.9927, loss: 0.9927, grad_norm: 4.0356, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2095, loss/aux0: 1.2095 2020-10-22 07:52:43,654 - mmaction - INFO - Epoch [39][380/396] lr: 1.500e-02, eta: 13:23:46, time: 1.061, data_time: 0.002, memory: 8337, top1_acc: 0.7359, top5_acc: 0.9109, loss_cls: 0.9927, loss: 0.9927, grad_norm: 4.0039, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2079, loss/aux0: 1.2079 2020-10-22 07:54:26,456 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-10-22 07:57:20,046 - mmaction - INFO - Epoch [40][20/396] lr: 1.500e-02, eta: 13:21:14, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.7518, top5_acc: 0.9125, loss_cls: 0.9643, loss: 0.9643, grad_norm: 3.9646, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1776, loss/aux0: 1.1776 2020-10-22 07:57:20,654 - mmaction - INFO - Epoch [40][20/396] lr: 1.500e-02, eta: 13:21:47, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.7518, top5_acc: 0.9125, loss_cls: 0.9643, loss: 0.9643, grad_norm: 3.9833, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1756, loss/aux0: 1.1756 2020-10-22 07:58:01,063 - mmaction - INFO - Epoch [40][40/396] lr: 1.500e-02, eta: 13:20:34, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.7432, top5_acc: 0.9086, loss_cls: 1.0076, loss: 1.0076, grad_norm: 4.2425, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2210, loss/aux0: 1.2210 2020-10-22 07:58:01,911 - mmaction - INFO - Epoch [40][40/396] lr: 1.500e-02, eta: 13:21:04, time: 0.956, data_time: 0.002, memory: 8337, top1_acc: 0.7432, top5_acc: 0.9086, loss_cls: 1.0076, loss: 1.0076, grad_norm: 4.2723, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2293, loss/aux0: 1.2293 2020-10-22 07:58:43,240 - mmaction - INFO - Epoch [40][60/396] lr: 1.500e-02, eta: 13:19:55, time: 1.066, data_time: 0.000, memory: 8337, top1_acc: 0.7336, top5_acc: 0.9018, loss_cls: 1.0288, loss: 1.0288, grad_norm: 4.0839, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1976, loss/aux0: 1.1976 2020-10-22 07:58:43,859 - mmaction - INFO - Epoch [40][60/396] lr: 1.500e-02, eta: 13:20:27, time: 1.024, data_time: 0.004, memory: 8337, top1_acc: 0.7336, top5_acc: 0.9018, loss_cls: 1.0288, loss: 1.0288, grad_norm: 4.0665, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1857, loss/aux0: 1.1857 2020-10-22 07:59:24,290 - mmaction - INFO - Epoch [40][80/396] lr: 1.500e-02, eta: 13:19:18, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.7367, top5_acc: 0.9034, loss_cls: 1.0274, loss: 1.0274, grad_norm: 4.0268, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2246, loss/aux0: 1.2246 2020-10-22 07:59:24,893 - mmaction - INFO - Epoch [40][80/396] lr: 1.500e-02, eta: 13:19:51, time: 1.057, data_time: 0.002, memory: 8337, top1_acc: 0.7367, top5_acc: 0.9034, loss_cls: 1.0274, loss: 1.0274, grad_norm: 4.0686, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2297, loss/aux0: 1.2297 2020-10-22 08:00:05,195 - mmaction - INFO - Epoch [40][100/396] lr: 1.500e-02, eta: 13:18:41, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.7372, top5_acc: 0.9044, loss_cls: 1.0424, loss: 1.0424, grad_norm: 4.0816, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1670, loss/aux0: 1.1670 2020-10-22 08:00:05,795 - mmaction - INFO - Epoch [40][100/396] lr: 1.500e-02, eta: 13:19:13, time: 1.018, data_time: 0.002, memory: 8337, top1_acc: 0.7372, top5_acc: 0.9044, loss_cls: 1.0424, loss: 1.0424, grad_norm: 4.0739, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1624, loss/aux0: 1.1624 2020-10-22 08:00:46,825 - mmaction - INFO - Epoch [40][120/396] lr: 1.500e-02, eta: 13:18:01, time: 0.973, data_time: 0.000, memory: 8337, top1_acc: 0.7312, top5_acc: 0.9063, loss_cls: 1.0223, loss: 1.0223, grad_norm: 4.1535, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2335, loss/aux0: 1.2335 2020-10-22 08:00:47,443 - mmaction - INFO - Epoch [40][120/396] lr: 1.500e-02, eta: 13:18:31, time: 0.975, data_time: 0.002, memory: 8337, top1_acc: 0.7312, top5_acc: 0.9063, loss_cls: 1.0223, loss: 1.0223, grad_norm: 4.1377, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2502, loss/aux0: 1.2502 2020-10-22 08:01:27,108 - mmaction - INFO - Epoch [40][140/396] lr: 1.500e-02, eta: 13:17:19, time: 0.933, data_time: 0.000, memory: 8337, top1_acc: 0.7552, top5_acc: 0.9060, loss_cls: 0.9822, loss: 0.9822, grad_norm: 3.9876, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1664, loss/aux0: 1.1664 2020-10-22 08:01:27,705 - mmaction - INFO - Epoch [40][140/396] lr: 1.500e-02, eta: 13:17:48, time: 0.935, data_time: 0.002, memory: 8337, top1_acc: 0.7552, top5_acc: 0.9060, loss_cls: 0.9822, loss: 0.9822, grad_norm: 3.9812, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1572, loss/aux0: 1.1572 2020-10-22 08:02:06,838 - mmaction - INFO - Epoch [40][160/396] lr: 1.500e-02, eta: 13:16:37, time: 0.998, data_time: 0.079, memory: 8337, top1_acc: 0.7362, top5_acc: 0.9062, loss_cls: 0.9974, loss: 0.9974, grad_norm: 4.0647, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1792, loss/aux0: 1.1792 2020-10-22 08:02:09,160 - mmaction - INFO - Epoch [40][160/396] lr: 1.500e-02, eta: 13:17:10, time: 1.075, data_time: 0.081, memory: 8337, top1_acc: 0.7362, top5_acc: 0.9062, loss_cls: 0.9974, loss: 0.9974, grad_norm: 4.0836, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1840, loss/aux0: 1.1840 2020-10-22 08:02:49,931 - mmaction - INFO - Epoch [40][180/396] lr: 1.500e-02, eta: 13:16:03, time: 1.103, data_time: 0.000, memory: 8337, top1_acc: 0.7411, top5_acc: 0.9107, loss_cls: 1.0076, loss: 1.0076, grad_norm: 4.0592, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1844, loss/aux0: 1.1844 2020-10-22 08:02:51,658 - mmaction - INFO - Epoch [40][180/396] lr: 1.500e-02, eta: 13:16:36, time: 1.067, data_time: 0.002, memory: 8337, top1_acc: 0.7411, top5_acc: 0.9107, loss_cls: 1.0076, loss: 1.0076, grad_norm: 4.0959, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1987, loss/aux0: 1.1987 2020-10-22 08:03:30,059 - mmaction - INFO - Epoch [40][200/396] lr: 1.500e-02, eta: 13:15:24, time: 0.939, data_time: 0.000, memory: 8337, top1_acc: 0.7352, top5_acc: 0.9130, loss_cls: 1.0060, loss: 1.0060, grad_norm: 4.0948, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2125, loss/aux0: 1.2125 2020-10-22 08:03:32,747 - mmaction - INFO - Epoch [40][200/396] lr: 1.500e-02, eta: 13:15:56, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.7352, top5_acc: 0.9130, loss_cls: 1.0060, loss: 1.0060, grad_norm: 4.0802, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1925, loss/aux0: 1.1925 2020-10-22 08:04:13,655 - mmaction - INFO - Epoch [40][220/396] lr: 1.500e-02, eta: 13:14:49, time: 1.115, data_time: 0.000, memory: 8337, top1_acc: 0.7357, top5_acc: 0.9091, loss_cls: 1.0157, loss: 1.0157, grad_norm: 3.9807, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.1975, loss/aux0: 1.1975 2020-10-22 08:04:14,246 - mmaction - INFO - Epoch [40][220/396] lr: 1.500e-02, eta: 13:15:21, time: 1.061, data_time: 0.003, memory: 8337, top1_acc: 0.7357, top5_acc: 0.9091, loss_cls: 1.0157, loss: 1.0157, grad_norm: 3.9760, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1903, loss/aux0: 1.1903 2020-10-22 08:04:56,667 - mmaction - INFO - Epoch [40][240/396] lr: 1.500e-02, eta: 13:14:14, time: 1.080, data_time: 0.000, memory: 8337, top1_acc: 0.7284, top5_acc: 0.9049, loss_cls: 1.0457, loss: 1.0457, grad_norm: 4.0476, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1286, loss/aux0: 1.1286 2020-10-22 08:04:57,254 - mmaction - INFO - Epoch [40][240/396] lr: 1.500e-02, eta: 13:14:47, time: 1.081, data_time: 0.002, memory: 8337, top1_acc: 0.7284, top5_acc: 0.9049, loss_cls: 1.0457, loss: 1.0457, grad_norm: 4.0491, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1356, loss/aux0: 1.1356 2020-10-22 08:05:35,323 - mmaction - INFO - Epoch [40][260/396] lr: 1.500e-02, eta: 13:13:35, time: 0.966, data_time: 0.000, memory: 8337, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 1.0143, loss: 1.0143, grad_norm: 4.0775, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1849, loss/aux0: 1.1849 2020-10-22 08:05:36,933 - mmaction - INFO - Epoch [40][260/396] lr: 1.500e-02, eta: 13:14:06, time: 1.018, data_time: 0.001, memory: 8337, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 1.0143, loss: 1.0143, grad_norm: 4.0609, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1872, loss/aux0: 1.1872 2020-10-22 08:06:15,308 - mmaction - INFO - Epoch [40][280/396] lr: 1.500e-02, eta: 13:12:57, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.7315, top5_acc: 0.8997, loss_cls: 1.0313, loss: 1.0313, grad_norm: 4.0510, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1725, loss/aux0: 1.1725 2020-10-22 08:06:17,503 - mmaction - INFO - Epoch [40][280/396] lr: 1.500e-02, eta: 13:13:28, time: 1.014, data_time: 0.003, memory: 8337, top1_acc: 0.7315, top5_acc: 0.8997, loss_cls: 1.0313, loss: 1.0313, grad_norm: 4.0559, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1672, loss/aux0: 1.1672 2020-10-22 08:06:56,138 - mmaction - INFO - Epoch [40][300/396] lr: 1.500e-02, eta: 13:12:18, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.7401, top5_acc: 0.9026, loss_cls: 1.0121, loss: 1.0121, grad_norm: 4.0683, top1_acc/aux0: 0.6888, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2137, loss/aux0: 1.2137 2020-10-22 08:06:58,629 - mmaction - INFO - Epoch [40][300/396] lr: 1.500e-02, eta: 13:12:50, time: 1.052, data_time: 0.002, memory: 8337, top1_acc: 0.7401, top5_acc: 0.9026, loss_cls: 1.0121, loss: 1.0121, grad_norm: 4.0656, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2220, loss/aux0: 1.2220 2020-10-22 08:07:38,284 - mmaction - INFO - Epoch [40][320/396] lr: 1.500e-02, eta: 13:11:41, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.7258, top5_acc: 0.9010, loss_cls: 1.0560, loss: 1.0560, grad_norm: 3.9818, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2166, loss/aux0: 1.2166 2020-10-22 08:07:40,106 - mmaction - INFO - Epoch [40][320/396] lr: 1.500e-02, eta: 13:12:12, time: 1.021, data_time: 0.003, memory: 8337, top1_acc: 0.7258, top5_acc: 0.9010, loss_cls: 1.0560, loss: 1.0560, grad_norm: 3.9907, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2138, loss/aux0: 1.2138 2020-10-22 08:08:21,676 - mmaction - INFO - Epoch [40][340/396] lr: 1.500e-02, eta: 13:11:06, time: 1.111, data_time: 0.482, memory: 8337, top1_acc: 0.7349, top5_acc: 0.9036, loss_cls: 1.0401, loss: 1.0401, grad_norm: 4.0130, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1589, loss/aux0: 1.1589 2020-10-22 08:08:22,267 - mmaction - INFO - Epoch [40][340/396] lr: 1.500e-02, eta: 13:11:39, time: 1.101, data_time: 0.484, memory: 8337, top1_acc: 0.7349, top5_acc: 0.9036, loss_cls: 1.0401, loss: 1.0401, grad_norm: 3.9938, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1577, loss/aux0: 1.1577 2020-10-22 08:09:03,512 - mmaction - INFO - Epoch [40][360/396] lr: 1.500e-02, eta: 13:10:30, time: 1.044, data_time: 0.450, memory: 8337, top1_acc: 0.7492, top5_acc: 0.9135, loss_cls: 0.9804, loss: 0.9804, grad_norm: 3.9933, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1941, loss/aux0: 1.1941 2020-10-22 08:09:04,109 - mmaction - INFO - Epoch [40][360/396] lr: 1.500e-02, eta: 13:11:02, time: 1.044, data_time: 0.452, memory: 8337, top1_acc: 0.7492, top5_acc: 0.9135, loss_cls: 0.9804, loss: 0.9804, grad_norm: 3.9745, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1996, loss/aux0: 1.1996 2020-10-22 08:09:44,766 - mmaction - INFO - Epoch [40][380/396] lr: 1.500e-02, eta: 13:09:55, time: 1.083, data_time: 0.495, memory: 8337, top1_acc: 0.7328, top5_acc: 0.9086, loss_cls: 1.0230, loss: 1.0230, grad_norm: 4.1450, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2224, loss/aux0: 1.2224 2020-10-22 08:09:45,391 - mmaction - INFO - Epoch [40][380/396] lr: 1.500e-02, eta: 13:10:27, time: 1.084, data_time: 0.497, memory: 8337, top1_acc: 0.7328, top5_acc: 0.9086, loss_cls: 1.0230, loss: 1.0230, grad_norm: 4.1104, top1_acc/aux0: 0.6977, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2074, loss/aux0: 1.2074 2020-10-22 08:11:29,351 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-22 08:12:43,421 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 08:12:43,549 - mmaction - INFO - top1_acc 0.7342 top5_acc 0.9167 2020-10-22 08:12:43,549 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 08:12:43,594 - mmaction - INFO - mean_acc 0.7344 2020-10-22 08:12:43,596 - mmaction - INFO - Epoch(val) [40][396] top1_acc: 0.7342, top5_acc: 0.9167, mean_class_accuracy: 0.7344 2020-10-22 08:15:37,135 - mmaction - INFO - Epoch [41][20/396] lr: 1.500e-03, eta: 13:07:58, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.7544, top5_acc: 0.9073, loss_cls: 0.9761, loss: 0.9761, grad_norm: 3.8635, top1_acc/aux0: 0.7179, top5_acc/aux0: 0.8884, loss_cls/aux0: 1.1234, loss/aux0: 1.1234 2020-10-22 08:15:37,764 - mmaction - INFO - Epoch [41][20/396] lr: 1.500e-03, eta: 13:08:27, time: 0.996, data_time: 0.002, memory: 8337, top1_acc: 0.7544, top5_acc: 0.9073, loss_cls: 0.9761, loss: 0.9761, grad_norm: 3.8383, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1203, loss/aux0: 1.1203 2020-10-22 08:16:17,082 - mmaction - INFO - Epoch [41][40/396] lr: 1.500e-03, eta: 13:07:16, time: 0.919, data_time: 0.012, memory: 8337, top1_acc: 0.7763, top5_acc: 0.9221, loss_cls: 0.8611, loss: 0.8611, grad_norm: 3.8100, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1258, loss/aux0: 1.1258 2020-10-22 08:16:19,495 - mmaction - INFO - Epoch [41][40/396] lr: 1.500e-03, eta: 13:07:46, time: 1.010, data_time: 0.027, memory: 8337, top1_acc: 0.7763, top5_acc: 0.9221, loss_cls: 0.8611, loss: 0.8611, grad_norm: 3.8083, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1243, loss/aux0: 1.1243 2020-10-22 08:16:59,019 - mmaction - INFO - Epoch [41][60/396] lr: 1.500e-03, eta: 13:06:36, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.7776, top5_acc: 0.9214, loss_cls: 0.8626, loss: 0.8626, grad_norm: 3.6614, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0536, loss/aux0: 1.0536 2020-10-22 08:16:59,657 - mmaction - INFO - Epoch [41][60/396] lr: 1.500e-03, eta: 13:07:07, time: 1.010, data_time: 0.002, memory: 8337, top1_acc: 0.7776, top5_acc: 0.9214, loss_cls: 0.8626, loss: 0.8626, grad_norm: 3.6744, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0581, loss/aux0: 1.0581 2020-10-22 08:17:39,396 - mmaction - INFO - Epoch [41][80/396] lr: 1.500e-03, eta: 13:05:57, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.7771, top5_acc: 0.9219, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.7965, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0839, loss/aux0: 1.0839 2020-10-22 08:17:40,280 - mmaction - INFO - Epoch [41][80/396] lr: 1.500e-03, eta: 13:06:27, time: 1.008, data_time: 0.001, memory: 8337, top1_acc: 0.7771, top5_acc: 0.9219, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.7660, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0748, loss/aux0: 1.0748 2020-10-22 08:18:22,837 - mmaction - INFO - Epoch [41][100/396] lr: 1.500e-03, eta: 13:05:19, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.7760, top5_acc: 0.9263, loss_cls: 0.8496, loss: 0.8496, grad_norm: 3.5616, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0065, loss/aux0: 1.0065 2020-10-22 08:18:23,443 - mmaction - INFO - Epoch [41][100/396] lr: 1.500e-03, eta: 13:05:49, time: 1.029, data_time: 0.001, memory: 8337, top1_acc: 0.7760, top5_acc: 0.9263, loss_cls: 0.8496, loss: 0.8496, grad_norm: 3.5946, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0083, loss/aux0: 1.0083 2020-10-22 08:19:05,533 - mmaction - INFO - Epoch [41][120/396] lr: 1.500e-03, eta: 13:04:42, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.7799, top5_acc: 0.9237, loss_cls: 0.8516, loss: 0.8516, grad_norm: 3.7484, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9946, loss/aux0: 0.9946 2020-10-22 08:19:06,595 - mmaction - INFO - Epoch [41][120/396] lr: 1.500e-03, eta: 13:05:14, time: 1.092, data_time: 0.002, memory: 8337, top1_acc: 0.7799, top5_acc: 0.9237, loss_cls: 0.8516, loss: 0.8516, grad_norm: 3.7186, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9888, loss/aux0: 0.9888 2020-10-22 08:19:45,863 - mmaction - INFO - Epoch [41][140/396] lr: 1.500e-03, eta: 13:04:05, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.7810, top5_acc: 0.9245, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.6750, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9913, loss/aux0: 0.9913 2020-10-22 08:19:48,546 - mmaction - INFO - Epoch [41][140/396] lr: 1.500e-03, eta: 13:04:35, time: 1.016, data_time: 0.002, memory: 8337, top1_acc: 0.7810, top5_acc: 0.9245, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.6530, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9955, loss/aux0: 0.9955 2020-10-22 08:20:27,317 - mmaction - INFO - Epoch [41][160/396] lr: 1.500e-03, eta: 13:03:26, time: 1.005, data_time: 0.000, memory: 8337, top1_acc: 0.7841, top5_acc: 0.9258, loss_cls: 0.8377, loss: 0.8377, grad_norm: 3.5814, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9348, loss/aux0: 0.9348 2020-10-22 08:20:30,169 - mmaction - INFO - Epoch [41][160/396] lr: 1.500e-03, eta: 13:03:58, time: 1.093, data_time: 0.004, memory: 8337, top1_acc: 0.7841, top5_acc: 0.9258, loss_cls: 0.8377, loss: 0.8377, grad_norm: 3.6018, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9378, loss/aux0: 0.9378 2020-10-22 08:21:08,962 - mmaction - INFO - Epoch [41][180/396] lr: 1.500e-03, eta: 13:02:50, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.7924, top5_acc: 0.9266, loss_cls: 0.8136, loss: 0.8136, grad_norm: 3.5427, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9576, loss/aux0: 0.9576 2020-10-22 08:21:10,854 - mmaction - INFO - Epoch [41][180/396] lr: 1.500e-03, eta: 13:03:20, time: 1.016, data_time: 0.002, memory: 8337, top1_acc: 0.7924, top5_acc: 0.9266, loss_cls: 0.8136, loss: 0.8136, grad_norm: 3.5016, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9483, loss/aux0: 0.9483 2020-10-22 08:21:49,221 - mmaction - INFO - Epoch [41][200/396] lr: 1.500e-03, eta: 13:02:12, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.7794, top5_acc: 0.9201, loss_cls: 0.8300, loss: 0.8300, grad_norm: 3.6578, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9561, loss/aux0: 0.9561 2020-10-22 08:21:52,059 - mmaction - INFO - Epoch [41][200/396] lr: 1.500e-03, eta: 13:02:42, time: 1.036, data_time: 0.002, memory: 8337, top1_acc: 0.7794, top5_acc: 0.9201, loss_cls: 0.8300, loss: 0.8300, grad_norm: 3.6396, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9677, loss/aux0: 0.9677 2020-10-22 08:22:33,196 - mmaction - INFO - Epoch [41][220/396] lr: 1.500e-03, eta: 13:01:38, time: 1.155, data_time: 0.000, memory: 8337, top1_acc: 0.7815, top5_acc: 0.9250, loss_cls: 0.8380, loss: 0.8380, grad_norm: 3.6772, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9818, loss/aux0: 0.9818 2020-10-22 08:22:33,794 - mmaction - INFO - Epoch [41][220/396] lr: 1.500e-03, eta: 13:02:11, time: 1.140, data_time: 0.003, memory: 8337, top1_acc: 0.7815, top5_acc: 0.9250, loss_cls: 0.8380, loss: 0.8380, grad_norm: 3.7066, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9771, loss/aux0: 0.9771 2020-10-22 08:23:13,106 - mmaction - INFO - Epoch [41][240/396] lr: 1.500e-03, eta: 13:01:03, time: 1.041, data_time: 0.000, memory: 8337, top1_acc: 0.7958, top5_acc: 0.9203, loss_cls: 0.8365, loss: 0.8365, grad_norm: 3.6153, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9918, loss/aux0: 0.9918 2020-10-22 08:23:13,736 - mmaction - INFO - Epoch [41][240/396] lr: 1.500e-03, eta: 13:01:34, time: 1.041, data_time: 0.002, memory: 8337, top1_acc: 0.7958, top5_acc: 0.9203, loss_cls: 0.8365, loss: 0.8365, grad_norm: 3.6243, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9884, loss/aux0: 0.9884 2020-10-22 08:23:54,234 - mmaction - INFO - Epoch [41][260/396] lr: 1.500e-03, eta: 13:00:27, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.7818, top5_acc: 0.9234, loss_cls: 0.8441, loss: 0.8441, grad_norm: 3.7919, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0028, loss/aux0: 1.0028 2020-10-22 08:23:54,836 - mmaction - INFO - Epoch [41][260/396] lr: 1.500e-03, eta: 13:00:58, time: 1.047, data_time: 0.002, memory: 8337, top1_acc: 0.7818, top5_acc: 0.9234, loss_cls: 0.8441, loss: 0.8441, grad_norm: 3.7976, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0141, loss/aux0: 1.0141 2020-10-22 08:24:34,152 - mmaction - INFO - Epoch [41][280/396] lr: 1.500e-03, eta: 12:59:49, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.7932, top5_acc: 0.9286, loss_cls: 0.8294, loss: 0.8294, grad_norm: 3.6030, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9419, loss/aux0: 0.9419 2020-10-22 08:24:37,090 - mmaction - INFO - Epoch [41][280/396] lr: 1.500e-03, eta: 13:00:22, time: 1.106, data_time: 0.002, memory: 8337, top1_acc: 0.7932, top5_acc: 0.9286, loss_cls: 0.8294, loss: 0.8294, grad_norm: 3.6125, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9344, loss/aux0: 0.9344 2020-10-22 08:25:15,395 - mmaction - INFO - Epoch [41][300/396] lr: 1.500e-03, eta: 12:59:13, time: 1.023, data_time: 0.000, memory: 8337, top1_acc: 0.7956, top5_acc: 0.9271, loss_cls: 0.8023, loss: 0.8023, grad_norm: 3.6248, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9284, loss/aux0: 0.9284 2020-10-22 08:25:16,636 - mmaction - INFO - Epoch [41][300/396] lr: 1.500e-03, eta: 12:59:44, time: 1.043, data_time: 0.002, memory: 8337, top1_acc: 0.7956, top5_acc: 0.9271, loss_cls: 0.8023, loss: 0.8023, grad_norm: 3.6321, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9246, loss/aux0: 0.9246 2020-10-22 08:25:55,476 - mmaction - INFO - Epoch [41][320/396] lr: 1.500e-03, eta: 12:58:35, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.7810, top5_acc: 0.9255, loss_cls: 0.8369, loss: 0.8369, grad_norm: 3.6503, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9879, loss/aux0: 0.9879 2020-10-22 08:25:58,170 - mmaction - INFO - Epoch [41][320/396] lr: 1.500e-03, eta: 12:59:05, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.7810, top5_acc: 0.9255, loss_cls: 0.8369, loss: 0.8369, grad_norm: 3.6617, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9918, loss/aux0: 0.9918 2020-10-22 08:26:38,912 - mmaction - INFO - Epoch [41][340/396] lr: 1.500e-03, eta: 12:57:58, time: 1.066, data_time: 0.000, memory: 8337, top1_acc: 0.7956, top5_acc: 0.9326, loss_cls: 0.7913, loss: 0.7913, grad_norm: 3.6928, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9772, loss/aux0: 0.9772 2020-10-22 08:26:39,533 - mmaction - INFO - Epoch [41][340/396] lr: 1.500e-03, eta: 12:58:29, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.7956, top5_acc: 0.9326, loss_cls: 0.7913, loss: 0.7913, grad_norm: 3.6790, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9747, loss/aux0: 0.9747 2020-10-22 08:27:21,614 - mmaction - INFO - Epoch [41][360/396] lr: 1.500e-03, eta: 12:57:20, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.7865, top5_acc: 0.9268, loss_cls: 0.8279, loss: 0.8279, grad_norm: 3.7773, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9039, loss_cls/aux0: 0.9900, loss/aux0: 0.9900 2020-10-22 08:27:22,261 - mmaction - INFO - Epoch [41][360/396] lr: 1.500e-03, eta: 12:57:49, time: 1.001, data_time: 0.003, memory: 8337, top1_acc: 0.7865, top5_acc: 0.9268, loss_cls: 0.8279, loss: 0.8279, grad_norm: 3.7747, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9029, loss_cls/aux0: 0.9992, loss/aux0: 0.9992 2020-10-22 08:28:02,849 - mmaction - INFO - Epoch [41][380/396] lr: 1.500e-03, eta: 12:56:42, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.7958, top5_acc: 0.9323, loss_cls: 0.7848, loss: 0.7848, grad_norm: 3.5865, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9008, loss/aux0: 0.9008 2020-10-22 08:28:03,473 - mmaction - INFO - Epoch [41][380/396] lr: 1.500e-03, eta: 12:57:11, time: 1.030, data_time: 0.002, memory: 8337, top1_acc: 0.7958, top5_acc: 0.9323, loss_cls: 0.7848, loss: 0.7848, grad_norm: 3.5737, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8757, loss/aux0: 0.8757 2020-10-22 08:29:50,133 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-10-22 08:32:41,608 - mmaction - INFO - Epoch [42][20/396] lr: 1.500e-03, eta: 12:54:46, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8065, top5_acc: 0.9375, loss_cls: 0.7648, loss: 0.7648, grad_norm: 3.7627, top1_acc/aux0: 0.7497, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9444, loss/aux0: 0.9444 2020-10-22 08:32:42,209 - mmaction - INFO - Epoch [42][20/396] lr: 1.500e-03, eta: 12:55:15, time: 1.021, data_time: 0.002, memory: 8337, top1_acc: 0.8065, top5_acc: 0.9375, loss_cls: 0.7648, loss: 0.7648, grad_norm: 3.7499, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9366, loss/aux0: 0.9366 2020-10-22 08:33:22,510 - mmaction - INFO - Epoch [42][40/396] lr: 1.500e-03, eta: 12:54:08, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.7904, top5_acc: 0.9250, loss_cls: 0.7970, loss: 0.7970, grad_norm: 3.7554, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9620, loss/aux0: 0.9620 2020-10-22 08:33:23,139 - mmaction - INFO - Epoch [42][40/396] lr: 1.500e-03, eta: 12:54:38, time: 1.045, data_time: 0.004, memory: 8337, top1_acc: 0.7904, top5_acc: 0.9250, loss_cls: 0.7970, loss: 0.7970, grad_norm: 3.7461, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9654, loss/aux0: 0.9654 2020-10-22 08:34:03,285 - mmaction - INFO - Epoch [42][60/396] lr: 1.500e-03, eta: 12:53:28, time: 0.953, data_time: 0.000, memory: 8337, top1_acc: 0.8073, top5_acc: 0.9344, loss_cls: 0.7451, loss: 0.7451, grad_norm: 3.6074, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9432, loss/aux0: 0.9432 2020-10-22 08:34:03,884 - mmaction - INFO - Epoch [42][60/396] lr: 1.500e-03, eta: 12:53:56, time: 0.954, data_time: 0.002, memory: 8337, top1_acc: 0.8073, top5_acc: 0.9344, loss_cls: 0.7451, loss: 0.7451, grad_norm: 3.5732, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9488, loss/aux0: 0.9488 2020-10-22 08:34:45,355 - mmaction - INFO - Epoch [42][80/396] lr: 1.500e-03, eta: 12:52:50, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.7969, top5_acc: 0.9312, loss_cls: 0.7883, loss: 0.7883, grad_norm: 3.6279, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9116, loss/aux0: 0.9116 2020-10-22 08:34:45,968 - mmaction - INFO - Epoch [42][80/396] lr: 1.500e-03, eta: 12:53:20, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.7969, top5_acc: 0.9312, loss_cls: 0.7883, loss: 0.7883, grad_norm: 3.6700, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9143, loss/aux0: 0.9143 2020-10-22 08:35:24,717 - mmaction - INFO - Epoch [42][100/396] lr: 1.500e-03, eta: 12:52:13, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.7940, top5_acc: 0.9297, loss_cls: 0.8116, loss: 0.8116, grad_norm: 3.7949, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9362, loss/aux0: 0.9362 2020-10-22 08:35:26,353 - mmaction - INFO - Epoch [42][100/396] lr: 1.500e-03, eta: 12:52:44, time: 1.081, data_time: 0.002, memory: 8337, top1_acc: 0.7940, top5_acc: 0.9297, loss_cls: 0.8116, loss: 0.8116, grad_norm: 3.7993, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9287, loss/aux0: 0.9287 2020-10-22 08:36:05,810 - mmaction - INFO - Epoch [42][120/396] lr: 1.500e-03, eta: 12:51:36, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.8029, top5_acc: 0.9346, loss_cls: 0.7742, loss: 0.7742, grad_norm: 3.6288, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8992, loss/aux0: 0.8992 2020-10-22 08:36:07,662 - mmaction - INFO - Epoch [42][120/396] lr: 1.500e-03, eta: 12:52:06, time: 1.067, data_time: 0.003, memory: 8337, top1_acc: 0.8029, top5_acc: 0.9346, loss_cls: 0.7742, loss: 0.7742, grad_norm: 3.6303, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9045, loss/aux0: 0.9045 2020-10-22 08:36:45,080 - mmaction - INFO - Epoch [42][140/396] lr: 1.500e-03, eta: 12:50:58, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8049, top5_acc: 0.9357, loss_cls: 0.7581, loss: 0.7581, grad_norm: 3.6762, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9200, loss/aux0: 0.9200 2020-10-22 08:36:46,736 - mmaction - INFO - Epoch [42][140/396] lr: 1.500e-03, eta: 12:51:26, time: 0.968, data_time: 0.003, memory: 8337, top1_acc: 0.8049, top5_acc: 0.9357, loss_cls: 0.7581, loss: 0.7581, grad_norm: 3.6772, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9301, loss/aux0: 0.9301 2020-10-22 08:37:26,517 - mmaction - INFO - Epoch [42][160/396] lr: 1.500e-03, eta: 12:50:19, time: 1.054, data_time: 0.000, memory: 8337, top1_acc: 0.8008, top5_acc: 0.9344, loss_cls: 0.7790, loss: 0.7790, grad_norm: 3.6660, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9732, loss/aux0: 0.9732 2020-10-22 08:37:29,175 - mmaction - INFO - Epoch [42][160/396] lr: 1.500e-03, eta: 12:50:49, time: 1.049, data_time: 0.003, memory: 8337, top1_acc: 0.8008, top5_acc: 0.9344, loss_cls: 0.7790, loss: 0.7790, grad_norm: 3.6531, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9477, loss/aux0: 0.9477 2020-10-22 08:38:08,289 - mmaction - INFO - Epoch [42][180/396] lr: 1.500e-03, eta: 12:49:40, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.7930, top5_acc: 0.9352, loss_cls: 0.7814, loss: 0.7814, grad_norm: 3.5387, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9448, loss/aux0: 0.9448 2020-10-22 08:38:11,124 - mmaction - INFO - Epoch [42][180/396] lr: 1.500e-03, eta: 12:50:09, time: 1.038, data_time: 0.003, memory: 8337, top1_acc: 0.7930, top5_acc: 0.9352, loss_cls: 0.7814, loss: 0.7814, grad_norm: 3.5323, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9529, loss/aux0: 0.9529 2020-10-22 08:38:49,870 - mmaction - INFO - Epoch [42][200/396] lr: 1.500e-03, eta: 12:49:03, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.8016, top5_acc: 0.9315, loss_cls: 0.7709, loss: 0.7709, grad_norm: 3.6816, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9416, loss/aux0: 0.9416 2020-10-22 08:38:51,426 - mmaction - INFO - Epoch [42][200/396] lr: 1.500e-03, eta: 12:49:33, time: 1.041, data_time: 0.002, memory: 8337, top1_acc: 0.8016, top5_acc: 0.9315, loss_cls: 0.7709, loss: 0.7709, grad_norm: 3.6497, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9431, loss/aux0: 0.9431 2020-10-22 08:39:31,104 - mmaction - INFO - Epoch [42][220/396] lr: 1.500e-03, eta: 12:48:25, time: 1.016, data_time: 0.017, memory: 8337, top1_acc: 0.8036, top5_acc: 0.9380, loss_cls: 0.7628, loss: 0.7628, grad_norm: 3.6050, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9007, loss/aux0: 0.9007 2020-10-22 08:39:33,936 - mmaction - INFO - Epoch [42][220/396] lr: 1.500e-03, eta: 12:48:57, time: 1.129, data_time: 0.019, memory: 8337, top1_acc: 0.8036, top5_acc: 0.9380, loss_cls: 0.7628, loss: 0.7628, grad_norm: 3.6364, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9013, loss/aux0: 0.9013 2020-10-22 08:40:12,949 - mmaction - INFO - Epoch [42][240/396] lr: 1.500e-03, eta: 12:47:51, time: 1.041, data_time: 0.000, memory: 8337, top1_acc: 0.8049, top5_acc: 0.9339, loss_cls: 0.7584, loss: 0.7584, grad_norm: 3.5718, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9303, loss/aux0: 0.9303 2020-10-22 08:40:14,895 - mmaction - INFO - Epoch [42][240/396] lr: 1.500e-03, eta: 12:48:20, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.8049, top5_acc: 0.9339, loss_cls: 0.7584, loss: 0.7584, grad_norm: 3.5686, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9391, loss/aux0: 0.9391 2020-10-22 08:40:54,322 - mmaction - INFO - Epoch [42][260/396] lr: 1.500e-03, eta: 12:47:12, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.7984, top5_acc: 0.9315, loss_cls: 0.7692, loss: 0.7692, grad_norm: 3.6489, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9111, loss/aux0: 0.9111 2020-10-22 08:40:56,204 - mmaction - INFO - Epoch [42][260/396] lr: 1.500e-03, eta: 12:47:41, time: 1.024, data_time: 0.001, memory: 8337, top1_acc: 0.7984, top5_acc: 0.9315, loss_cls: 0.7692, loss: 0.7692, grad_norm: 3.6939, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9141, loss/aux0: 0.9141 2020-10-22 08:41:35,308 - mmaction - INFO - Epoch [42][280/396] lr: 1.500e-03, eta: 12:46:34, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.7945, top5_acc: 0.9260, loss_cls: 0.7827, loss: 0.7827, grad_norm: 3.6422, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9350, loss/aux0: 0.9350 2020-10-22 08:41:35,914 - mmaction - INFO - Epoch [42][280/396] lr: 1.500e-03, eta: 12:47:02, time: 1.002, data_time: 0.002, memory: 8337, top1_acc: 0.7945, top5_acc: 0.9260, loss_cls: 0.7827, loss: 0.7827, grad_norm: 3.6429, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9289, loss/aux0: 0.9289 2020-10-22 08:42:15,027 - mmaction - INFO - Epoch [42][300/396] lr: 1.500e-03, eta: 12:45:52, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.8107, top5_acc: 0.9365, loss_cls: 0.7366, loss: 0.7366, grad_norm: 3.6692, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9279, loss/aux0: 0.9279 2020-10-22 08:42:17,030 - mmaction - INFO - Epoch [42][300/396] lr: 1.500e-03, eta: 12:46:20, time: 0.997, data_time: 0.002, memory: 8337, top1_acc: 0.8107, top5_acc: 0.9365, loss_cls: 0.7366, loss: 0.7366, grad_norm: 3.6716, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9228, loss/aux0: 0.9228 2020-10-22 08:42:57,106 - mmaction - INFO - Epoch [42][320/396] lr: 1.500e-03, eta: 12:45:14, time: 1.052, data_time: 0.000, memory: 8337, top1_acc: 0.7995, top5_acc: 0.9302, loss_cls: 0.7819, loss: 0.7819, grad_norm: 3.7474, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9383, loss/aux0: 0.9383 2020-10-22 08:42:57,709 - mmaction - INFO - Epoch [42][320/396] lr: 1.500e-03, eta: 12:45:42, time: 1.021, data_time: 0.002, memory: 8337, top1_acc: 0.7995, top5_acc: 0.9302, loss_cls: 0.7819, loss: 0.7819, grad_norm: 3.7318, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9399, loss/aux0: 0.9399 2020-10-22 08:43:36,879 - mmaction - INFO - Epoch [42][340/396] lr: 1.500e-03, eta: 12:44:36, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.8128, top5_acc: 0.9396, loss_cls: 0.7376, loss: 0.7376, grad_norm: 3.5709, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8978, loss/aux0: 0.8978 2020-10-22 08:43:37,505 - mmaction - INFO - Epoch [42][340/396] lr: 1.500e-03, eta: 12:45:05, time: 1.049, data_time: 0.002, memory: 8337, top1_acc: 0.8128, top5_acc: 0.9396, loss_cls: 0.7376, loss: 0.7376, grad_norm: 3.5897, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8985, loss/aux0: 0.8985 2020-10-22 08:44:18,977 - mmaction - INFO - Epoch [42][360/396] lr: 1.500e-03, eta: 12:43:59, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.8102, top5_acc: 0.9354, loss_cls: 0.7312, loss: 0.7312, grad_norm: 3.6991, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9128, loss/aux0: 0.9128 2020-10-22 08:44:19,578 - mmaction - INFO - Epoch [42][360/396] lr: 1.500e-03, eta: 12:44:28, time: 1.049, data_time: 0.003, memory: 8337, top1_acc: 0.8102, top5_acc: 0.9354, loss_cls: 0.7312, loss: 0.7312, grad_norm: 3.6980, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9187, loss/aux0: 0.9187 2020-10-22 08:45:02,222 - mmaction - INFO - Epoch [42][380/396] lr: 1.500e-03, eta: 12:43:23, time: 1.089, data_time: 0.000, memory: 8337, top1_acc: 0.7990, top5_acc: 0.9378, loss_cls: 0.7721, loss: 0.7721, grad_norm: 3.6709, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8966, loss/aux0: 0.8966 2020-10-22 08:45:02,836 - mmaction - INFO - Epoch [42][380/396] lr: 1.500e-03, eta: 12:43:54, time: 1.090, data_time: 0.003, memory: 8337, top1_acc: 0.7990, top5_acc: 0.9378, loss_cls: 0.7721, loss: 0.7721, grad_norm: 3.6631, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8862, loss/aux0: 0.8862 2020-10-22 08:46:48,039 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-10-22 08:49:40,996 - mmaction - INFO - Epoch [43][20/396] lr: 1.500e-03, eta: 12:41:30, time: 0.993, data_time: 0.233, memory: 8337, top1_acc: 0.8034, top5_acc: 0.9281, loss_cls: 0.7734, loss: 0.7734, grad_norm: 3.6576, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9202, loss/aux0: 0.9202 2020-10-22 08:49:41,654 - mmaction - INFO - Epoch [43][20/396] lr: 1.500e-03, eta: 12:41:58, time: 0.992, data_time: 0.228, memory: 8337, top1_acc: 0.8034, top5_acc: 0.9281, loss_cls: 0.7734, loss: 0.7734, grad_norm: 3.6721, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9191, loss/aux0: 0.9191 2020-10-22 08:50:22,418 - mmaction - INFO - Epoch [43][40/396] lr: 1.500e-03, eta: 12:40:50, time: 1.000, data_time: 0.050, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.7197, loss: 0.7197, grad_norm: 3.5362, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8617, loss/aux0: 0.8617 2020-10-22 08:50:23,354 - mmaction - INFO - Epoch [43][40/396] lr: 1.500e-03, eta: 12:41:18, time: 1.017, data_time: 0.051, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.7197, loss: 0.7197, grad_norm: 3.5552, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8647, loss/aux0: 0.8647 2020-10-22 08:51:03,582 - mmaction - INFO - Epoch [43][60/396] lr: 1.500e-03, eta: 12:40:13, time: 1.041, data_time: 0.131, memory: 8337, top1_acc: 0.8135, top5_acc: 0.9388, loss_cls: 0.7196, loss: 0.7196, grad_norm: 3.6661, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9152, loss/aux0: 0.9152 2020-10-22 08:51:04,445 - mmaction - INFO - Epoch [43][60/396] lr: 1.500e-03, eta: 12:40:41, time: 1.037, data_time: 0.134, memory: 8337, top1_acc: 0.8135, top5_acc: 0.9388, loss_cls: 0.7196, loss: 0.7196, grad_norm: 3.6715, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9131, loss/aux0: 0.9131 2020-10-22 08:51:42,716 - mmaction - INFO - Epoch [43][80/396] lr: 1.500e-03, eta: 12:39:34, time: 1.002, data_time: 0.026, memory: 8337, top1_acc: 0.8023, top5_acc: 0.9279, loss_cls: 0.7760, loss: 0.7760, grad_norm: 3.6506, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8620, loss/aux0: 0.8620 2020-10-22 08:51:45,478 - mmaction - INFO - Epoch [43][80/396] lr: 1.500e-03, eta: 12:40:04, time: 1.083, data_time: 0.013, memory: 8337, top1_acc: 0.8023, top5_acc: 0.9279, loss_cls: 0.7760, loss: 0.7760, grad_norm: 3.6783, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8715, loss/aux0: 0.8715 2020-10-22 08:52:23,049 - mmaction - INFO - Epoch [43][100/396] lr: 1.500e-03, eta: 12:38:57, time: 0.994, data_time: 0.065, memory: 8337, top1_acc: 0.8109, top5_acc: 0.9451, loss_cls: 0.7228, loss: 0.7228, grad_norm: 3.6601, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9150, loss/aux0: 0.9150 2020-10-22 08:52:23,942 - mmaction - INFO - Epoch [43][100/396] lr: 1.500e-03, eta: 12:39:23, time: 0.952, data_time: 0.067, memory: 8337, top1_acc: 0.8109, top5_acc: 0.9451, loss_cls: 0.7228, loss: 0.7228, grad_norm: 3.6253, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9025, loss/aux0: 0.9025 2020-10-22 08:53:05,097 - mmaction - INFO - Epoch [43][120/396] lr: 1.500e-03, eta: 12:38:17, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.8076, top5_acc: 0.9346, loss_cls: 0.7389, loss: 0.7389, grad_norm: 3.5320, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8890, loss/aux0: 0.8890 2020-10-22 08:53:06,549 - mmaction - INFO - Epoch [43][120/396] lr: 1.500e-03, eta: 12:38:45, time: 1.031, data_time: 0.003, memory: 8337, top1_acc: 0.8076, top5_acc: 0.9346, loss_cls: 0.7389, loss: 0.7389, grad_norm: 3.5108, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8837, loss/aux0: 0.8837 2020-10-22 08:53:47,059 - mmaction - INFO - Epoch [43][140/396] lr: 1.500e-03, eta: 12:37:39, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.8096, top5_acc: 0.9357, loss_cls: 0.7461, loss: 0.7461, grad_norm: 3.6786, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.9112, loss/aux0: 0.9112 2020-10-22 08:53:47,674 - mmaction - INFO - Epoch [43][140/396] lr: 1.500e-03, eta: 12:38:07, time: 1.028, data_time: 0.003, memory: 8337, top1_acc: 0.8096, top5_acc: 0.9357, loss_cls: 0.7461, loss: 0.7461, grad_norm: 3.6543, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9218, loss/aux0: 0.9218 2020-10-22 08:54:27,050 - mmaction - INFO - Epoch [43][160/396] lr: 1.500e-03, eta: 12:37:00, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7680, loss: 0.7680, grad_norm: 3.7163, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9298, loss/aux0: 0.9298 2020-10-22 08:54:27,666 - mmaction - INFO - Epoch [43][160/396] lr: 1.500e-03, eta: 12:37:27, time: 1.001, data_time: 0.002, memory: 8337, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7680, loss: 0.7680, grad_norm: 3.7500, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9303, loss/aux0: 0.9303 2020-10-22 08:55:06,872 - mmaction - INFO - Epoch [43][180/396] lr: 1.500e-03, eta: 12:36:20, time: 0.980, data_time: 0.000, memory: 8337, top1_acc: 0.8122, top5_acc: 0.9312, loss_cls: 0.7491, loss: 0.7491, grad_norm: 3.6271, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9285, loss/aux0: 0.9285 2020-10-22 08:55:10,246 - mmaction - INFO - Epoch [43][180/396] lr: 1.500e-03, eta: 12:36:50, time: 1.119, data_time: 0.003, memory: 8337, top1_acc: 0.8122, top5_acc: 0.9312, loss_cls: 0.7491, loss: 0.7491, grad_norm: 3.6337, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9157, loss/aux0: 0.9157 2020-10-22 08:55:48,444 - mmaction - INFO - Epoch [43][200/396] lr: 1.500e-03, eta: 12:35:43, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.8003, top5_acc: 0.9292, loss_cls: 0.7702, loss: 0.7702, grad_norm: 3.5697, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9081, loss/aux0: 0.9081 2020-10-22 08:55:49,879 - mmaction - INFO - Epoch [43][200/396] lr: 1.500e-03, eta: 12:36:09, time: 0.955, data_time: 0.002, memory: 8337, top1_acc: 0.8003, top5_acc: 0.9292, loss_cls: 0.7702, loss: 0.7702, grad_norm: 3.5898, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9220, loss/aux0: 0.9220 2020-10-22 08:56:28,446 - mmaction - INFO - Epoch [43][220/396] lr: 1.500e-03, eta: 12:35:03, time: 1.037, data_time: 0.004, memory: 8337, top1_acc: 0.8143, top5_acc: 0.9328, loss_cls: 0.7463, loss: 0.7463, grad_norm: 3.6522, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9159, loss/aux0: 0.9159 2020-10-22 08:56:29,981 - mmaction - INFO - Epoch [43][220/396] lr: 1.500e-03, eta: 12:35:32, time: 1.041, data_time: 0.005, memory: 8337, top1_acc: 0.8143, top5_acc: 0.9328, loss_cls: 0.7463, loss: 0.7463, grad_norm: 3.6384, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9146, loss/aux0: 0.9146 2020-10-22 08:57:09,341 - mmaction - INFO - Epoch [43][240/396] lr: 1.500e-03, eta: 12:34:26, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9422, loss_cls: 0.6985, loss: 0.6985, grad_norm: 3.5933, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9023, loss/aux0: 0.9023 2020-10-22 08:57:09,964 - mmaction - INFO - Epoch [43][240/396] lr: 1.500e-03, eta: 12:34:53, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9422, loss_cls: 0.6985, loss: 0.6985, grad_norm: 3.6016, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9063, loss/aux0: 0.9063 2020-10-22 08:57:50,135 - mmaction - INFO - Epoch [43][260/396] lr: 1.500e-03, eta: 12:33:48, time: 1.042, data_time: 0.000, memory: 8337, top1_acc: 0.8117, top5_acc: 0.9346, loss_cls: 0.7393, loss: 0.7393, grad_norm: 3.7046, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9341, loss/aux0: 0.9341 2020-10-22 08:57:51,329 - mmaction - INFO - Epoch [43][260/396] lr: 1.500e-03, eta: 12:34:17, time: 1.070, data_time: 0.002, memory: 8337, top1_acc: 0.8117, top5_acc: 0.9346, loss_cls: 0.7393, loss: 0.7393, grad_norm: 3.6959, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9327, loss/aux0: 0.9327 2020-10-22 08:58:31,561 - mmaction - INFO - Epoch [43][280/396] lr: 1.500e-03, eta: 12:33:11, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8070, top5_acc: 0.9305, loss_cls: 0.7669, loss: 0.7669, grad_norm: 3.8324, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9052, loss/aux0: 0.9052 2020-10-22 08:58:34,018 - mmaction - INFO - Epoch [43][280/396] lr: 1.500e-03, eta: 12:33:39, time: 1.050, data_time: 0.002, memory: 8337, top1_acc: 0.8070, top5_acc: 0.9305, loss_cls: 0.7669, loss: 0.7669, grad_norm: 3.8324, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.9041, loss/aux0: 0.9041 2020-10-22 08:59:11,777 - mmaction - INFO - Epoch [43][300/396] lr: 1.500e-03, eta: 12:32:34, time: 1.030, data_time: 0.132, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9349, loss_cls: 0.7254, loss: 0.7254, grad_norm: 3.5843, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9089, loss/aux0: 0.9089 2020-10-22 08:59:12,393 - mmaction - INFO - Epoch [43][300/396] lr: 1.500e-03, eta: 12:32:59, time: 0.944, data_time: 0.129, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9349, loss_cls: 0.7254, loss: 0.7254, grad_norm: 3.5718, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9022, loss/aux0: 0.9022 2020-10-22 08:59:55,124 - mmaction - INFO - Epoch [43][320/396] lr: 1.500e-03, eta: 12:31:53, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8060, top5_acc: 0.9359, loss_cls: 0.7728, loss: 0.7728, grad_norm: 3.6527, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8864, loss/aux0: 0.8864 2020-10-22 08:59:55,737 - mmaction - INFO - Epoch [43][320/396] lr: 1.500e-03, eta: 12:32:21, time: 1.033, data_time: 0.003, memory: 8337, top1_acc: 0.8060, top5_acc: 0.9359, loss_cls: 0.7728, loss: 0.7728, grad_norm: 3.6920, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8952, loss/aux0: 0.8952 2020-10-22 09:00:44,167 - mmaction - INFO - Epoch [43][340/396] lr: 1.500e-03, eta: 12:31:17, time: 1.105, data_time: 0.010, memory: 8337, top1_acc: 0.7948, top5_acc: 0.9279, loss_cls: 0.7837, loss: 0.7837, grad_norm: 3.7065, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9043, loss/aux0: 0.9043 2020-10-22 09:00:44,878 - mmaction - INFO - Epoch [43][340/396] lr: 1.500e-03, eta: 12:31:47, time: 1.110, data_time: 0.020, memory: 8337, top1_acc: 0.7948, top5_acc: 0.9279, loss_cls: 0.7837, loss: 0.7837, grad_norm: 3.6804, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8932, loss/aux0: 0.8932 2020-10-22 09:01:24,558 - mmaction - INFO - Epoch [43][360/396] lr: 1.500e-03, eta: 12:30:41, time: 1.013, data_time: 0.060, memory: 8337, top1_acc: 0.8099, top5_acc: 0.9370, loss_cls: 0.7399, loss: 0.7399, grad_norm: 3.6169, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8642, loss/aux0: 0.8642 2020-10-22 09:01:25,190 - mmaction - INFO - Epoch [43][360/396] lr: 1.500e-03, eta: 12:31:08, time: 1.014, data_time: 0.061, memory: 8337, top1_acc: 0.8099, top5_acc: 0.9370, loss_cls: 0.7399, loss: 0.7399, grad_norm: 3.6377, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8661, loss/aux0: 0.8661 2020-10-22 09:02:05,048 - mmaction - INFO - Epoch [43][380/396] lr: 1.500e-03, eta: 12:30:02, time: 1.013, data_time: 0.114, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9393, loss_cls: 0.7115, loss: 0.7115, grad_norm: 3.7418, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8486, loss/aux0: 0.8486 2020-10-22 09:02:05,648 - mmaction - INFO - Epoch [43][380/396] lr: 1.500e-03, eta: 12:30:29, time: 1.014, data_time: 0.117, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9393, loss_cls: 0.7115, loss: 0.7115, grad_norm: 3.7404, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8436, loss/aux0: 0.8436 2020-10-22 09:04:03,412 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-10-22 09:07:02,574 - mmaction - INFO - Epoch [44][20/396] lr: 1.500e-03, eta: 12:28:11, time: 1.087, data_time: 0.394, memory: 8337, top1_acc: 0.8216, top5_acc: 0.9375, loss_cls: 0.7278, loss: 0.7278, grad_norm: 3.5804, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8485, loss/aux0: 0.8485 2020-10-22 09:07:03,184 - mmaction - INFO - Epoch [44][20/396] lr: 1.500e-03, eta: 12:28:40, time: 1.088, data_time: 0.397, memory: 8337, top1_acc: 0.8216, top5_acc: 0.9375, loss_cls: 0.7278, loss: 0.7278, grad_norm: 3.5913, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8532, loss/aux0: 0.8532 2020-10-22 09:07:44,660 - mmaction - INFO - Epoch [44][40/396] lr: 1.500e-03, eta: 12:27:33, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.8260, top5_acc: 0.9396, loss_cls: 0.6931, loss: 0.6931, grad_norm: 3.6256, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8459, loss/aux0: 0.8459 2020-10-22 09:07:45,258 - mmaction - INFO - Epoch [44][40/396] lr: 1.500e-03, eta: 12:27:59, time: 0.975, data_time: 0.002, memory: 8337, top1_acc: 0.8260, top5_acc: 0.9396, loss_cls: 0.6931, loss: 0.6931, grad_norm: 3.6571, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8389, loss/aux0: 0.8389 2020-10-22 09:08:24,496 - mmaction - INFO - Epoch [44][60/396] lr: 1.500e-03, eta: 12:26:55, time: 1.075, data_time: 0.384, memory: 8337, top1_acc: 0.8135, top5_acc: 0.9419, loss_cls: 0.7088, loss: 0.7088, grad_norm: 3.6806, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8610, loss/aux0: 0.8610 2020-10-22 09:08:26,458 - mmaction - INFO - Epoch [44][60/396] lr: 1.500e-03, eta: 12:27:23, time: 1.047, data_time: 0.360, memory: 8337, top1_acc: 0.8135, top5_acc: 0.9419, loss_cls: 0.7088, loss: 0.7088, grad_norm: 3.6893, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8657, loss/aux0: 0.8657 2020-10-22 09:09:04,583 - mmaction - INFO - Epoch [44][80/396] lr: 1.500e-03, eta: 12:26:17, time: 1.017, data_time: 0.289, memory: 8337, top1_acc: 0.8044, top5_acc: 0.9385, loss_cls: 0.7432, loss: 0.7432, grad_norm: 3.6239, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8998, loss/aux0: 0.8998 2020-10-22 09:09:06,467 - mmaction - INFO - Epoch [44][80/396] lr: 1.500e-03, eta: 12:26:43, time: 0.974, data_time: 0.216, memory: 8337, top1_acc: 0.8044, top5_acc: 0.9385, loss_cls: 0.7432, loss: 0.7432, grad_norm: 3.6190, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8943, loss/aux0: 0.8943 2020-10-22 09:09:46,130 - mmaction - INFO - Epoch [44][100/396] lr: 1.500e-03, eta: 12:25:39, time: 1.070, data_time: 0.016, memory: 8337, top1_acc: 0.8185, top5_acc: 0.9388, loss_cls: 0.7204, loss: 0.7204, grad_norm: 3.7022, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8760, loss/aux0: 0.8760 2020-10-22 09:09:47,615 - mmaction - INFO - Epoch [44][100/396] lr: 1.500e-03, eta: 12:26:06, time: 1.026, data_time: 0.003, memory: 8337, top1_acc: 0.8185, top5_acc: 0.9388, loss_cls: 0.7204, loss: 0.7204, grad_norm: 3.7051, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8789, loss/aux0: 0.8789 2020-10-22 09:10:26,677 - mmaction - INFO - Epoch [44][120/396] lr: 1.500e-03, eta: 12:25:01, time: 1.046, data_time: 0.097, memory: 8337, top1_acc: 0.8146, top5_acc: 0.9411, loss_cls: 0.7243, loss: 0.7243, grad_norm: 3.7769, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9236, loss/aux0: 0.9236 2020-10-22 09:10:27,963 - mmaction - INFO - Epoch [44][120/396] lr: 1.500e-03, eta: 12:25:29, time: 1.057, data_time: 0.099, memory: 8337, top1_acc: 0.8146, top5_acc: 0.9411, loss_cls: 0.7243, loss: 0.7243, grad_norm: 3.8165, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9271, loss/aux0: 0.9271 2020-10-22 09:11:07,422 - mmaction - INFO - Epoch [44][140/396] lr: 1.500e-03, eta: 12:24:23, time: 1.018, data_time: 0.033, memory: 8337, top1_acc: 0.8102, top5_acc: 0.9393, loss_cls: 0.7390, loss: 0.7390, grad_norm: 3.7412, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9259, loss/aux0: 0.9259 2020-10-22 09:11:10,251 - mmaction - INFO - Epoch [44][140/396] lr: 1.500e-03, eta: 12:24:52, time: 1.096, data_time: 0.059, memory: 8337, top1_acc: 0.8102, top5_acc: 0.9393, loss_cls: 0.7390, loss: 0.7390, grad_norm: 3.7127, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9283, loss/aux0: 0.9283 2020-10-22 09:11:47,801 - mmaction - INFO - Epoch [44][160/396] lr: 1.500e-03, eta: 12:23:47, time: 1.031, data_time: 0.086, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9383, loss_cls: 0.6975, loss: 0.6975, grad_norm: 3.6259, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8456, loss/aux0: 0.8456 2020-10-22 09:11:48,452 - mmaction - INFO - Epoch [44][160/396] lr: 1.500e-03, eta: 12:24:13, time: 0.991, data_time: 0.045, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9383, loss_cls: 0.6975, loss: 0.6975, grad_norm: 3.6036, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8432, loss/aux0: 0.8432 2020-10-22 09:12:29,601 - mmaction - INFO - Epoch [44][180/396] lr: 1.500e-03, eta: 12:23:08, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9372, loss_cls: 0.7143, loss: 0.7143, grad_norm: 3.6683, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9064, loss/aux0: 0.9064 2020-10-22 09:12:30,312 - mmaction - INFO - Epoch [44][180/396] lr: 1.500e-03, eta: 12:23:34, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9372, loss_cls: 0.7143, loss: 0.7143, grad_norm: 3.6596, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8998, loss/aux0: 0.8998 2020-10-22 09:13:11,665 - mmaction - INFO - Epoch [44][200/396] lr: 1.500e-03, eta: 12:22:30, time: 1.070, data_time: 0.000, memory: 8337, top1_acc: 0.8081, top5_acc: 0.9299, loss_cls: 0.7646, loss: 0.7646, grad_norm: 3.7835, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8888, loss/aux0: 0.8888 2020-10-22 09:13:12,309 - mmaction - INFO - Epoch [44][200/396] lr: 1.500e-03, eta: 12:22:58, time: 1.073, data_time: 0.003, memory: 8337, top1_acc: 0.8081, top5_acc: 0.9299, loss_cls: 0.7646, loss: 0.7646, grad_norm: 3.8087, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8993, loss/aux0: 0.8993 2020-10-22 09:13:52,382 - mmaction - INFO - Epoch [44][220/396] lr: 1.500e-03, eta: 12:21:54, time: 1.061, data_time: 0.000, memory: 8337, top1_acc: 0.8102, top5_acc: 0.9349, loss_cls: 0.7338, loss: 0.7338, grad_norm: 3.6989, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9179, loss/aux0: 0.9179 2020-10-22 09:13:53,019 - mmaction - INFO - Epoch [44][220/396] lr: 1.500e-03, eta: 12:22:22, time: 1.062, data_time: 0.003, memory: 8337, top1_acc: 0.8102, top5_acc: 0.9349, loss_cls: 0.7338, loss: 0.7338, grad_norm: 3.7235, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9083, loss/aux0: 0.9083 2020-10-22 09:14:33,896 - mmaction - INFO - Epoch [44][240/396] lr: 1.500e-03, eta: 12:21:16, time: 0.992, data_time: 0.000, memory: 8337, top1_acc: 0.7982, top5_acc: 0.9401, loss_cls: 0.7568, loss: 0.7568, grad_norm: 3.7293, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8532, loss/aux0: 0.8532 2020-10-22 09:14:34,509 - mmaction - INFO - Epoch [44][240/396] lr: 1.500e-03, eta: 12:21:42, time: 0.993, data_time: 0.003, memory: 8337, top1_acc: 0.7982, top5_acc: 0.9401, loss_cls: 0.7568, loss: 0.7568, grad_norm: 3.7690, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8584, loss/aux0: 0.8584 2020-10-22 09:15:13,797 - mmaction - INFO - Epoch [44][260/396] lr: 1.500e-03, eta: 12:20:37, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.7032, loss: 0.7032, grad_norm: 3.5309, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8822, loss/aux0: 0.8822 2020-10-22 09:15:16,011 - mmaction - INFO - Epoch [44][260/396] lr: 1.500e-03, eta: 12:21:03, time: 1.007, data_time: 0.027, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.7032, loss: 0.7032, grad_norm: 3.4999, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8783, loss/aux0: 0.8783 2020-10-22 09:15:53,859 - mmaction - INFO - Epoch [44][280/396] lr: 1.500e-03, eta: 12:19:56, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.8164, top5_acc: 0.9385, loss_cls: 0.7311, loss: 0.7311, grad_norm: 3.6284, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8777, loss/aux0: 0.8777 2020-10-22 09:15:55,970 - mmaction - INFO - Epoch [44][280/396] lr: 1.500e-03, eta: 12:20:22, time: 1.004, data_time: 0.002, memory: 8337, top1_acc: 0.8164, top5_acc: 0.9385, loss_cls: 0.7311, loss: 0.7311, grad_norm: 3.6250, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8723, loss/aux0: 0.8723 2020-10-22 09:16:34,732 - mmaction - INFO - Epoch [44][300/396] lr: 1.500e-03, eta: 12:19:17, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9419, loss_cls: 0.7077, loss: 0.7077, grad_norm: 3.6245, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8479, loss/aux0: 0.8479 2020-10-22 09:16:36,467 - mmaction - INFO - Epoch [44][300/396] lr: 1.500e-03, eta: 12:19:43, time: 1.001, data_time: 0.002, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9419, loss_cls: 0.7077, loss: 0.7077, grad_norm: 3.5665, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8489, loss/aux0: 0.8489 2020-10-22 09:17:15,931 - mmaction - INFO - Epoch [44][320/396] lr: 1.500e-03, eta: 12:18:38, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8146, top5_acc: 0.9396, loss_cls: 0.7223, loss: 0.7223, grad_norm: 3.7632, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8571, loss/aux0: 0.8571 2020-10-22 09:17:17,679 - mmaction - INFO - Epoch [44][320/396] lr: 1.500e-03, eta: 12:19:04, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8146, top5_acc: 0.9396, loss_cls: 0.7223, loss: 0.7223, grad_norm: 3.7359, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8644, loss/aux0: 0.8644 2020-10-22 09:17:56,839 - mmaction - INFO - Epoch [44][340/396] lr: 1.500e-03, eta: 12:17:58, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9404, loss_cls: 0.6907, loss: 0.6907, grad_norm: 3.5519, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8420, loss/aux0: 0.8420 2020-10-22 09:17:58,274 - mmaction - INFO - Epoch [44][340/396] lr: 1.500e-03, eta: 12:18:24, time: 1.007, data_time: 0.003, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9404, loss_cls: 0.6907, loss: 0.6907, grad_norm: 3.5636, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8449, loss/aux0: 0.8449 2020-10-22 09:18:37,608 - mmaction - INFO - Epoch [44][360/396] lr: 1.500e-03, eta: 12:17:20, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.8159, top5_acc: 0.9385, loss_cls: 0.7127, loss: 0.7127, grad_norm: 3.5987, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8557, loss/aux0: 0.8557 2020-10-22 09:18:39,469 - mmaction - INFO - Epoch [44][360/396] lr: 1.500e-03, eta: 12:17:45, time: 0.999, data_time: 0.004, memory: 8337, top1_acc: 0.8159, top5_acc: 0.9385, loss_cls: 0.7127, loss: 0.7127, grad_norm: 3.5931, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8487, loss/aux0: 0.8487 2020-10-22 09:19:18,275 - mmaction - INFO - Epoch [44][380/396] lr: 1.500e-03, eta: 12:16:41, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.8112, top5_acc: 0.9372, loss_cls: 0.7342, loss: 0.7342, grad_norm: 3.7352, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8586, loss/aux0: 0.8586 2020-10-22 09:19:19,924 - mmaction - INFO - Epoch [44][380/396] lr: 1.500e-03, eta: 12:17:06, time: 0.980, data_time: 0.002, memory: 8337, top1_acc: 0.8112, top5_acc: 0.9372, loss_cls: 0.7342, loss: 0.7342, grad_norm: 3.7292, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8674, loss/aux0: 0.8674 2020-10-22 09:21:06,236 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-10-22 09:24:14,117 - mmaction - INFO - Epoch [45][20/396] lr: 1.500e-03, eta: 12:14:49, time: 1.033, data_time: 0.004, memory: 8337, top1_acc: 0.8096, top5_acc: 0.9435, loss_cls: 0.7190, loss: 0.7190, grad_norm: 3.6087, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8614, loss/aux0: 0.8614 2020-10-22 09:24:14,745 - mmaction - INFO - Epoch [45][20/396] lr: 1.500e-03, eta: 12:15:16, time: 1.035, data_time: 0.006, memory: 8337, top1_acc: 0.8096, top5_acc: 0.9435, loss_cls: 0.7190, loss: 0.7190, grad_norm: 3.6037, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8625, loss/aux0: 0.8625 2020-10-22 09:24:57,473 - mmaction - INFO - Epoch [45][40/396] lr: 1.500e-03, eta: 12:14:14, time: 1.116, data_time: 0.000, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9393, loss_cls: 0.6976, loss: 0.6976, grad_norm: 3.4945, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8421, loss/aux0: 0.8421 2020-10-22 09:24:58,116 - mmaction - INFO - Epoch [45][40/396] lr: 1.500e-03, eta: 12:14:43, time: 1.136, data_time: 0.021, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9393, loss_cls: 0.6976, loss: 0.6976, grad_norm: 3.5152, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8379, loss/aux0: 0.8379 2020-10-22 09:25:35,650 - mmaction - INFO - Epoch [45][60/396] lr: 1.500e-03, eta: 12:13:39, time: 1.045, data_time: 0.137, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9339, loss_cls: 0.7193, loss: 0.7193, grad_norm: 3.7208, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8864, loss/aux0: 0.8864 2020-10-22 09:25:37,631 - mmaction - INFO - Epoch [45][60/396] lr: 1.500e-03, eta: 12:14:06, time: 1.070, data_time: 0.182, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9339, loss_cls: 0.7193, loss: 0.7193, grad_norm: 3.7252, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8912, loss/aux0: 0.8912 2020-10-22 09:26:17,237 - mmaction - INFO - Epoch [45][80/396] lr: 1.500e-03, eta: 12:13:02, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8177, top5_acc: 0.9417, loss_cls: 0.6998, loss: 0.6998, grad_norm: 3.8557, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8922, loss/aux0: 0.8922 2020-10-22 09:26:19,427 - mmaction - INFO - Epoch [45][80/396] lr: 1.500e-03, eta: 12:13:29, time: 1.069, data_time: 0.002, memory: 8337, top1_acc: 0.8177, top5_acc: 0.9417, loss_cls: 0.6998, loss: 0.6998, grad_norm: 3.8194, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8843, loss/aux0: 0.8843 2020-10-22 09:26:59,548 - mmaction - INFO - Epoch [45][100/396] lr: 1.500e-03, eta: 12:12:26, time: 1.090, data_time: 0.025, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9430, loss_cls: 0.6913, loss: 0.6913, grad_norm: 3.7634, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8705, loss/aux0: 0.8705 2020-10-22 09:27:01,779 - mmaction - INFO - Epoch [45][100/396] lr: 1.500e-03, eta: 12:12:54, time: 1.084, data_time: 0.027, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9430, loss_cls: 0.6913, loss: 0.6913, grad_norm: 3.7907, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8885, loss/aux0: 0.8885 2020-10-22 09:27:41,022 - mmaction - INFO - Epoch [45][120/396] lr: 1.500e-03, eta: 12:11:49, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.8156, top5_acc: 0.9398, loss_cls: 0.7185, loss: 0.7185, grad_norm: 3.7437, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8423, loss/aux0: 0.8423 2020-10-22 09:27:41,653 - mmaction - INFO - Epoch [45][120/396] lr: 1.500e-03, eta: 12:12:15, time: 1.019, data_time: 0.002, memory: 8337, top1_acc: 0.8156, top5_acc: 0.9398, loss_cls: 0.7185, loss: 0.7185, grad_norm: 3.7570, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8297, loss/aux0: 0.8297 2020-10-22 09:28:22,852 - mmaction - INFO - Epoch [45][140/396] lr: 1.500e-03, eta: 12:11:12, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9461, loss_cls: 0.6907, loss: 0.6907, grad_norm: 3.5782, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8537, loss/aux0: 0.8537 2020-10-22 09:28:23,449 - mmaction - INFO - Epoch [45][140/396] lr: 1.500e-03, eta: 12:11:39, time: 1.073, data_time: 0.002, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9461, loss_cls: 0.6907, loss: 0.6907, grad_norm: 3.6062, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8557, loss/aux0: 0.8557 2020-10-22 09:29:03,844 - mmaction - INFO - Epoch [45][160/396] lr: 1.500e-03, eta: 12:10:35, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9372, loss_cls: 0.7070, loss: 0.7070, grad_norm: 3.6165, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8428, loss/aux0: 0.8428 2020-10-22 09:29:06,377 - mmaction - INFO - Epoch [45][160/396] lr: 1.500e-03, eta: 12:11:03, time: 1.117, data_time: 0.002, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9372, loss_cls: 0.7070, loss: 0.7070, grad_norm: 3.6444, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8469, loss/aux0: 0.8469 2020-10-22 09:29:45,081 - mmaction - INFO - Epoch [45][180/396] lr: 1.500e-03, eta: 12:09:58, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9424, loss_cls: 0.7031, loss: 0.7031, grad_norm: 3.7577, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8558, loss/aux0: 0.8558 2020-10-22 09:29:46,478 - mmaction - INFO - Epoch [45][180/396] lr: 1.500e-03, eta: 12:10:23, time: 0.975, data_time: 0.002, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9424, loss_cls: 0.7031, loss: 0.7031, grad_norm: 3.7196, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8457, loss/aux0: 0.8457 2020-10-22 09:30:26,842 - mmaction - INFO - Epoch [45][200/396] lr: 1.500e-03, eta: 12:09:20, time: 1.061, data_time: 0.000, memory: 8337, top1_acc: 0.8096, top5_acc: 0.9268, loss_cls: 0.7712, loss: 0.7712, grad_norm: 3.7576, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8833, loss/aux0: 0.8833 2020-10-22 09:30:27,628 - mmaction - INFO - Epoch [45][200/396] lr: 1.500e-03, eta: 12:09:46, time: 1.046, data_time: 0.002, memory: 8337, top1_acc: 0.8096, top5_acc: 0.9268, loss_cls: 0.7712, loss: 0.7712, grad_norm: 3.7313, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8852, loss/aux0: 0.8852 2020-10-22 09:31:08,941 - mmaction - INFO - Epoch [45][220/396] lr: 1.500e-03, eta: 12:08:41, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.8169, top5_acc: 0.9414, loss_cls: 0.7087, loss: 0.7087, grad_norm: 3.6510, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8650, loss/aux0: 0.8650 2020-10-22 09:31:09,561 - mmaction - INFO - Epoch [45][220/396] lr: 1.500e-03, eta: 12:09:05, time: 0.977, data_time: 0.002, memory: 8337, top1_acc: 0.8169, top5_acc: 0.9414, loss_cls: 0.7087, loss: 0.7087, grad_norm: 3.6424, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8697, loss/aux0: 0.8697 2020-10-22 09:31:49,291 - mmaction - INFO - Epoch [45][240/396] lr: 1.500e-03, eta: 12:08:00, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.8190, top5_acc: 0.9357, loss_cls: 0.7129, loss: 0.7129, grad_norm: 3.6915, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8298, loss/aux0: 0.8298 2020-10-22 09:31:51,773 - mmaction - INFO - Epoch [45][240/396] lr: 1.500e-03, eta: 12:08:27, time: 1.083, data_time: 0.003, memory: 8337, top1_acc: 0.8190, top5_acc: 0.9357, loss_cls: 0.7129, loss: 0.7129, grad_norm: 3.6745, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8214, loss/aux0: 0.8214 2020-10-22 09:32:30,662 - mmaction - INFO - Epoch [45][260/396] lr: 1.500e-03, eta: 12:07:23, time: 0.998, data_time: 0.000, memory: 8337, top1_acc: 0.8052, top5_acc: 0.9357, loss_cls: 0.7600, loss: 0.7600, grad_norm: 3.7239, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8842, loss/aux0: 0.8842 2020-10-22 09:32:32,335 - mmaction - INFO - Epoch [45][260/396] lr: 1.500e-03, eta: 12:07:47, time: 0.998, data_time: 0.003, memory: 8337, top1_acc: 0.8052, top5_acc: 0.9357, loss_cls: 0.7600, loss: 0.7600, grad_norm: 3.7119, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8878, loss/aux0: 0.8878 2020-10-22 09:33:11,061 - mmaction - INFO - Epoch [45][280/396] lr: 1.500e-03, eta: 12:06:43, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.8107, top5_acc: 0.9346, loss_cls: 0.7256, loss: 0.7256, grad_norm: 3.7020, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8755, loss/aux0: 0.8755 2020-10-22 09:33:14,144 - mmaction - INFO - Epoch [45][280/396] lr: 1.500e-03, eta: 12:07:09, time: 1.063, data_time: 0.002, memory: 8337, top1_acc: 0.8107, top5_acc: 0.9346, loss_cls: 0.7256, loss: 0.7256, grad_norm: 3.6943, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8818, loss/aux0: 0.8818 2020-10-22 09:33:53,967 - mmaction - INFO - Epoch [45][300/396] lr: 1.500e-03, eta: 12:06:06, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.8094, top5_acc: 0.9378, loss_cls: 0.7255, loss: 0.7255, grad_norm: 3.6646, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8808, loss/aux0: 0.8808 2020-10-22 09:33:54,599 - mmaction - INFO - Epoch [45][300/396] lr: 1.500e-03, eta: 12:06:31, time: 1.038, data_time: 0.003, memory: 8337, top1_acc: 0.8094, top5_acc: 0.9378, loss_cls: 0.7255, loss: 0.7255, grad_norm: 3.6664, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8763, loss/aux0: 0.8763 2020-10-22 09:34:35,281 - mmaction - INFO - Epoch [45][320/396] lr: 1.500e-03, eta: 12:05:27, time: 0.992, data_time: 0.000, memory: 8337, top1_acc: 0.8156, top5_acc: 0.9385, loss_cls: 0.7176, loss: 0.7176, grad_norm: 3.6605, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8939, loss/aux0: 0.8939 2020-10-22 09:34:35,916 - mmaction - INFO - Epoch [45][320/396] lr: 1.500e-03, eta: 12:05:51, time: 0.994, data_time: 0.002, memory: 8337, top1_acc: 0.8156, top5_acc: 0.9385, loss_cls: 0.7176, loss: 0.7176, grad_norm: 3.6835, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8948, loss/aux0: 0.8948 2020-10-22 09:35:16,655 - mmaction - INFO - Epoch [45][340/396] lr: 1.500e-03, eta: 12:04:49, time: 1.096, data_time: 0.000, memory: 8337, top1_acc: 0.8138, top5_acc: 0.9370, loss_cls: 0.7077, loss: 0.7077, grad_norm: 3.7619, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8631, loss/aux0: 0.8631 2020-10-22 09:35:19,479 - mmaction - INFO - Epoch [45][340/396] lr: 1.500e-03, eta: 12:05:17, time: 1.123, data_time: 0.002, memory: 8337, top1_acc: 0.8138, top5_acc: 0.9370, loss_cls: 0.7077, loss: 0.7077, grad_norm: 3.7175, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8668, loss/aux0: 0.8668 2020-10-22 09:35:56,266 - mmaction - INFO - Epoch [45][360/396] lr: 1.500e-03, eta: 12:04:13, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9409, loss_cls: 0.7091, loss: 0.7091, grad_norm: 3.7242, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8660, loss/aux0: 0.8660 2020-10-22 09:35:58,142 - mmaction - INFO - Epoch [45][360/396] lr: 1.500e-03, eta: 12:04:37, time: 0.973, data_time: 0.002, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9409, loss_cls: 0.7091, loss: 0.7091, grad_norm: 3.7209, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8586, loss/aux0: 0.8586 2020-10-22 09:36:40,663 - mmaction - INFO - Epoch [45][380/396] lr: 1.500e-03, eta: 12:03:36, time: 1.163, data_time: 0.000, memory: 8337, top1_acc: 0.8065, top5_acc: 0.9430, loss_cls: 0.7189, loss: 0.7189, grad_norm: 3.7535, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8828, loss/aux0: 0.8828 2020-10-22 09:36:42,685 - mmaction - INFO - Epoch [45][380/396] lr: 1.500e-03, eta: 12:04:04, time: 1.137, data_time: 0.002, memory: 8337, top1_acc: 0.8065, top5_acc: 0.9430, loss_cls: 0.7189, loss: 0.7189, grad_norm: 3.7816, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8978, loss/aux0: 0.8978 2020-10-22 09:38:28,338 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-22 09:39:44,137 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 09:39:44,250 - mmaction - INFO - top1_acc 0.7759 top5_acc 0.9316 2020-10-22 09:39:44,251 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 09:39:44,266 - mmaction - INFO - mean_acc 0.7765 2020-10-22 09:39:44,267 - mmaction - INFO - Now best checkpoint is epoch_45.pth 2020-10-22 09:39:44,279 - mmaction - INFO - Epoch(val) [45][396] top1_acc: 0.7759, top5_acc: 0.9316, mean_class_accuracy: 0.7765 2020-10-22 09:42:37,241 - mmaction - INFO - Epoch [46][20/396] lr: 1.500e-03, eta: 12:01:50, time: 1.022, data_time: 0.043, memory: 8337, top1_acc: 0.8159, top5_acc: 0.9383, loss_cls: 0.6967, loss: 0.6967, grad_norm: 3.6679, top1_acc/aux0: 0.7834, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8395, loss/aux0: 0.8395 2020-10-22 09:42:37,877 - mmaction - INFO - Epoch [46][20/396] lr: 1.500e-03, eta: 12:02:15, time: 1.024, data_time: 0.044, memory: 8337, top1_acc: 0.8159, top5_acc: 0.9383, loss_cls: 0.6967, loss: 0.6967, grad_norm: 3.6835, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8351, loss/aux0: 0.8351 2020-10-22 09:43:16,431 - mmaction - INFO - Epoch [46][40/396] lr: 1.500e-03, eta: 12:01:10, time: 0.950, data_time: 0.124, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9398, loss_cls: 0.6995, loss: 0.6995, grad_norm: 3.5889, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8575, loss/aux0: 0.8575 2020-10-22 09:43:17,743 - mmaction - INFO - Epoch [46][40/396] lr: 1.500e-03, eta: 12:01:34, time: 0.986, data_time: 0.132, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9398, loss_cls: 0.6995, loss: 0.6995, grad_norm: 3.6274, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8624, loss/aux0: 0.8624 2020-10-22 09:43:58,396 - mmaction - INFO - Epoch [46][60/396] lr: 1.500e-03, eta: 12:00:32, time: 1.084, data_time: 0.000, memory: 8337, top1_acc: 0.8063, top5_acc: 0.9352, loss_cls: 0.7600, loss: 0.7600, grad_norm: 3.8630, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8623, loss/aux0: 0.8623 2020-10-22 09:43:59,007 - mmaction - INFO - Epoch [46][60/396] lr: 1.500e-03, eta: 12:00:56, time: 1.006, data_time: 0.002, memory: 8337, top1_acc: 0.8063, top5_acc: 0.9352, loss_cls: 0.7600, loss: 0.7600, grad_norm: 3.8475, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8629, loss/aux0: 0.8629 2020-10-22 09:44:38,880 - mmaction - INFO - Epoch [46][80/396] lr: 1.500e-03, eta: 11:59:54, time: 1.066, data_time: 0.000, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9393, loss_cls: 0.6997, loss: 0.6997, grad_norm: 3.7540, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8832, loss/aux0: 0.8832 2020-10-22 09:44:40,296 - mmaction - INFO - Epoch [46][80/396] lr: 1.500e-03, eta: 12:00:20, time: 1.062, data_time: 0.004, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9393, loss_cls: 0.6997, loss: 0.6997, grad_norm: 3.7473, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8780, loss/aux0: 0.8780 2020-10-22 09:45:19,542 - mmaction - INFO - Epoch [46][100/396] lr: 1.500e-03, eta: 11:59:16, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9391, loss_cls: 0.7208, loss: 0.7208, grad_norm: 3.9278, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8643, loss/aux0: 0.8643 2020-10-22 09:45:20,887 - mmaction - INFO - Epoch [46][100/396] lr: 1.500e-03, eta: 11:59:40, time: 0.982, data_time: 0.002, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9391, loss_cls: 0.7208, loss: 0.7208, grad_norm: 3.9303, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8639, loss/aux0: 0.8639 2020-10-22 09:46:02,043 - mmaction - INFO - Epoch [46][120/396] lr: 1.500e-03, eta: 11:58:36, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.7001, loss: 0.7001, grad_norm: 3.8729, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8820, loss/aux0: 0.8820 2020-10-22 09:46:04,209 - mmaction - INFO - Epoch [46][120/396] lr: 1.500e-03, eta: 11:59:00, time: 0.983, data_time: 0.002, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.7001, loss: 0.7001, grad_norm: 3.8649, top1_acc/aux0: 0.7674, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8912, loss/aux0: 0.8912 2020-10-22 09:46:42,496 - mmaction - INFO - Epoch [46][140/396] lr: 1.500e-03, eta: 11:57:55, time: 0.967, data_time: 0.000, memory: 8337, top1_acc: 0.8279, top5_acc: 0.9464, loss_cls: 0.6551, loss: 0.6551, grad_norm: 3.6437, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8798, loss/aux0: 0.8798 2020-10-22 09:46:45,692 - mmaction - INFO - Epoch [46][140/396] lr: 1.500e-03, eta: 11:58:19, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.8279, top5_acc: 0.9464, loss_cls: 0.6551, loss: 0.6551, grad_norm: 3.6205, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8783, loss/aux0: 0.8783 2020-10-22 09:47:23,526 - mmaction - INFO - Epoch [46][160/396] lr: 1.500e-03, eta: 11:57:15, time: 1.003, data_time: 0.042, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9396, loss_cls: 0.7015, loss: 0.7015, grad_norm: 3.6840, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8422, loss/aux0: 0.8422 2020-10-22 09:47:25,832 - mmaction - INFO - Epoch [46][160/396] lr: 1.500e-03, eta: 11:57:41, time: 1.075, data_time: 0.044, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9396, loss_cls: 0.7015, loss: 0.7015, grad_norm: 3.7008, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8385, loss/aux0: 0.8385 2020-10-22 09:48:04,995 - mmaction - INFO - Epoch [46][180/396] lr: 1.500e-03, eta: 11:56:38, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.6894, loss: 0.6894, grad_norm: 3.5516, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8478, loss/aux0: 0.8478 2020-10-22 09:48:07,262 - mmaction - INFO - Epoch [46][180/396] lr: 1.500e-03, eta: 11:57:01, time: 0.982, data_time: 0.002, memory: 8337, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.6894, loss: 0.6894, grad_norm: 3.5978, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8504, loss/aux0: 0.8504 2020-10-22 09:48:45,392 - mmaction - INFO - Epoch [46][200/396] lr: 1.500e-03, eta: 11:55:58, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9396, loss_cls: 0.6978, loss: 0.6978, grad_norm: 3.8307, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8954, loss/aux0: 0.8954 2020-10-22 09:48:47,908 - mmaction - INFO - Epoch [46][200/396] lr: 1.500e-03, eta: 11:56:23, time: 1.046, data_time: 0.002, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9396, loss_cls: 0.6978, loss: 0.6978, grad_norm: 3.8131, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8945, loss/aux0: 0.8945 2020-10-22 09:49:27,039 - mmaction - INFO - Epoch [46][220/396] lr: 1.500e-03, eta: 11:55:18, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9453, loss_cls: 0.6762, loss: 0.6762, grad_norm: 3.7703, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8724, loss/aux0: 0.8724 2020-10-22 09:49:28,521 - mmaction - INFO - Epoch [46][220/396] lr: 1.500e-03, eta: 11:55:42, time: 0.987, data_time: 0.002, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9453, loss_cls: 0.6762, loss: 0.6762, grad_norm: 3.7212, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8699, loss/aux0: 0.8699 2020-10-22 09:50:08,213 - mmaction - INFO - Epoch [46][240/396] lr: 1.500e-03, eta: 11:54:39, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9430, loss_cls: 0.7017, loss: 0.7017, grad_norm: 3.9112, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8699, loss/aux0: 0.8699 2020-10-22 09:50:08,854 - mmaction - INFO - Epoch [46][240/396] lr: 1.500e-03, eta: 11:55:03, time: 1.008, data_time: 0.007, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9430, loss_cls: 0.7017, loss: 0.7017, grad_norm: 3.9109, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8720, loss/aux0: 0.8720 2020-10-22 09:50:50,840 - mmaction - INFO - Epoch [46][260/396] lr: 1.500e-03, eta: 11:54:01, time: 1.060, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9388, loss_cls: 0.7091, loss: 0.7091, grad_norm: 3.6998, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8595, loss/aux0: 0.8595 2020-10-22 09:50:51,477 - mmaction - INFO - Epoch [46][260/396] lr: 1.500e-03, eta: 11:54:26, time: 1.046, data_time: 0.002, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9388, loss_cls: 0.7091, loss: 0.7091, grad_norm: 3.7264, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8592, loss/aux0: 0.8592 2020-10-22 09:51:31,832 - mmaction - INFO - Epoch [46][280/396] lr: 1.500e-03, eta: 11:53:24, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9411, loss_cls: 0.6935, loss: 0.6935, grad_norm: 3.6547, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8346, loss/aux0: 0.8346 2020-10-22 09:51:32,445 - mmaction - INFO - Epoch [46][280/396] lr: 1.500e-03, eta: 11:53:49, time: 1.068, data_time: 0.003, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9411, loss_cls: 0.6935, loss: 0.6935, grad_norm: 3.6818, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8411, loss/aux0: 0.8411 2020-10-22 09:52:11,050 - mmaction - INFO - Epoch [46][300/396] lr: 1.500e-03, eta: 11:52:46, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9367, loss_cls: 0.7073, loss: 0.7073, grad_norm: 3.7311, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8689, loss/aux0: 0.8689 2020-10-22 09:52:12,471 - mmaction - INFO - Epoch [46][300/396] lr: 1.500e-03, eta: 11:53:10, time: 1.026, data_time: 0.002, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9367, loss_cls: 0.7073, loss: 0.7073, grad_norm: 3.7277, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8582, loss/aux0: 0.8582 2020-10-22 09:52:53,945 - mmaction - INFO - Epoch [46][320/396] lr: 1.500e-03, eta: 11:52:09, time: 1.112, data_time: 0.000, memory: 8337, top1_acc: 0.8174, top5_acc: 0.9383, loss_cls: 0.7118, loss: 0.7118, grad_norm: 3.7838, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8006, loss/aux0: 0.8006 2020-10-22 09:52:54,637 - mmaction - INFO - Epoch [46][320/396] lr: 1.500e-03, eta: 11:52:35, time: 1.088, data_time: 0.002, memory: 8337, top1_acc: 0.8174, top5_acc: 0.9383, loss_cls: 0.7118, loss: 0.7118, grad_norm: 3.7940, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8024, loss/aux0: 0.8024 2020-10-22 09:53:33,562 - mmaction - INFO - Epoch [46][340/396] lr: 1.500e-03, eta: 11:51:31, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9362, loss_cls: 0.7073, loss: 0.7073, grad_norm: 3.7486, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.8335, loss/aux0: 0.8335 2020-10-22 09:53:34,461 - mmaction - INFO - Epoch [46][340/396] lr: 1.500e-03, eta: 11:51:54, time: 0.979, data_time: 0.002, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9362, loss_cls: 0.7073, loss: 0.7073, grad_norm: 3.7408, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-22 09:54:15,660 - mmaction - INFO - Epoch [46][360/396] lr: 1.500e-03, eta: 11:50:53, time: 1.083, data_time: 0.000, memory: 8337, top1_acc: 0.8201, top5_acc: 0.9365, loss_cls: 0.7180, loss: 0.7180, grad_norm: 3.6911, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8448, loss/aux0: 0.8448 2020-10-22 09:54:17,528 - mmaction - INFO - Epoch [46][360/396] lr: 1.500e-03, eta: 11:51:18, time: 1.084, data_time: 0.003, memory: 8337, top1_acc: 0.8201, top5_acc: 0.9365, loss_cls: 0.7180, loss: 0.7180, grad_norm: 3.7020, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8382, loss/aux0: 0.8382 2020-10-22 09:54:55,702 - mmaction - INFO - Epoch [46][380/396] lr: 1.500e-03, eta: 11:50:16, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9419, loss_cls: 0.6950, loss: 0.6950, grad_norm: 3.7786, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.8884, loss/aux0: 0.8884 2020-10-22 09:54:56,960 - mmaction - INFO - Epoch [46][380/396] lr: 1.500e-03, eta: 11:50:40, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9419, loss_cls: 0.6950, loss: 0.6950, grad_norm: 3.7550, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.8931, loss/aux0: 0.8931 2020-10-22 09:56:39,177 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-10-22 09:59:32,697 - mmaction - INFO - Epoch [47][20/396] lr: 1.500e-03, eta: 11:48:27, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9365, loss_cls: 0.7219, loss: 0.7219, grad_norm: 3.6103, top1_acc/aux0: 0.7796, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8358, loss/aux0: 0.8358 2020-10-22 09:59:33,296 - mmaction - INFO - Epoch [47][20/396] lr: 1.500e-03, eta: 11:48:50, time: 0.981, data_time: 0.003, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9365, loss_cls: 0.7219, loss: 0.7219, grad_norm: 3.6330, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8376, loss/aux0: 0.8376 2020-10-22 10:00:20,062 - mmaction - INFO - Epoch [47][40/396] lr: 1.500e-03, eta: 11:47:55, time: 1.317, data_time: 0.005, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9385, loss_cls: 0.7117, loss: 0.7117, grad_norm: 3.8484, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8634, loss/aux0: 0.8634 2020-10-22 10:00:20,819 - mmaction - INFO - Epoch [47][40/396] lr: 1.500e-03, eta: 11:48:26, time: 1.327, data_time: 0.016, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9385, loss_cls: 0.7117, loss: 0.7117, grad_norm: 3.8276, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8628, loss/aux0: 0.8628 2020-10-22 10:00:58,782 - mmaction - INFO - Epoch [47][60/396] lr: 1.500e-03, eta: 11:47:23, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9383, loss_cls: 0.6814, loss: 0.6814, grad_norm: 3.6014, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8317, loss/aux0: 0.8317 2020-10-22 10:01:00,604 - mmaction - INFO - Epoch [47][60/396] lr: 1.500e-03, eta: 11:47:47, time: 1.024, data_time: 0.002, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9383, loss_cls: 0.6814, loss: 0.6814, grad_norm: 3.6052, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8340, loss/aux0: 0.8340 2020-10-22 10:01:39,734 - mmaction - INFO - Epoch [47][80/396] lr: 1.500e-03, eta: 11:46:44, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9349, loss_cls: 0.7101, loss: 0.7101, grad_norm: 3.7619, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8430, loss/aux0: 0.8430 2020-10-22 10:01:41,547 - mmaction - INFO - Epoch [47][80/396] lr: 1.500e-03, eta: 11:47:07, time: 1.022, data_time: 0.002, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9349, loss_cls: 0.7101, loss: 0.7101, grad_norm: 3.8055, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8385, loss/aux0: 0.8385 2020-10-22 10:02:20,487 - mmaction - INFO - Epoch [47][100/396] lr: 1.500e-03, eta: 11:46:05, time: 1.033, data_time: 0.094, memory: 8337, top1_acc: 0.8190, top5_acc: 0.9378, loss_cls: 0.7082, loss: 0.7082, grad_norm: 3.7728, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8776, loss/aux0: 0.8776 2020-10-22 10:02:22,017 - mmaction - INFO - Epoch [47][100/396] lr: 1.500e-03, eta: 11:46:28, time: 0.973, data_time: 0.096, memory: 8337, top1_acc: 0.8190, top5_acc: 0.9378, loss_cls: 0.7082, loss: 0.7082, grad_norm: 3.7774, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8796, loss/aux0: 0.8796 2020-10-22 10:03:01,689 - mmaction - INFO - Epoch [47][120/396] lr: 1.500e-03, eta: 11:45:26, time: 1.058, data_time: 0.165, memory: 8337, top1_acc: 0.8232, top5_acc: 0.9388, loss_cls: 0.7097, loss: 0.7097, grad_norm: 3.7974, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8618, loss/aux0: 0.8618 2020-10-22 10:03:02,302 - mmaction - INFO - Epoch [47][120/396] lr: 1.500e-03, eta: 11:45:50, time: 1.008, data_time: 0.167, memory: 8337, top1_acc: 0.8232, top5_acc: 0.9388, loss_cls: 0.7097, loss: 0.7097, grad_norm: 3.7922, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8602, loss/aux0: 0.8602 2020-10-22 10:03:43,019 - mmaction - INFO - Epoch [47][140/396] lr: 1.500e-03, eta: 11:44:48, time: 1.064, data_time: 0.093, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9409, loss_cls: 0.6948, loss: 0.6948, grad_norm: 3.6371, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8185, loss/aux0: 0.8185 2020-10-22 10:03:44,162 - mmaction - INFO - Epoch [47][140/396] lr: 1.500e-03, eta: 11:45:14, time: 1.092, data_time: 0.095, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9409, loss_cls: 0.6948, loss: 0.6948, grad_norm: 3.6670, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8188, loss/aux0: 0.8188 2020-10-22 10:04:23,581 - mmaction - INFO - Epoch [47][160/396] lr: 1.500e-03, eta: 11:44:11, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8039, top5_acc: 0.9349, loss_cls: 0.7593, loss: 0.7593, grad_norm: 3.8460, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8466, loss/aux0: 0.8466 2020-10-22 10:04:24,713 - mmaction - INFO - Epoch [47][160/396] lr: 1.500e-03, eta: 11:44:34, time: 0.959, data_time: 0.002, memory: 8337, top1_acc: 0.8039, top5_acc: 0.9349, loss_cls: 0.7593, loss: 0.7593, grad_norm: 3.8129, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8461, loss/aux0: 0.8461 2020-10-22 10:05:03,854 - mmaction - INFO - Epoch [47][180/396] lr: 1.500e-03, eta: 11:43:31, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9406, loss_cls: 0.6863, loss: 0.6863, grad_norm: 3.7957, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8328, loss/aux0: 0.8328 2020-10-22 10:05:05,676 - mmaction - INFO - Epoch [47][180/396] lr: 1.500e-03, eta: 11:43:54, time: 0.999, data_time: 0.002, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9406, loss_cls: 0.6863, loss: 0.6863, grad_norm: 3.7959, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-22 10:05:45,728 - mmaction - INFO - Epoch [47][200/396] lr: 1.500e-03, eta: 11:42:52, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9398, loss_cls: 0.7073, loss: 0.7073, grad_norm: 3.7498, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8469, loss/aux0: 0.8469 2020-10-22 10:05:46,355 - mmaction - INFO - Epoch [47][200/396] lr: 1.500e-03, eta: 11:43:17, time: 1.050, data_time: 0.003, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9398, loss_cls: 0.7073, loss: 0.7073, grad_norm: 3.7758, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8601, loss/aux0: 0.8601 2020-10-22 10:06:26,499 - mmaction - INFO - Epoch [47][220/396] lr: 1.500e-03, eta: 11:42:16, time: 1.080, data_time: 0.000, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9432, loss_cls: 0.6948, loss: 0.6948, grad_norm: 3.7972, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8674, loss/aux0: 0.8674 2020-10-22 10:06:27,131 - mmaction - INFO - Epoch [47][220/396] lr: 1.500e-03, eta: 11:42:40, time: 1.067, data_time: 0.002, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9432, loss_cls: 0.6948, loss: 0.6948, grad_norm: 3.8090, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8605, loss/aux0: 0.8605 2020-10-22 10:07:07,368 - mmaction - INFO - Epoch [47][240/396] lr: 1.500e-03, eta: 11:41:39, time: 1.064, data_time: 0.000, memory: 8337, top1_acc: 0.8232, top5_acc: 0.9396, loss_cls: 0.6885, loss: 0.6885, grad_norm: 3.7970, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8371, loss/aux0: 0.8371 2020-10-22 10:07:07,976 - mmaction - INFO - Epoch [47][240/396] lr: 1.500e-03, eta: 11:42:04, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.8232, top5_acc: 0.9396, loss_cls: 0.6885, loss: 0.6885, grad_norm: 3.8093, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8468, loss/aux0: 0.8468 2020-10-22 10:07:49,140 - mmaction - INFO - Epoch [47][260/396] lr: 1.500e-03, eta: 11:41:03, time: 1.077, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9370, loss_cls: 0.7003, loss: 0.7003, grad_norm: 3.7355, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8565, loss/aux0: 0.8565 2020-10-22 10:07:50,058 - mmaction - INFO - Epoch [47][260/396] lr: 1.500e-03, eta: 11:41:28, time: 1.084, data_time: 0.002, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9370, loss_cls: 0.7003, loss: 0.7003, grad_norm: 3.7380, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8527, loss/aux0: 0.8527 2020-10-22 10:08:29,754 - mmaction - INFO - Epoch [47][280/396] lr: 1.500e-03, eta: 11:40:26, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9422, loss_cls: 0.6776, loss: 0.6776, grad_norm: 3.6888, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8436, loss/aux0: 0.8436 2020-10-22 10:08:32,163 - mmaction - INFO - Epoch [47][280/396] lr: 1.500e-03, eta: 11:40:49, time: 0.994, data_time: 0.002, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9422, loss_cls: 0.6776, loss: 0.6776, grad_norm: 3.6987, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8449, loss/aux0: 0.8449 2020-10-22 10:09:11,352 - mmaction - INFO - Epoch [47][300/396] lr: 1.500e-03, eta: 11:39:48, time: 1.062, data_time: 0.000, memory: 8337, top1_acc: 0.8229, top5_acc: 0.9404, loss_cls: 0.6935, loss: 0.6935, grad_norm: 3.7726, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8542, loss/aux0: 0.8542 2020-10-22 10:09:12,595 - mmaction - INFO - Epoch [47][300/396] lr: 1.500e-03, eta: 11:40:11, time: 1.024, data_time: 0.003, memory: 8337, top1_acc: 0.8229, top5_acc: 0.9404, loss_cls: 0.6935, loss: 0.6935, grad_norm: 3.8114, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8564, loss/aux0: 0.8564 2020-10-22 10:09:51,117 - mmaction - INFO - Epoch [47][320/396] lr: 1.500e-03, eta: 11:39:08, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9419, loss_cls: 0.6869, loss: 0.6869, grad_norm: 3.6266, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8665, loss/aux0: 0.8665 2020-10-22 10:09:54,556 - mmaction - INFO - Epoch [47][320/396] lr: 1.500e-03, eta: 11:39:31, time: 1.007, data_time: 0.002, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9419, loss_cls: 0.6869, loss: 0.6869, grad_norm: 3.6082, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8590, loss/aux0: 0.8590 2020-10-22 10:10:33,397 - mmaction - INFO - Epoch [47][340/396] lr: 1.500e-03, eta: 11:38:29, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.8161, top5_acc: 0.9391, loss_cls: 0.7137, loss: 0.7137, grad_norm: 3.6987, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8455, loss/aux0: 0.8455 2020-10-22 10:10:35,220 - mmaction - INFO - Epoch [47][340/396] lr: 1.500e-03, eta: 11:38:53, time: 1.025, data_time: 0.003, memory: 8337, top1_acc: 0.8161, top5_acc: 0.9391, loss_cls: 0.7137, loss: 0.7137, grad_norm: 3.6756, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8404, loss/aux0: 0.8404 2020-10-22 10:11:14,448 - mmaction - INFO - Epoch [47][360/396] lr: 1.500e-03, eta: 11:37:51, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.8143, top5_acc: 0.9370, loss_cls: 0.7184, loss: 0.7184, grad_norm: 3.7695, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8477, loss/aux0: 0.8477 2020-10-22 10:11:15,082 - mmaction - INFO - Epoch [47][360/396] lr: 1.500e-03, eta: 11:38:14, time: 1.019, data_time: 0.002, memory: 8337, top1_acc: 0.8143, top5_acc: 0.9370, loss_cls: 0.7184, loss: 0.7184, grad_norm: 3.8083, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8518, loss/aux0: 0.8518 2020-10-22 10:11:55,098 - mmaction - INFO - Epoch [47][380/396] lr: 1.500e-03, eta: 11:37:12, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9482, loss_cls: 0.6509, loss: 0.6509, grad_norm: 3.7656, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8153, loss/aux0: 0.8153 2020-10-22 10:11:57,076 - mmaction - INFO - Epoch [47][380/396] lr: 1.500e-03, eta: 11:37:36, time: 1.034, data_time: 0.003, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9482, loss_cls: 0.6509, loss: 0.6509, grad_norm: 3.7656, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8182, loss/aux0: 0.8182 2020-10-22 10:13:42,290 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-10-22 10:16:35,399 - mmaction - INFO - Epoch [48][20/396] lr: 1.500e-03, eta: 11:35:26, time: 1.001, data_time: 0.355, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9435, loss_cls: 0.6740, loss: 0.6740, grad_norm: 3.7451, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9246, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-22 10:16:36,013 - mmaction - INFO - Epoch [48][20/396] lr: 1.500e-03, eta: 11:35:48, time: 1.000, data_time: 0.358, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9435, loss_cls: 0.6740, loss: 0.6740, grad_norm: 3.7715, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8223, loss/aux0: 0.8223 2020-10-22 10:17:17,886 - mmaction - INFO - Epoch [48][40/396] lr: 1.500e-03, eta: 11:34:49, time: 1.120, data_time: 0.040, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9432, loss_cls: 0.6808, loss: 0.6808, grad_norm: 3.6520, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8207, loss/aux0: 0.8207 2020-10-22 10:17:18,499 - mmaction - INFO - Epoch [48][40/396] lr: 1.500e-03, eta: 11:35:14, time: 1.123, data_time: 0.042, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9432, loss_cls: 0.6808, loss: 0.6808, grad_norm: 3.6676, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8107, loss/aux0: 0.8107 2020-10-22 10:17:58,379 - mmaction - INFO - Epoch [48][60/396] lr: 1.500e-03, eta: 11:34:12, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9404, loss_cls: 0.6941, loss: 0.6941, grad_norm: 3.7920, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8711, loss/aux0: 0.8711 2020-10-22 10:17:59,004 - mmaction - INFO - Epoch [48][60/396] lr: 1.500e-03, eta: 11:34:35, time: 1.015, data_time: 0.002, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9404, loss_cls: 0.6941, loss: 0.6941, grad_norm: 3.7730, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8682, loss/aux0: 0.8682 2020-10-22 10:18:39,360 - mmaction - INFO - Epoch [48][80/396] lr: 1.500e-03, eta: 11:33:34, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.8258, top5_acc: 0.9396, loss_cls: 0.7048, loss: 0.7048, grad_norm: 3.7126, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8247, loss/aux0: 0.8247 2020-10-22 10:18:41,182 - mmaction - INFO - Epoch [48][80/396] lr: 1.500e-03, eta: 11:33:58, time: 1.067, data_time: 0.003, memory: 8337, top1_acc: 0.8258, top5_acc: 0.9396, loss_cls: 0.7048, loss: 0.7048, grad_norm: 3.6993, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8300, loss/aux0: 0.8300 2020-10-22 10:19:18,791 - mmaction - INFO - Epoch [48][100/396] lr: 1.500e-03, eta: 11:32:54, time: 0.900, data_time: 0.044, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9451, loss_cls: 0.6854, loss: 0.6854, grad_norm: 3.8443, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8463, loss/aux0: 0.8463 2020-10-22 10:19:20,578 - mmaction - INFO - Epoch [48][100/396] lr: 1.500e-03, eta: 11:33:16, time: 0.961, data_time: 0.100, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9451, loss_cls: 0.6854, loss: 0.6854, grad_norm: 3.8404, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8451, loss/aux0: 0.8451 2020-10-22 10:19:59,113 - mmaction - INFO - Epoch [48][120/396] lr: 1.500e-03, eta: 11:32:14, time: 1.014, data_time: 0.192, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.7010, loss: 0.7010, grad_norm: 3.8581, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8530, loss/aux0: 0.8530 2020-10-22 10:20:02,132 - mmaction - INFO - Epoch [48][120/396] lr: 1.500e-03, eta: 11:32:38, time: 1.077, data_time: 0.166, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.7010, loss: 0.7010, grad_norm: 3.8764, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8613, loss/aux0: 0.8613 2020-10-22 10:20:40,342 - mmaction - INFO - Epoch [48][140/396] lr: 1.500e-03, eta: 11:31:36, time: 1.009, data_time: 0.021, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9427, loss_cls: 0.6910, loss: 0.6910, grad_norm: 3.7582, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8648, loss/aux0: 0.8648 2020-10-22 10:20:42,887 - mmaction - INFO - Epoch [48][140/396] lr: 1.500e-03, eta: 11:31:59, time: 1.021, data_time: 0.022, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9427, loss_cls: 0.6910, loss: 0.6910, grad_norm: 3.7581, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8588, loss/aux0: 0.8588 2020-10-22 10:21:23,380 - mmaction - INFO - Epoch [48][160/396] lr: 1.500e-03, eta: 11:30:59, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9451, loss_cls: 0.6622, loss: 0.6622, grad_norm: 3.8474, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8635, loss/aux0: 0.8635 2020-10-22 10:21:25,676 - mmaction - INFO - Epoch [48][160/396] lr: 1.500e-03, eta: 11:31:23, time: 1.082, data_time: 0.009, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9451, loss_cls: 0.6622, loss: 0.6622, grad_norm: 3.8620, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8654, loss/aux0: 0.8654 2020-10-22 10:22:03,646 - mmaction - INFO - Epoch [48][180/396] lr: 1.500e-03, eta: 11:30:22, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9477, loss_cls: 0.6686, loss: 0.6686, grad_norm: 3.7569, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8218, loss/aux0: 0.8218 2020-10-22 10:22:05,895 - mmaction - INFO - Epoch [48][180/396] lr: 1.500e-03, eta: 11:30:45, time: 1.034, data_time: 0.003, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9477, loss_cls: 0.6686, loss: 0.6686, grad_norm: 3.7772, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8249, loss/aux0: 0.8249 2020-10-22 10:22:45,577 - mmaction - INFO - Epoch [48][200/396] lr: 1.500e-03, eta: 11:29:44, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9414, loss_cls: 0.6646, loss: 0.6646, grad_norm: 3.6474, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8485, loss/aux0: 0.8485 2020-10-22 10:22:46,197 - mmaction - INFO - Epoch [48][200/396] lr: 1.500e-03, eta: 11:30:07, time: 1.008, data_time: 0.005, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9414, loss_cls: 0.6646, loss: 0.6646, grad_norm: 3.6231, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8397, loss/aux0: 0.8397 2020-10-22 10:23:26,168 - mmaction - INFO - Epoch [48][220/396] lr: 1.500e-03, eta: 11:29:05, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.8247, top5_acc: 0.9409, loss_cls: 0.6934, loss: 0.6934, grad_norm: 3.6916, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8558, loss/aux0: 0.8558 2020-10-22 10:23:28,935 - mmaction - INFO - Epoch [48][220/396] lr: 1.500e-03, eta: 11:29:30, time: 1.092, data_time: 0.004, memory: 8337, top1_acc: 0.8247, top5_acc: 0.9409, loss_cls: 0.6934, loss: 0.6934, grad_norm: 3.6958, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8520, loss/aux0: 0.8520 2020-10-22 10:24:07,304 - mmaction - INFO - Epoch [48][240/396] lr: 1.500e-03, eta: 11:28:28, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9411, loss_cls: 0.7024, loss: 0.7024, grad_norm: 3.7738, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8464, loss/aux0: 0.8464 2020-10-22 10:24:09,141 - mmaction - INFO - Epoch [48][240/396] lr: 1.500e-03, eta: 11:28:51, time: 1.055, data_time: 0.002, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9411, loss_cls: 0.7024, loss: 0.7024, grad_norm: 3.7868, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8611, loss/aux0: 0.8611 2020-10-22 10:24:49,456 - mmaction - INFO - Epoch [48][260/396] lr: 1.500e-03, eta: 11:27:51, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9437, loss_cls: 0.6571, loss: 0.6571, grad_norm: 3.7006, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8382, loss/aux0: 0.8382 2020-10-22 10:24:50,072 - mmaction - INFO - Epoch [48][260/396] lr: 1.500e-03, eta: 11:28:14, time: 1.057, data_time: 0.003, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9437, loss_cls: 0.6571, loss: 0.6571, grad_norm: 3.7135, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8331, loss/aux0: 0.8331 2020-10-22 10:25:28,436 - mmaction - INFO - Epoch [48][280/396] lr: 1.500e-03, eta: 11:27:13, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9362, loss_cls: 0.6902, loss: 0.6902, grad_norm: 3.6712, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8345, loss/aux0: 0.8345 2020-10-22 10:25:29,399 - mmaction - INFO - Epoch [48][280/396] lr: 1.500e-03, eta: 11:27:34, time: 0.965, data_time: 0.002, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9362, loss_cls: 0.6902, loss: 0.6902, grad_norm: 3.6518, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8270, loss/aux0: 0.8270 2020-10-22 10:26:08,254 - mmaction - INFO - Epoch [48][300/396] lr: 1.500e-03, eta: 11:26:32, time: 0.965, data_time: 0.209, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9479, loss_cls: 0.6903, loss: 0.6903, grad_norm: 3.7969, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8172, loss/aux0: 0.8172 2020-10-22 10:26:10,529 - mmaction - INFO - Epoch [48][300/396] lr: 1.500e-03, eta: 11:26:55, time: 1.047, data_time: 0.211, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9479, loss_cls: 0.6903, loss: 0.6903, grad_norm: 3.8154, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8223, loss/aux0: 0.8223 2020-10-22 10:26:50,117 - mmaction - INFO - Epoch [48][320/396] lr: 1.500e-03, eta: 11:25:55, time: 1.062, data_time: 0.110, memory: 8337, top1_acc: 0.8185, top5_acc: 0.9393, loss_cls: 0.7042, loss: 0.7042, grad_norm: 3.7998, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7805, loss/aux0: 0.7805 2020-10-22 10:26:51,385 - mmaction - INFO - Epoch [48][320/396] lr: 1.500e-03, eta: 11:26:18, time: 1.068, data_time: 0.112, memory: 8337, top1_acc: 0.8185, top5_acc: 0.9393, loss_cls: 0.7042, loss: 0.7042, grad_norm: 3.8058, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7836, loss/aux0: 0.7836 2020-10-22 10:27:32,072 - mmaction - INFO - Epoch [48][340/396] lr: 1.500e-03, eta: 11:25:17, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9380, loss_cls: 0.6895, loss: 0.6895, grad_norm: 3.8348, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8335, loss/aux0: 0.8335 2020-10-22 10:27:32,694 - mmaction - INFO - Epoch [48][340/396] lr: 1.500e-03, eta: 11:25:39, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9380, loss_cls: 0.6895, loss: 0.6895, grad_norm: 3.8335, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8361, loss/aux0: 0.8361 2020-10-22 10:28:14,127 - mmaction - INFO - Epoch [48][360/396] lr: 1.500e-03, eta: 11:24:39, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.8125, top5_acc: 0.9414, loss_cls: 0.7127, loss: 0.7127, grad_norm: 3.8631, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8320, loss/aux0: 0.8320 2020-10-22 10:28:14,726 - mmaction - INFO - Epoch [48][360/396] lr: 1.500e-03, eta: 11:25:02, time: 1.064, data_time: 0.002, memory: 8337, top1_acc: 0.8125, top5_acc: 0.9414, loss_cls: 0.7127, loss: 0.7127, grad_norm: 3.8582, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8290, loss/aux0: 0.8290 2020-10-22 10:28:54,776 - mmaction - INFO - Epoch [48][380/396] lr: 1.500e-03, eta: 11:24:02, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9484, loss_cls: 0.6521, loss: 0.6521, grad_norm: 3.7664, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8696, loss/aux0: 0.8696 2020-10-22 10:28:55,376 - mmaction - INFO - Epoch [48][380/396] lr: 1.500e-03, eta: 11:24:25, time: 1.056, data_time: 0.002, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9484, loss_cls: 0.6521, loss: 0.6521, grad_norm: 3.7608, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8670, loss/aux0: 0.8670 2020-10-22 10:30:41,576 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-22 10:33:35,101 - mmaction - INFO - Epoch [49][20/396] lr: 1.500e-03, eta: 11:22:18, time: 1.030, data_time: 0.031, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9411, loss_cls: 0.6864, loss: 0.6864, grad_norm: 3.7765, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8391, loss/aux0: 0.8391 2020-10-22 10:33:35,700 - mmaction - INFO - Epoch [49][20/396] lr: 1.500e-03, eta: 11:22:40, time: 1.027, data_time: 0.033, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9411, loss_cls: 0.6864, loss: 0.6864, grad_norm: 3.7538, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8338, loss/aux0: 0.8338 2020-10-22 10:34:16,078 - mmaction - INFO - Epoch [49][40/396] lr: 1.500e-03, eta: 11:21:39, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8313, top5_acc: 0.9424, loss_cls: 0.6663, loss: 0.6663, grad_norm: 3.6537, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7643, loss/aux0: 0.7643 2020-10-22 10:34:16,963 - mmaction - INFO - Epoch [49][40/396] lr: 1.500e-03, eta: 11:22:00, time: 0.988, data_time: 0.003, memory: 8337, top1_acc: 0.8313, top5_acc: 0.9424, loss_cls: 0.6663, loss: 0.6663, grad_norm: 3.6867, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7772, loss/aux0: 0.7772 2020-10-22 10:34:56,911 - mmaction - INFO - Epoch [49][60/396] lr: 1.500e-03, eta: 11:20:59, time: 1.012, data_time: 0.027, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9414, loss_cls: 0.6914, loss: 0.6914, grad_norm: 3.8360, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8507, loss/aux0: 0.8507 2020-10-22 10:34:57,530 - mmaction - INFO - Epoch [49][60/396] lr: 1.500e-03, eta: 11:21:20, time: 0.984, data_time: 0.029, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9414, loss_cls: 0.6914, loss: 0.6914, grad_norm: 3.8317, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8426, loss/aux0: 0.8426 2020-10-22 10:35:36,961 - mmaction - INFO - Epoch [49][80/396] lr: 1.500e-03, eta: 11:20:19, time: 0.982, data_time: 0.080, memory: 8337, top1_acc: 0.8151, top5_acc: 0.9385, loss_cls: 0.7041, loss: 0.7041, grad_norm: 3.8058, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7991, loss/aux0: 0.7991 2020-10-22 10:35:39,467 - mmaction - INFO - Epoch [49][80/396] lr: 1.500e-03, eta: 11:20:42, time: 1.072, data_time: 0.109, memory: 8337, top1_acc: 0.8151, top5_acc: 0.9385, loss_cls: 0.7041, loss: 0.7041, grad_norm: 3.8127, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7953, loss/aux0: 0.7953 2020-10-22 10:36:19,019 - mmaction - INFO - Epoch [49][100/396] lr: 1.500e-03, eta: 11:19:43, time: 1.092, data_time: 0.070, memory: 8337, top1_acc: 0.8245, top5_acc: 0.9401, loss_cls: 0.6843, loss: 0.6843, grad_norm: 3.7214, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8358, loss/aux0: 0.8358 2020-10-22 10:36:19,639 - mmaction - INFO - Epoch [49][100/396] lr: 1.500e-03, eta: 11:20:05, time: 1.050, data_time: 0.047, memory: 8337, top1_acc: 0.8245, top5_acc: 0.9401, loss_cls: 0.6843, loss: 0.6843, grad_norm: 3.7126, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8387, loss/aux0: 0.8387 2020-10-22 10:36:59,267 - mmaction - INFO - Epoch [49][120/396] lr: 1.500e-03, eta: 11:19:04, time: 0.993, data_time: 0.013, memory: 8337, top1_acc: 0.8112, top5_acc: 0.9383, loss_cls: 0.7123, loss: 0.7123, grad_norm: 3.7248, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8078, loss/aux0: 0.8078 2020-10-22 10:37:00,338 - mmaction - INFO - Epoch [49][120/396] lr: 1.500e-03, eta: 11:19:26, time: 1.016, data_time: 0.037, memory: 8337, top1_acc: 0.8112, top5_acc: 0.9383, loss_cls: 0.7123, loss: 0.7123, grad_norm: 3.7385, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8113, loss/aux0: 0.8113 2020-10-22 10:37:39,842 - mmaction - INFO - Epoch [49][140/396] lr: 1.500e-03, eta: 11:18:26, time: 1.042, data_time: 0.230, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9417, loss_cls: 0.6527, loss: 0.6527, grad_norm: 3.7507, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8189, loss/aux0: 0.8189 2020-10-22 10:37:41,969 - mmaction - INFO - Epoch [49][140/396] lr: 1.500e-03, eta: 11:18:49, time: 1.090, data_time: 0.277, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9417, loss_cls: 0.6527, loss: 0.6527, grad_norm: 3.7621, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8178, loss/aux0: 0.8178 2020-10-22 10:38:19,330 - mmaction - INFO - Epoch [49][160/396] lr: 1.500e-03, eta: 11:17:48, time: 0.987, data_time: 0.101, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9451, loss_cls: 0.6534, loss: 0.6534, grad_norm: 3.7667, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8354, loss/aux0: 0.8354 2020-10-22 10:38:21,400 - mmaction - INFO - Epoch [49][160/396] lr: 1.500e-03, eta: 11:18:10, time: 1.035, data_time: 0.148, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9451, loss_cls: 0.6534, loss: 0.6534, grad_norm: 3.7762, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8434, loss/aux0: 0.8434 2020-10-22 10:39:01,443 - mmaction - INFO - Epoch [49][180/396] lr: 1.500e-03, eta: 11:17:09, time: 1.030, data_time: 0.003, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9461, loss_cls: 0.6294, loss: 0.6294, grad_norm: 3.7202, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8630, loss/aux0: 0.8630 2020-10-22 10:39:03,503 - mmaction - INFO - Epoch [49][180/396] lr: 1.500e-03, eta: 11:17:32, time: 1.068, data_time: 0.017, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9461, loss_cls: 0.6294, loss: 0.6294, grad_norm: 3.7213, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8566, loss/aux0: 0.8566 2020-10-22 10:39:42,527 - mmaction - INFO - Epoch [49][200/396] lr: 1.500e-03, eta: 11:16:31, time: 0.984, data_time: 0.055, memory: 8337, top1_acc: 0.8185, top5_acc: 0.9385, loss_cls: 0.7172, loss: 0.7172, grad_norm: 3.7752, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8289, loss/aux0: 0.8289 2020-10-22 10:39:44,400 - mmaction - INFO - Epoch [49][200/396] lr: 1.500e-03, eta: 11:16:53, time: 1.046, data_time: 0.121, memory: 8337, top1_acc: 0.8185, top5_acc: 0.9385, loss_cls: 0.7172, loss: 0.7172, grad_norm: 3.7578, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8194, loss/aux0: 0.8194 2020-10-22 10:40:24,975 - mmaction - INFO - Epoch [49][220/396] lr: 1.500e-03, eta: 11:15:54, time: 1.071, data_time: 0.167, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9464, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.6496, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7997, loss/aux0: 0.7997 2020-10-22 10:40:25,584 - mmaction - INFO - Epoch [49][220/396] lr: 1.500e-03, eta: 11:16:15, time: 1.010, data_time: 0.107, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9464, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.6702, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8106, loss/aux0: 0.8106 2020-10-22 10:41:05,638 - mmaction - INFO - Epoch [49][240/396] lr: 1.500e-03, eta: 11:15:15, time: 1.030, data_time: 0.278, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9383, loss_cls: 0.6947, loss: 0.6947, grad_norm: 3.7113, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8451, loss/aux0: 0.8451 2020-10-22 10:41:06,767 - mmaction - INFO - Epoch [49][240/396] lr: 1.500e-03, eta: 11:15:36, time: 1.015, data_time: 0.264, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9383, loss_cls: 0.6947, loss: 0.6947, grad_norm: 3.7171, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8463, loss/aux0: 0.8463 2020-10-22 10:41:45,631 - mmaction - INFO - Epoch [49][260/396] lr: 1.500e-03, eta: 11:14:36, time: 1.001, data_time: 0.170, memory: 8337, top1_acc: 0.8180, top5_acc: 0.9440, loss_cls: 0.6749, loss: 0.6749, grad_norm: 3.8685, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8470, loss/aux0: 0.8470 2020-10-22 10:41:48,447 - mmaction - INFO - Epoch [49][260/396] lr: 1.500e-03, eta: 11:14:59, time: 1.108, data_time: 0.279, memory: 8337, top1_acc: 0.8180, top5_acc: 0.9440, loss_cls: 0.6749, loss: 0.6749, grad_norm: 3.8401, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8371, loss/aux0: 0.8371 2020-10-22 10:42:29,212 - mmaction - INFO - Epoch [49][280/396] lr: 1.500e-03, eta: 11:13:59, time: 1.041, data_time: 0.443, memory: 8337, top1_acc: 0.8177, top5_acc: 0.9432, loss_cls: 0.7070, loss: 0.7070, grad_norm: 3.7931, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7890, loss/aux0: 0.7890 2020-10-22 10:42:31,168 - mmaction - INFO - Epoch [49][280/396] lr: 1.500e-03, eta: 11:14:20, time: 1.012, data_time: 0.413, memory: 8337, top1_acc: 0.8177, top5_acc: 0.9432, loss_cls: 0.7070, loss: 0.7070, grad_norm: 3.8718, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8022, loss/aux0: 0.8022 2020-10-22 10:43:09,919 - mmaction - INFO - Epoch [49][300/396] lr: 1.500e-03, eta: 11:13:21, time: 1.035, data_time: 0.444, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9445, loss_cls: 0.6797, loss: 0.6797, grad_norm: 3.9136, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8305, loss/aux0: 0.8305 2020-10-22 10:43:11,894 - mmaction - INFO - Epoch [49][300/396] lr: 1.500e-03, eta: 11:13:42, time: 1.025, data_time: 0.434, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9445, loss_cls: 0.6797, loss: 0.6797, grad_norm: 3.9200, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8200, loss/aux0: 0.8200 2020-10-22 10:43:50,545 - mmaction - INFO - Epoch [49][320/396] lr: 1.500e-03, eta: 11:12:41, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9430, loss_cls: 0.6785, loss: 0.6785, grad_norm: 3.8114, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8232, loss/aux0: 0.8232 2020-10-22 10:43:52,801 - mmaction - INFO - Epoch [49][320/396] lr: 1.500e-03, eta: 11:13:02, time: 0.994, data_time: 0.002, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9430, loss_cls: 0.6785, loss: 0.6785, grad_norm: 3.8061, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8210, loss/aux0: 0.8210 2020-10-22 10:44:32,023 - mmaction - INFO - Epoch [49][340/396] lr: 1.500e-03, eta: 11:12:02, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.8323, top5_acc: 0.9417, loss_cls: 0.6758, loss: 0.6758, grad_norm: 3.7739, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8483, loss/aux0: 0.8483 2020-10-22 10:44:35,450 - mmaction - INFO - Epoch [49][340/396] lr: 1.500e-03, eta: 11:12:24, time: 1.083, data_time: 0.001, memory: 8337, top1_acc: 0.8323, top5_acc: 0.9417, loss_cls: 0.6758, loss: 0.6758, grad_norm: 3.7848, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8514, loss/aux0: 0.8514 2020-10-22 10:45:14,096 - mmaction - INFO - Epoch [49][360/396] lr: 1.500e-03, eta: 11:11:23, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9404, loss_cls: 0.6689, loss: 0.6689, grad_norm: 3.8465, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8420, loss/aux0: 0.8420 2020-10-22 10:45:15,971 - mmaction - INFO - Epoch [49][360/396] lr: 1.500e-03, eta: 11:11:44, time: 0.975, data_time: 0.002, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9404, loss_cls: 0.6689, loss: 0.6689, grad_norm: 3.8653, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8410, loss/aux0: 0.8410 2020-10-22 10:45:54,396 - mmaction - INFO - Epoch [49][380/396] lr: 1.500e-03, eta: 11:10:42, time: 0.966, data_time: 0.003, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9445, loss_cls: 0.6471, loss: 0.6471, grad_norm: 3.7059, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8420, loss/aux0: 0.8420 2020-10-22 10:45:57,373 - mmaction - INFO - Epoch [49][380/396] lr: 1.500e-03, eta: 11:11:04, time: 1.023, data_time: 0.030, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9445, loss_cls: 0.6471, loss: 0.6471, grad_norm: 3.7089, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8410, loss/aux0: 0.8410 2020-10-22 10:47:42,063 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-10-22 10:50:38,547 - mmaction - INFO - Epoch [50][20/396] lr: 1.500e-03, eta: 11:08:59, time: 1.038, data_time: 0.027, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9422, loss_cls: 0.6490, loss: 0.6490, grad_norm: 3.7507, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8155, loss/aux0: 0.8155 2020-10-22 10:50:39,150 - mmaction - INFO - Epoch [50][20/396] lr: 1.500e-03, eta: 11:09:21, time: 1.038, data_time: 0.028, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9422, loss_cls: 0.6490, loss: 0.6490, grad_norm: 3.7042, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8145, loss/aux0: 0.8145 2020-10-22 10:51:20,835 - mmaction - INFO - Epoch [50][40/396] lr: 1.500e-03, eta: 11:08:22, time: 1.078, data_time: 0.000, memory: 8337, top1_acc: 0.8258, top5_acc: 0.9456, loss_cls: 0.6634, loss: 0.6634, grad_norm: 3.8496, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8202, loss/aux0: 0.8202 2020-10-22 10:51:21,443 - mmaction - INFO - Epoch [50][40/396] lr: 1.500e-03, eta: 11:08:44, time: 1.075, data_time: 0.002, memory: 8337, top1_acc: 0.8258, top5_acc: 0.9456, loss_cls: 0.6634, loss: 0.6634, grad_norm: 3.8770, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8259, loss/aux0: 0.8259 2020-10-22 10:52:02,931 - mmaction - INFO - Epoch [50][60/396] lr: 1.500e-03, eta: 11:07:45, time: 1.060, data_time: 0.000, memory: 8337, top1_acc: 0.8247, top5_acc: 0.9458, loss_cls: 0.6586, loss: 0.6586, grad_norm: 3.8197, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8392, loss/aux0: 0.8392 2020-10-22 10:52:03,539 - mmaction - INFO - Epoch [50][60/396] lr: 1.500e-03, eta: 11:08:07, time: 1.062, data_time: 0.002, memory: 8337, top1_acc: 0.8247, top5_acc: 0.9458, loss_cls: 0.6586, loss: 0.6586, grad_norm: 3.8111, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8379, loss/aux0: 0.8379 2020-10-22 10:52:43,953 - mmaction - INFO - Epoch [50][80/396] lr: 1.500e-03, eta: 11:07:07, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9401, loss_cls: 0.6709, loss: 0.6709, grad_norm: 3.8590, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8712, loss/aux0: 0.8712 2020-10-22 10:52:44,651 - mmaction - INFO - Epoch [50][80/396] lr: 1.500e-03, eta: 11:07:28, time: 1.025, data_time: 0.001, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9401, loss_cls: 0.6709, loss: 0.6709, grad_norm: 3.9273, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8738, loss/aux0: 0.8738 2020-10-22 10:53:22,773 - mmaction - INFO - Epoch [50][100/396] lr: 1.500e-03, eta: 11:06:28, time: 1.011, data_time: 0.000, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9513, loss_cls: 0.6206, loss: 0.6206, grad_norm: 3.7819, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8767, loss/aux0: 0.8767 2020-10-22 10:53:23,808 - mmaction - INFO - Epoch [50][100/396] lr: 1.500e-03, eta: 11:06:50, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9513, loss_cls: 0.6206, loss: 0.6206, grad_norm: 3.7824, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8774, loss/aux0: 0.8774 2020-10-22 10:54:05,885 - mmaction - INFO - Epoch [50][120/396] lr: 1.500e-03, eta: 11:05:51, time: 1.087, data_time: 0.000, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9469, loss_cls: 0.6520, loss: 0.6520, grad_norm: 3.7788, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8089, loss/aux0: 0.8089 2020-10-22 10:54:06,522 - mmaction - INFO - Epoch [50][120/396] lr: 1.500e-03, eta: 11:06:14, time: 1.090, data_time: 0.004, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9469, loss_cls: 0.6520, loss: 0.6520, grad_norm: 3.7753, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8072, loss/aux0: 0.8072 2020-10-22 10:54:50,000 - mmaction - INFO - Epoch [50][140/396] lr: 1.500e-03, eta: 11:05:17, time: 1.158, data_time: 0.000, memory: 8337, top1_acc: 0.8185, top5_acc: 0.9380, loss_cls: 0.6976, loss: 0.6976, grad_norm: 3.7390, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7892, loss/aux0: 0.7892 2020-10-22 10:54:50,596 - mmaction - INFO - Epoch [50][140/396] lr: 1.500e-03, eta: 11:05:40, time: 1.156, data_time: 0.002, memory: 8337, top1_acc: 0.8185, top5_acc: 0.9380, loss_cls: 0.6976, loss: 0.6976, grad_norm: 3.7443, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7836, loss/aux0: 0.7836 2020-10-22 10:55:29,158 - mmaction - INFO - Epoch [50][160/396] lr: 1.500e-03, eta: 11:04:40, time: 0.985, data_time: 0.006, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9419, loss_cls: 0.6744, loss: 0.6744, grad_norm: 3.7179, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8064, loss/aux0: 0.8064 2020-10-22 10:55:30,154 - mmaction - INFO - Epoch [50][160/396] lr: 1.500e-03, eta: 11:05:01, time: 1.005, data_time: 0.008, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9419, loss_cls: 0.6744, loss: 0.6744, grad_norm: 3.7271, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8156, loss/aux0: 0.8156 2020-10-22 10:56:09,619 - mmaction - INFO - Epoch [50][180/396] lr: 1.500e-03, eta: 11:04:02, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9393, loss_cls: 0.6923, loss: 0.6923, grad_norm: 3.8838, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8478, loss/aux0: 0.8478 2020-10-22 10:56:11,000 - mmaction - INFO - Epoch [50][180/396] lr: 1.500e-03, eta: 11:04:24, time: 1.073, data_time: 0.002, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9393, loss_cls: 0.6923, loss: 0.6923, grad_norm: 3.9176, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8408, loss/aux0: 0.8408 2020-10-22 10:56:50,662 - mmaction - INFO - Epoch [50][200/396] lr: 1.500e-03, eta: 11:03:23, time: 0.945, data_time: 0.000, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9448, loss_cls: 0.6602, loss: 0.6602, grad_norm: 3.7847, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8361, loss/aux0: 0.8361 2020-10-22 10:56:52,559 - mmaction - INFO - Epoch [50][200/396] lr: 1.500e-03, eta: 11:03:43, time: 1.011, data_time: 0.002, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9448, loss_cls: 0.6602, loss: 0.6602, grad_norm: 3.7922, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8350, loss/aux0: 0.8350 2020-10-22 10:57:30,791 - mmaction - INFO - Epoch [50][220/396] lr: 1.500e-03, eta: 11:02:44, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8245, top5_acc: 0.9451, loss_cls: 0.6751, loss: 0.6751, grad_norm: 3.7587, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7918, loss/aux0: 0.7918 2020-10-22 10:57:32,888 - mmaction - INFO - Epoch [50][220/396] lr: 1.500e-03, eta: 11:03:05, time: 1.011, data_time: 0.002, memory: 8337, top1_acc: 0.8245, top5_acc: 0.9451, loss_cls: 0.6751, loss: 0.6751, grad_norm: 3.7670, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7882, loss/aux0: 0.7882 2020-10-22 10:58:13,239 - mmaction - INFO - Epoch [50][240/396] lr: 1.500e-03, eta: 11:02:04, time: 0.966, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9393, loss_cls: 0.6852, loss: 0.6852, grad_norm: 3.8808, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8082, loss/aux0: 0.8082 2020-10-22 10:58:13,861 - mmaction - INFO - Epoch [50][240/396] lr: 1.500e-03, eta: 11:02:24, time: 0.968, data_time: 0.002, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9393, loss_cls: 0.6852, loss: 0.6852, grad_norm: 3.8565, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8077, loss/aux0: 0.8077 2020-10-22 10:58:53,377 - mmaction - INFO - Epoch [50][260/396] lr: 1.500e-03, eta: 11:01:24, time: 1.023, data_time: 0.000, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9435, loss_cls: 0.6718, loss: 0.6718, grad_norm: 3.8824, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8494, loss/aux0: 0.8494 2020-10-22 10:58:54,749 - mmaction - INFO - Epoch [50][260/396] lr: 1.500e-03, eta: 11:01:44, time: 0.990, data_time: 0.003, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9435, loss_cls: 0.6718, loss: 0.6718, grad_norm: 3.9048, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8552, loss/aux0: 0.8552 2020-10-22 10:59:34,674 - mmaction - INFO - Epoch [50][280/396] lr: 1.500e-03, eta: 11:00:45, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.8250, top5_acc: 0.9443, loss_cls: 0.6923, loss: 0.6923, grad_norm: 3.9480, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8209, loss/aux0: 0.8209 2020-10-22 10:59:35,283 - mmaction - INFO - Epoch [50][280/396] lr: 1.500e-03, eta: 11:01:06, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.8250, top5_acc: 0.9443, loss_cls: 0.6923, loss: 0.6923, grad_norm: 3.9337, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8156, loss/aux0: 0.8156 2020-10-22 11:00:16,761 - mmaction - INFO - Epoch [50][300/396] lr: 1.500e-03, eta: 11:00:08, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9414, loss_cls: 0.6625, loss: 0.6625, grad_norm: 3.7072, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8092, loss/aux0: 0.8092 2020-10-22 11:00:17,714 - mmaction - INFO - Epoch [50][300/396] lr: 1.500e-03, eta: 11:00:30, time: 1.084, data_time: 0.002, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9414, loss_cls: 0.6625, loss: 0.6625, grad_norm: 3.7006, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8088, loss/aux0: 0.8088 2020-10-22 11:00:56,953 - mmaction - INFO - Epoch [50][320/396] lr: 1.500e-03, eta: 10:59:30, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9375, loss_cls: 0.7017, loss: 0.7017, grad_norm: 3.8195, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.8114, loss/aux0: 0.8114 2020-10-22 11:00:58,184 - mmaction - INFO - Epoch [50][320/396] lr: 1.500e-03, eta: 10:59:50, time: 1.015, data_time: 0.002, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9375, loss_cls: 0.7017, loss: 0.7017, grad_norm: 3.8347, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8123, loss/aux0: 0.8123 2020-10-22 11:01:37,812 - mmaction - INFO - Epoch [50][340/396] lr: 1.500e-03, eta: 10:58:50, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6674, loss: 0.6674, grad_norm: 3.7959, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8200, loss/aux0: 0.8200 2020-10-22 11:01:38,422 - mmaction - INFO - Epoch [50][340/396] lr: 1.500e-03, eta: 10:59:10, time: 0.980, data_time: 0.002, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6674, loss: 0.6674, grad_norm: 3.7911, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8256, loss/aux0: 0.8256 2020-10-22 11:02:18,596 - mmaction - INFO - Epoch [50][360/396] lr: 1.500e-03, eta: 10:58:10, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9424, loss_cls: 0.6789, loss: 0.6789, grad_norm: 3.7118, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7858, loss/aux0: 0.7858 2020-10-22 11:02:21,653 - mmaction - INFO - Epoch [50][360/396] lr: 1.500e-03, eta: 10:58:33, time: 1.134, data_time: 0.002, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9424, loss_cls: 0.6789, loss: 0.6789, grad_norm: 3.7395, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7899, loss/aux0: 0.7899 2020-10-22 11:02:58,808 - mmaction - INFO - Epoch [50][380/396] lr: 1.500e-03, eta: 10:57:33, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.8188, top5_acc: 0.9370, loss_cls: 0.6960, loss: 0.6960, grad_norm: 3.8637, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8344, loss/aux0: 0.8344 2020-10-22 11:03:01,019 - mmaction - INFO - Epoch [50][380/396] lr: 1.500e-03, eta: 10:57:53, time: 0.998, data_time: 0.002, memory: 8337, top1_acc: 0.8188, top5_acc: 0.9370, loss_cls: 0.6960, loss: 0.6960, grad_norm: 3.8396, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8294, loss/aux0: 0.8294 2020-10-22 11:04:43,361 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-10-22 11:05:52,417 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 11:05:52,529 - mmaction - INFO - top1_acc 0.7801 top5_acc 0.9330 2020-10-22 11:05:52,529 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 11:05:52,556 - mmaction - INFO - mean_acc 0.7806 2020-10-22 11:05:52,556 - mmaction - INFO - Now best checkpoint is epoch_50.pth 2020-10-22 11:05:52,566 - mmaction - INFO - Epoch(val) [50][396] top1_acc: 0.7801, top5_acc: 0.9330, mean_class_accuracy: 0.7806 2020-10-22 11:08:42,199 - mmaction - INFO - Epoch [51][20/396] lr: 1.500e-03, eta: 10:55:51, time: 1.049, data_time: 0.094, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.6501, loss: 0.6501, grad_norm: 3.8574, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8333, loss/aux0: 0.8333 2020-10-22 11:08:43,012 - mmaction - INFO - Epoch [51][20/396] lr: 1.500e-03, eta: 10:56:12, time: 1.060, data_time: 0.096, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.6501, loss: 0.6501, grad_norm: 3.8855, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8345, loss/aux0: 0.8345 2020-10-22 11:09:23,281 - mmaction - INFO - Epoch [51][40/396] lr: 1.500e-03, eta: 10:55:12, time: 1.002, data_time: 0.037, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9432, loss_cls: 0.6628, loss: 0.6628, grad_norm: 3.8072, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7782, loss/aux0: 0.7782 2020-10-22 11:09:24,048 - mmaction - INFO - Epoch [51][40/396] lr: 1.500e-03, eta: 10:55:32, time: 0.973, data_time: 0.035, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9432, loss_cls: 0.6628, loss: 0.6628, grad_norm: 3.7889, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7746, loss/aux0: 0.7746 2020-10-22 11:10:03,734 - mmaction - INFO - Epoch [51][60/396] lr: 1.500e-03, eta: 10:54:33, time: 1.039, data_time: 0.257, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9453, loss_cls: 0.6529, loss: 0.6529, grad_norm: 3.8740, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8035, loss/aux0: 0.8035 2020-10-22 11:10:05,422 - mmaction - INFO - Epoch [51][60/396] lr: 1.500e-03, eta: 10:54:54, time: 1.070, data_time: 0.288, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9453, loss_cls: 0.6529, loss: 0.6529, grad_norm: 3.8959, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8099, loss/aux0: 0.8099 2020-10-22 11:10:44,452 - mmaction - INFO - Epoch [51][80/396] lr: 1.500e-03, eta: 10:53:55, time: 1.013, data_time: 0.424, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9411, loss_cls: 0.6719, loss: 0.6719, grad_norm: 3.7687, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8030, loss/aux0: 0.8030 2020-10-22 11:10:46,999 - mmaction - INFO - Epoch [51][80/396] lr: 1.500e-03, eta: 10:54:16, time: 1.039, data_time: 0.450, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9411, loss_cls: 0.6719, loss: 0.6719, grad_norm: 3.8103, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7988, loss/aux0: 0.7988 2020-10-22 11:11:26,077 - mmaction - INFO - Epoch [51][100/396] lr: 1.500e-03, eta: 10:53:17, time: 1.046, data_time: 0.171, memory: 8337, top1_acc: 0.8383, top5_acc: 0.9477, loss_cls: 0.6367, loss: 0.6367, grad_norm: 3.8258, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8033, loss/aux0: 0.8033 2020-10-22 11:11:26,685 - mmaction - INFO - Epoch [51][100/396] lr: 1.500e-03, eta: 10:53:37, time: 0.997, data_time: 0.121, memory: 8337, top1_acc: 0.8383, top5_acc: 0.9477, loss_cls: 0.6367, loss: 0.6367, grad_norm: 3.7998, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7974, loss/aux0: 0.7974 2020-10-22 11:12:06,983 - mmaction - INFO - Epoch [51][120/396] lr: 1.500e-03, eta: 10:52:37, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9469, loss_cls: 0.6537, loss: 0.6537, grad_norm: 3.8650, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8455, loss/aux0: 0.8455 2020-10-22 11:12:07,604 - mmaction - INFO - Epoch [51][120/396] lr: 1.500e-03, eta: 10:52:56, time: 0.958, data_time: 0.003, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9469, loss_cls: 0.6537, loss: 0.6537, grad_norm: 3.8795, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8488, loss/aux0: 0.8488 2020-10-22 11:12:45,951 - mmaction - INFO - Epoch [51][140/396] lr: 1.500e-03, eta: 10:51:56, time: 0.966, data_time: 0.042, memory: 8337, top1_acc: 0.8232, top5_acc: 0.9326, loss_cls: 0.7117, loss: 0.7117, grad_norm: 3.7740, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8095, loss/aux0: 0.8095 2020-10-22 11:12:47,533 - mmaction - INFO - Epoch [51][140/396] lr: 1.500e-03, eta: 10:52:16, time: 1.015, data_time: 0.084, memory: 8337, top1_acc: 0.8232, top5_acc: 0.9326, loss_cls: 0.7117, loss: 0.7117, grad_norm: 3.8144, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8090, loss/aux0: 0.8090 2020-10-22 11:13:26,161 - mmaction - INFO - Epoch [51][160/396] lr: 1.500e-03, eta: 10:51:15, time: 0.940, data_time: 0.074, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9443, loss_cls: 0.6615, loss: 0.6615, grad_norm: 3.9426, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.8119, loss/aux0: 0.8119 2020-10-22 11:13:28,336 - mmaction - INFO - Epoch [51][160/396] lr: 1.500e-03, eta: 10:51:35, time: 1.020, data_time: 0.142, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9443, loss_cls: 0.6615, loss: 0.6615, grad_norm: 3.9489, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.8138, loss/aux0: 0.8138 2020-10-22 11:14:06,802 - mmaction - INFO - Epoch [51][180/396] lr: 1.500e-03, eta: 10:50:36, time: 1.017, data_time: 0.067, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9432, loss_cls: 0.6648, loss: 0.6648, grad_norm: 3.9574, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8398, loss/aux0: 0.8398 2020-10-22 11:14:08,807 - mmaction - INFO - Epoch [51][180/396] lr: 1.500e-03, eta: 10:50:56, time: 1.010, data_time: 0.078, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9432, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.0036, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8483, loss/aux0: 0.8483 2020-10-22 11:14:48,954 - mmaction - INFO - Epoch [51][200/396] lr: 1.500e-03, eta: 10:49:58, time: 1.059, data_time: 0.000, memory: 8337, top1_acc: 0.8263, top5_acc: 0.9391, loss_cls: 0.6761, loss: 0.6761, grad_norm: 3.7668, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-22 11:14:51,284 - mmaction - INFO - Epoch [51][200/396] lr: 1.500e-03, eta: 10:50:19, time: 1.043, data_time: 0.002, memory: 8337, top1_acc: 0.8263, top5_acc: 0.9391, loss_cls: 0.6761, loss: 0.6761, grad_norm: 3.7715, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7870, loss/aux0: 0.7870 2020-10-22 11:15:28,635 - mmaction - INFO - Epoch [51][220/396] lr: 1.500e-03, eta: 10:49:19, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.8237, top5_acc: 0.9378, loss_cls: 0.6833, loss: 0.6833, grad_norm: 3.8068, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.8083, loss/aux0: 0.8083 2020-10-22 11:15:30,673 - mmaction - INFO - Epoch [51][220/396] lr: 1.500e-03, eta: 10:49:38, time: 0.988, data_time: 0.013, memory: 8337, top1_acc: 0.8237, top5_acc: 0.9378, loss_cls: 0.6833, loss: 0.6833, grad_norm: 3.8120, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8085, loss/aux0: 0.8085 2020-10-22 11:16:08,759 - mmaction - INFO - Epoch [51][240/396] lr: 1.500e-03, eta: 10:48:39, time: 0.975, data_time: 0.033, memory: 8337, top1_acc: 0.8328, top5_acc: 0.9451, loss_cls: 0.6574, loss: 0.6574, grad_norm: 3.7817, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8285, loss/aux0: 0.8285 2020-10-22 11:16:10,618 - mmaction - INFO - Epoch [51][240/396] lr: 1.500e-03, eta: 10:48:58, time: 1.000, data_time: 0.071, memory: 8337, top1_acc: 0.8328, top5_acc: 0.9451, loss_cls: 0.6574, loss: 0.6574, grad_norm: 3.8050, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8355, loss/aux0: 0.8355 2020-10-22 11:16:51,580 - mmaction - INFO - Epoch [51][260/396] lr: 1.500e-03, eta: 10:48:00, time: 1.061, data_time: 0.000, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9464, loss_cls: 0.6599, loss: 0.6599, grad_norm: 3.8804, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8369, loss/aux0: 0.8369 2020-10-22 11:16:53,289 - mmaction - INFO - Epoch [51][260/396] lr: 1.500e-03, eta: 10:48:22, time: 1.115, data_time: 0.003, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9464, loss_cls: 0.6599, loss: 0.6599, grad_norm: 3.8692, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8294, loss/aux0: 0.8294 2020-10-22 11:17:31,908 - mmaction - INFO - Epoch [51][280/396] lr: 1.500e-03, eta: 10:47:24, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9396, loss_cls: 0.6997, loss: 0.6997, grad_norm: 3.9329, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7945, loss/aux0: 0.7945 2020-10-22 11:17:32,540 - mmaction - INFO - Epoch [51][280/396] lr: 1.500e-03, eta: 10:47:44, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9396, loss_cls: 0.6997, loss: 0.6997, grad_norm: 3.9286, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7917, loss/aux0: 0.7917 2020-10-22 11:18:11,194 - mmaction - INFO - Epoch [51][300/396] lr: 1.500e-03, eta: 10:46:45, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.8229, top5_acc: 0.9378, loss_cls: 0.6857, loss: 0.6857, grad_norm: 3.7533, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8018, loss/aux0: 0.8018 2020-10-22 11:18:12,866 - mmaction - INFO - Epoch [51][300/396] lr: 1.500e-03, eta: 10:47:04, time: 0.983, data_time: 0.002, memory: 8337, top1_acc: 0.8229, top5_acc: 0.9378, loss_cls: 0.6857, loss: 0.6857, grad_norm: 3.7819, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-22 11:18:53,487 - mmaction - INFO - Epoch [51][320/396] lr: 1.500e-03, eta: 10:46:06, time: 1.058, data_time: 0.204, memory: 8337, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6934, loss: 0.6934, grad_norm: 3.8362, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8200, loss/aux0: 0.8200 2020-10-22 11:18:54,088 - mmaction - INFO - Epoch [51][320/396] lr: 1.500e-03, eta: 10:46:25, time: 0.995, data_time: 0.144, memory: 8337, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6934, loss: 0.6934, grad_norm: 3.8391, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8026, loss/aux0: 0.8026 2020-10-22 11:19:33,187 - mmaction - INFO - Epoch [51][340/396] lr: 1.500e-03, eta: 10:45:26, time: 0.986, data_time: 0.050, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9464, loss_cls: 0.6475, loss: 0.6475, grad_norm: 3.8027, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8347, loss/aux0: 0.8347 2020-10-22 11:19:35,150 - mmaction - INFO - Epoch [51][340/396] lr: 1.500e-03, eta: 10:45:46, time: 1.037, data_time: 0.035, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9464, loss_cls: 0.6475, loss: 0.6475, grad_norm: 3.7744, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-22 11:20:13,561 - mmaction - INFO - Epoch [51][360/396] lr: 1.500e-03, eta: 10:44:47, time: 1.005, data_time: 0.000, memory: 8337, top1_acc: 0.8245, top5_acc: 0.9378, loss_cls: 0.6904, loss: 0.6904, grad_norm: 3.8386, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8108, loss/aux0: 0.8108 2020-10-22 11:20:14,507 - mmaction - INFO - Epoch [51][360/396] lr: 1.500e-03, eta: 10:45:06, time: 0.950, data_time: 0.007, memory: 8337, top1_acc: 0.8245, top5_acc: 0.9378, loss_cls: 0.6904, loss: 0.6904, grad_norm: 3.8443, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8138, loss/aux0: 0.8138 2020-10-22 11:20:55,165 - mmaction - INFO - Epoch [51][380/396] lr: 1.500e-03, eta: 10:44:07, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9479, loss_cls: 0.6487, loss: 0.6487, grad_norm: 3.8420, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8223, loss/aux0: 0.8223 2020-10-22 11:20:56,702 - mmaction - INFO - Epoch [51][380/396] lr: 1.500e-03, eta: 10:44:26, time: 0.995, data_time: 0.002, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9479, loss_cls: 0.6487, loss: 0.6487, grad_norm: 3.7875, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8208, loss/aux0: 0.8208 2020-10-22 11:22:40,494 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-10-22 11:25:33,529 - mmaction - INFO - Epoch [52][20/396] lr: 1.500e-03, eta: 10:42:27, time: 1.071, data_time: 0.383, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9414, loss_cls: 0.6892, loss: 0.6892, grad_norm: 3.7998, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.7801, loss/aux0: 0.7801 2020-10-22 11:25:34,154 - mmaction - INFO - Epoch [52][20/396] lr: 1.500e-03, eta: 10:42:47, time: 1.073, data_time: 0.387, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9414, loss_cls: 0.6892, loss: 0.6892, grad_norm: 3.8090, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7786, loss/aux0: 0.7786 2020-10-22 11:26:14,093 - mmaction - INFO - Epoch [52][40/396] lr: 1.500e-03, eta: 10:41:48, time: 0.995, data_time: 0.298, memory: 8337, top1_acc: 0.8305, top5_acc: 0.9430, loss_cls: 0.6764, loss: 0.6764, grad_norm: 3.9169, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8381, loss/aux0: 0.8381 2020-10-22 11:26:14,917 - mmaction - INFO - Epoch [52][40/396] lr: 1.500e-03, eta: 10:42:07, time: 1.005, data_time: 0.311, memory: 8337, top1_acc: 0.8305, top5_acc: 0.9430, loss_cls: 0.6764, loss: 0.6764, grad_norm: 3.8851, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8366, loss/aux0: 0.8366 2020-10-22 11:26:55,803 - mmaction - INFO - Epoch [52][60/396] lr: 1.500e-03, eta: 10:41:10, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.8302, top5_acc: 0.9458, loss_cls: 0.6362, loss: 0.6362, grad_norm: 3.8723, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8089, loss/aux0: 0.8089 2020-10-22 11:26:56,418 - mmaction - INFO - Epoch [52][60/396] lr: 1.500e-03, eta: 10:41:30, time: 1.051, data_time: 0.003, memory: 8337, top1_acc: 0.8302, top5_acc: 0.9458, loss_cls: 0.6362, loss: 0.6362, grad_norm: 3.8637, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8105, loss/aux0: 0.8105 2020-10-22 11:27:35,508 - mmaction - INFO - Epoch [52][80/396] lr: 1.500e-03, eta: 10:40:31, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.8182, top5_acc: 0.9339, loss_cls: 0.7097, loss: 0.7097, grad_norm: 3.9013, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8172, loss/aux0: 0.8172 2020-10-22 11:27:36,689 - mmaction - INFO - Epoch [52][80/396] lr: 1.500e-03, eta: 10:40:51, time: 1.022, data_time: 0.002, memory: 8337, top1_acc: 0.8182, top5_acc: 0.9339, loss_cls: 0.7097, loss: 0.7097, grad_norm: 3.9054, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8196, loss/aux0: 0.8196 2020-10-22 11:28:17,723 - mmaction - INFO - Epoch [52][100/396] lr: 1.500e-03, eta: 10:39:52, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9482, loss_cls: 0.6260, loss: 0.6260, grad_norm: 3.7870, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8154, loss/aux0: 0.8154 2020-10-22 11:28:18,360 - mmaction - INFO - Epoch [52][100/396] lr: 1.500e-03, eta: 10:40:11, time: 1.010, data_time: 0.001, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9482, loss_cls: 0.6260, loss: 0.6260, grad_norm: 3.7714, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-22 11:28:56,902 - mmaction - INFO - Epoch [52][120/396] lr: 1.500e-03, eta: 10:39:12, time: 0.953, data_time: 0.022, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9466, loss_cls: 0.6464, loss: 0.6464, grad_norm: 3.7653, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8299, loss/aux0: 0.8299 2020-10-22 11:28:58,820 - mmaction - INFO - Epoch [52][120/396] lr: 1.500e-03, eta: 10:39:31, time: 1.020, data_time: 0.024, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9466, loss_cls: 0.6464, loss: 0.6464, grad_norm: 3.7553, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8318, loss/aux0: 0.8318 2020-10-22 11:29:38,636 - mmaction - INFO - Epoch [52][140/396] lr: 1.500e-03, eta: 10:38:32, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.8312, top5_acc: 0.9432, loss_cls: 0.6580, loss: 0.6580, grad_norm: 3.7526, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7810, loss/aux0: 0.7810 2020-10-22 11:29:40,799 - mmaction - INFO - Epoch [52][140/396] lr: 1.500e-03, eta: 10:38:51, time: 0.990, data_time: 0.003, memory: 8337, top1_acc: 0.8312, top5_acc: 0.9432, loss_cls: 0.6580, loss: 0.6580, grad_norm: 3.8024, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7820, loss/aux0: 0.7820 2020-10-22 11:30:20,265 - mmaction - INFO - Epoch [52][160/396] lr: 1.500e-03, eta: 10:37:53, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9385, loss_cls: 0.6973, loss: 0.6973, grad_norm: 3.9630, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.8291, loss/aux0: 0.8291 2020-10-22 11:30:22,669 - mmaction - INFO - Epoch [52][160/396] lr: 1.500e-03, eta: 10:38:14, time: 1.105, data_time: 0.001, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9385, loss_cls: 0.6973, loss: 0.6973, grad_norm: 3.9477, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8205, loss/aux0: 0.8205 2020-10-22 11:31:00,722 - mmaction - INFO - Epoch [52][180/396] lr: 1.500e-03, eta: 10:37:16, time: 1.016, data_time: 0.000, memory: 8337, top1_acc: 0.8312, top5_acc: 0.9495, loss_cls: 0.6445, loss: 0.6445, grad_norm: 3.8748, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8053, loss/aux0: 0.8053 2020-10-22 11:31:02,345 - mmaction - INFO - Epoch [52][180/396] lr: 1.500e-03, eta: 10:37:35, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.8312, top5_acc: 0.9495, loss_cls: 0.6445, loss: 0.6445, grad_norm: 3.8520, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8104, loss/aux0: 0.8104 2020-10-22 11:31:41,687 - mmaction - INFO - Epoch [52][200/396] lr: 1.500e-03, eta: 10:36:37, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9445, loss_cls: 0.6527, loss: 0.6527, grad_norm: 3.7432, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8082, loss/aux0: 0.8082 2020-10-22 11:31:44,438 - mmaction - INFO - Epoch [52][200/396] lr: 1.500e-03, eta: 10:36:58, time: 1.101, data_time: 0.004, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9445, loss_cls: 0.6527, loss: 0.6527, grad_norm: 3.7196, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8037, loss/aux0: 0.8037 2020-10-22 11:32:24,034 - mmaction - INFO - Epoch [52][220/396] lr: 1.500e-03, eta: 10:35:59, time: 0.998, data_time: 0.000, memory: 8337, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.6526, loss: 0.6526, grad_norm: 3.8011, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8200, loss/aux0: 0.8200 2020-10-22 11:32:25,417 - mmaction - INFO - Epoch [52][220/396] lr: 1.500e-03, eta: 10:36:16, time: 0.916, data_time: 0.003, memory: 8337, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.6526, loss: 0.6526, grad_norm: 3.8436, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8242, loss/aux0: 0.8242 2020-10-22 11:33:05,162 - mmaction - INFO - Epoch [52][240/396] lr: 1.500e-03, eta: 10:35:18, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8328, top5_acc: 0.9443, loss_cls: 0.6491, loss: 0.6491, grad_norm: 3.8082, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8238, loss/aux0: 0.8238 2020-10-22 11:33:06,452 - mmaction - INFO - Epoch [52][240/396] lr: 1.500e-03, eta: 10:35:37, time: 1.007, data_time: 0.002, memory: 8337, top1_acc: 0.8328, top5_acc: 0.9443, loss_cls: 0.6491, loss: 0.6491, grad_norm: 3.8464, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8325, loss/aux0: 0.8325 2020-10-22 11:33:46,052 - mmaction - INFO - Epoch [52][260/396] lr: 1.500e-03, eta: 10:34:40, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.8451, top5_acc: 0.9495, loss_cls: 0.6282, loss: 0.6282, grad_norm: 3.8364, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7942, loss/aux0: 0.7942 2020-10-22 11:33:47,819 - mmaction - INFO - Epoch [52][260/396] lr: 1.500e-03, eta: 10:34:59, time: 1.036, data_time: 0.003, memory: 8337, top1_acc: 0.8451, top5_acc: 0.9495, loss_cls: 0.6282, loss: 0.6282, grad_norm: 3.8533, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7962, loss/aux0: 0.7962 2020-10-22 11:34:28,797 - mmaction - INFO - Epoch [52][280/396] lr: 1.500e-03, eta: 10:34:03, time: 1.096, data_time: 0.000, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9495, loss_cls: 0.6297, loss: 0.6297, grad_norm: 3.8460, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8205, loss/aux0: 0.8205 2020-10-22 11:34:29,412 - mmaction - INFO - Epoch [52][280/396] lr: 1.500e-03, eta: 10:34:23, time: 1.080, data_time: 0.003, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9495, loss_cls: 0.6297, loss: 0.6297, grad_norm: 3.8577, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8194, loss/aux0: 0.8194 2020-10-22 11:35:10,114 - mmaction - INFO - Epoch [52][300/396] lr: 1.500e-03, eta: 10:33:25, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8263, top5_acc: 0.9401, loss_cls: 0.6992, loss: 0.6992, grad_norm: 3.9312, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8435, loss/aux0: 0.8435 2020-10-22 11:35:10,717 - mmaction - INFO - Epoch [52][300/396] lr: 1.500e-03, eta: 10:33:45, time: 1.054, data_time: 0.002, memory: 8337, top1_acc: 0.8263, top5_acc: 0.9401, loss_cls: 0.6992, loss: 0.6992, grad_norm: 3.9284, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8363, loss/aux0: 0.8363 2020-10-22 11:35:48,987 - mmaction - INFO - Epoch [52][320/396] lr: 1.500e-03, eta: 10:32:46, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.8312, top5_acc: 0.9411, loss_cls: 0.6580, loss: 0.6580, grad_norm: 3.8500, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7919, loss/aux0: 0.7919 2020-10-22 11:35:50,004 - mmaction - INFO - Epoch [52][320/396] lr: 1.500e-03, eta: 10:33:04, time: 0.977, data_time: 0.002, memory: 8337, top1_acc: 0.8312, top5_acc: 0.9411, loss_cls: 0.6580, loss: 0.6580, grad_norm: 3.8610, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7872, loss/aux0: 0.7872 2020-10-22 11:36:29,392 - mmaction - INFO - Epoch [52][340/396] lr: 1.500e-03, eta: 10:32:06, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9440, loss_cls: 0.6690, loss: 0.6690, grad_norm: 3.7562, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7826, loss/aux0: 0.7826 2020-10-22 11:36:31,442 - mmaction - INFO - Epoch [52][340/396] lr: 1.500e-03, eta: 10:32:25, time: 1.052, data_time: 0.001, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9440, loss_cls: 0.6690, loss: 0.6690, grad_norm: 3.7545, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-22 11:37:11,008 - mmaction - INFO - Epoch [52][360/396] lr: 1.500e-03, eta: 10:31:27, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9357, loss_cls: 0.6983, loss: 0.6983, grad_norm: 3.9484, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7979, loss/aux0: 0.7979 2020-10-22 11:37:12,946 - mmaction - INFO - Epoch [52][360/396] lr: 1.500e-03, eta: 10:31:45, time: 0.982, data_time: 0.003, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9357, loss_cls: 0.6983, loss: 0.6983, grad_norm: 3.9300, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-22 11:37:51,534 - mmaction - INFO - Epoch [52][380/396] lr: 1.500e-03, eta: 10:30:47, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9422, loss_cls: 0.6811, loss: 0.6811, grad_norm: 3.8810, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8057, loss/aux0: 0.8057 2020-10-22 11:37:53,309 - mmaction - INFO - Epoch [52][380/396] lr: 1.500e-03, eta: 10:31:05, time: 0.966, data_time: 0.005, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9422, loss_cls: 0.6811, loss: 0.6811, grad_norm: 3.8383, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-22 11:39:39,299 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-10-22 11:42:31,159 - mmaction - INFO - Epoch [53][20/396] lr: 1.500e-03, eta: 10:29:06, time: 1.016, data_time: 0.000, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9518, loss_cls: 0.6276, loss: 0.6276, grad_norm: 3.9571, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9274, loss_cls/aux0: 0.8077, loss/aux0: 0.8077 2020-10-22 11:42:32,425 - mmaction - INFO - Epoch [53][20/396] lr: 1.500e-03, eta: 10:29:26, time: 1.048, data_time: 0.002, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9518, loss_cls: 0.6276, loss: 0.6276, grad_norm: 3.9772, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8044, loss/aux0: 0.8044 2020-10-22 11:43:12,759 - mmaction - INFO - Epoch [53][40/396] lr: 1.500e-03, eta: 10:28:28, time: 1.023, data_time: 0.000, memory: 8337, top1_acc: 0.8258, top5_acc: 0.9422, loss_cls: 0.6915, loss: 0.6915, grad_norm: 3.8316, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8160, loss/aux0: 0.8160 2020-10-22 11:43:13,365 - mmaction - INFO - Epoch [53][40/396] lr: 1.500e-03, eta: 10:28:47, time: 1.021, data_time: 0.002, memory: 8337, top1_acc: 0.8258, top5_acc: 0.9422, loss_cls: 0.6915, loss: 0.6915, grad_norm: 3.8517, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8247, loss/aux0: 0.8247 2020-10-22 11:43:54,528 - mmaction - INFO - Epoch [53][60/396] lr: 1.500e-03, eta: 10:27:50, time: 1.058, data_time: 0.037, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9487, loss_cls: 0.6491, loss: 0.6491, grad_norm: 3.9349, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7879, loss/aux0: 0.7879 2020-10-22 11:43:55,119 - mmaction - INFO - Epoch [53][60/396] lr: 1.500e-03, eta: 10:28:09, time: 1.058, data_time: 0.040, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9487, loss_cls: 0.6491, loss: 0.6491, grad_norm: 3.9578, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7903, loss/aux0: 0.7903 2020-10-22 11:44:34,940 - mmaction - INFO - Epoch [53][80/396] lr: 1.500e-03, eta: 10:27:11, time: 0.973, data_time: 0.000, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9409, loss_cls: 0.6647, loss: 0.6647, grad_norm: 3.8670, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7816, loss/aux0: 0.7816 2020-10-22 11:44:35,543 - mmaction - INFO - Epoch [53][80/396] lr: 1.500e-03, eta: 10:27:29, time: 0.974, data_time: 0.003, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9409, loss_cls: 0.6647, loss: 0.6647, grad_norm: 3.8966, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7786, loss/aux0: 0.7786 2020-10-22 11:45:14,664 - mmaction - INFO - Epoch [53][100/396] lr: 1.500e-03, eta: 10:26:31, time: 1.010, data_time: 0.219, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9500, loss_cls: 0.6062, loss: 0.6062, grad_norm: 3.7937, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8338, loss/aux0: 0.8338 2020-10-22 11:45:15,523 - mmaction - INFO - Epoch [53][100/396] lr: 1.500e-03, eta: 10:26:50, time: 1.023, data_time: 0.221, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9500, loss_cls: 0.6062, loss: 0.6062, grad_norm: 3.7644, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8198, loss/aux0: 0.8198 2020-10-22 11:45:55,060 - mmaction - INFO - Epoch [53][120/396] lr: 1.500e-03, eta: 10:25:52, time: 1.022, data_time: 0.002, memory: 8337, top1_acc: 0.8271, top5_acc: 0.9422, loss_cls: 0.6782, loss: 0.6782, grad_norm: 3.9200, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7989, loss/aux0: 0.7989 2020-10-22 11:45:57,151 - mmaction - INFO - Epoch [53][120/396] lr: 1.500e-03, eta: 10:26:11, time: 1.031, data_time: 0.004, memory: 8337, top1_acc: 0.8271, top5_acc: 0.9422, loss_cls: 0.6782, loss: 0.6782, grad_norm: 3.9145, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8054, loss/aux0: 0.8054 2020-10-22 11:46:36,495 - mmaction - INFO - Epoch [53][140/396] lr: 1.500e-03, eta: 10:25:14, time: 1.031, data_time: 0.037, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9469, loss_cls: 0.6033, loss: 0.6033, grad_norm: 3.7406, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-22 11:46:38,530 - mmaction - INFO - Epoch [53][140/396] lr: 1.500e-03, eta: 10:25:33, time: 1.045, data_time: 0.038, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9469, loss_cls: 0.6033, loss: 0.6033, grad_norm: 3.7470, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8034, loss/aux0: 0.8034 2020-10-22 11:47:16,991 - mmaction - INFO - Epoch [53][160/396] lr: 1.500e-03, eta: 10:24:36, time: 1.015, data_time: 0.054, memory: 8337, top1_acc: 0.8302, top5_acc: 0.9451, loss_cls: 0.6681, loss: 0.6681, grad_norm: 3.8910, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7960, loss/aux0: 0.7960 2020-10-22 11:47:17,607 - mmaction - INFO - Epoch [53][160/396] lr: 1.500e-03, eta: 10:24:53, time: 0.956, data_time: 0.056, memory: 8337, top1_acc: 0.8302, top5_acc: 0.9451, loss_cls: 0.6681, loss: 0.6681, grad_norm: 3.8710, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.7870, loss/aux0: 0.7870 2020-10-22 11:48:00,192 - mmaction - INFO - Epoch [53][180/396] lr: 1.500e-03, eta: 10:23:56, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9497, loss_cls: 0.6431, loss: 0.6431, grad_norm: 3.9290, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8227, loss/aux0: 0.8227 2020-10-22 11:48:00,910 - mmaction - INFO - Epoch [53][180/396] lr: 1.500e-03, eta: 10:24:15, time: 1.039, data_time: 0.003, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9497, loss_cls: 0.6431, loss: 0.6431, grad_norm: 3.8795, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8206, loss/aux0: 0.8206 2020-10-22 11:48:41,103 - mmaction - INFO - Epoch [53][200/396] lr: 1.500e-03, eta: 10:23:18, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.8375, top5_acc: 0.9497, loss_cls: 0.6288, loss: 0.6288, grad_norm: 3.9812, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8439, loss/aux0: 0.8439 2020-10-22 11:48:41,698 - mmaction - INFO - Epoch [53][200/396] lr: 1.500e-03, eta: 10:23:38, time: 1.077, data_time: 0.002, memory: 8337, top1_acc: 0.8375, top5_acc: 0.9497, loss_cls: 0.6288, loss: 0.6288, grad_norm: 3.9835, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8464, loss/aux0: 0.8464 2020-10-22 11:49:21,190 - mmaction - INFO - Epoch [53][220/396] lr: 1.500e-03, eta: 10:22:41, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9448, loss_cls: 0.6160, loss: 0.6160, grad_norm: 3.8217, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7889, loss/aux0: 0.7889 2020-10-22 11:49:21,798 - mmaction - INFO - Epoch [53][220/396] lr: 1.500e-03, eta: 10:22:59, time: 1.032, data_time: 0.003, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9448, loss_cls: 0.6160, loss: 0.6160, grad_norm: 3.8230, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7967, loss/aux0: 0.7967 2020-10-22 11:50:01,752 - mmaction - INFO - Epoch [53][240/396] lr: 1.500e-03, eta: 10:22:01, time: 0.987, data_time: 0.000, memory: 8337, top1_acc: 0.8294, top5_acc: 0.9456, loss_cls: 0.6683, loss: 0.6683, grad_norm: 4.0068, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8387, loss/aux0: 0.8387 2020-10-22 11:50:03,928 - mmaction - INFO - Epoch [53][240/396] lr: 1.500e-03, eta: 10:22:21, time: 1.065, data_time: 0.002, memory: 8337, top1_acc: 0.8294, top5_acc: 0.9456, loss_cls: 0.6683, loss: 0.6683, grad_norm: 4.0142, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8342, loss/aux0: 0.8342 2020-10-22 11:50:44,055 - mmaction - INFO - Epoch [53][260/396] lr: 1.500e-03, eta: 10:21:24, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8318, top5_acc: 0.9448, loss_cls: 0.6597, loss: 0.6597, grad_norm: 3.8922, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8246, loss/aux0: 0.8246 2020-10-22 11:50:46,084 - mmaction - INFO - Epoch [53][260/396] lr: 1.500e-03, eta: 10:21:42, time: 1.037, data_time: 0.002, memory: 8337, top1_acc: 0.8318, top5_acc: 0.9448, loss_cls: 0.6597, loss: 0.6597, grad_norm: 3.9287, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8387, loss/aux0: 0.8387 2020-10-22 11:51:25,759 - mmaction - INFO - Epoch [53][280/396] lr: 1.500e-03, eta: 10:20:45, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9341, loss_cls: 0.7196, loss: 0.7196, grad_norm: 3.8771, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7899, loss/aux0: 0.7899 2020-10-22 11:51:27,816 - mmaction - INFO - Epoch [53][280/396] lr: 1.500e-03, eta: 10:21:05, time: 1.111, data_time: 0.002, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9341, loss_cls: 0.7196, loss: 0.7196, grad_norm: 3.8917, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7689, loss/aux0: 0.7689 2020-10-22 11:52:08,231 - mmaction - INFO - Epoch [53][300/396] lr: 1.500e-03, eta: 10:20:08, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9492, loss_cls: 0.6596, loss: 0.6596, grad_norm: 3.9815, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7874, loss/aux0: 0.7874 2020-10-22 11:52:10,638 - mmaction - INFO - Epoch [53][300/396] lr: 1.500e-03, eta: 10:20:26, time: 1.024, data_time: 0.003, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9492, loss_cls: 0.6596, loss: 0.6596, grad_norm: 4.0204, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-22 11:52:49,723 - mmaction - INFO - Epoch [53][320/396] lr: 1.500e-03, eta: 10:19:29, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9427, loss_cls: 0.6735, loss: 0.6735, grad_norm: 3.9036, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8085, loss/aux0: 0.8085 2020-10-22 11:52:51,448 - mmaction - INFO - Epoch [53][320/396] lr: 1.500e-03, eta: 10:19:48, time: 1.025, data_time: 0.008, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9427, loss_cls: 0.6735, loss: 0.6735, grad_norm: 3.9401, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8105, loss/aux0: 0.8105 2020-10-22 11:53:29,576 - mmaction - INFO - Epoch [53][340/396] lr: 1.500e-03, eta: 10:18:50, time: 1.013, data_time: 0.023, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9469, loss_cls: 0.6379, loss: 0.6379, grad_norm: 3.9497, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8092, loss/aux0: 0.8092 2020-10-22 11:53:31,470 - mmaction - INFO - Epoch [53][340/396] lr: 1.500e-03, eta: 10:19:08, time: 1.006, data_time: 0.018, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9469, loss_cls: 0.6379, loss: 0.6379, grad_norm: 3.9388, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8048, loss/aux0: 0.8048 2020-10-22 11:54:12,431 - mmaction - INFO - Epoch [53][360/396] lr: 1.500e-03, eta: 10:18:12, time: 1.083, data_time: 0.043, memory: 8337, top1_acc: 0.8294, top5_acc: 0.9464, loss_cls: 0.6555, loss: 0.6555, grad_norm: 3.8298, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-22 11:54:13,026 - mmaction - INFO - Epoch [53][360/396] lr: 1.500e-03, eta: 10:18:31, time: 1.070, data_time: 0.045, memory: 8337, top1_acc: 0.8294, top5_acc: 0.9464, loss_cls: 0.6555, loss: 0.6555, grad_norm: 3.8345, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7976, loss/aux0: 0.7976 2020-10-22 11:54:52,653 - mmaction - INFO - Epoch [53][380/396] lr: 1.500e-03, eta: 10:17:35, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9469, loss_cls: 0.6426, loss: 0.6426, grad_norm: 3.8055, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7973, loss/aux0: 0.7973 2020-10-22 11:54:53,606 - mmaction - INFO - Epoch [53][380/396] lr: 1.500e-03, eta: 10:17:53, time: 0.996, data_time: 0.002, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9469, loss_cls: 0.6426, loss: 0.6426, grad_norm: 3.8175, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7878, loss/aux0: 0.7878 2020-10-22 11:56:37,792 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-10-22 11:59:49,222 - mmaction - INFO - Epoch [54][20/396] lr: 1.500e-03, eta: 10:15:55, time: 1.016, data_time: 0.000, memory: 8337, top1_acc: 0.8276, top5_acc: 0.9453, loss_cls: 0.6730, loss: 0.6730, grad_norm: 3.8772, top1_acc/aux0: 0.7985, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.7849, loss/aux0: 0.7849 2020-10-22 11:59:49,851 - mmaction - INFO - Epoch [54][20/396] lr: 1.500e-03, eta: 10:16:13, time: 1.019, data_time: 0.003, memory: 8337, top1_acc: 0.8276, top5_acc: 0.9453, loss_cls: 0.6730, loss: 0.6730, grad_norm: 3.8489, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7857, loss/aux0: 0.7857 2020-10-22 12:00:34,112 - mmaction - INFO - Epoch [54][40/396] lr: 1.500e-03, eta: 10:15:16, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9523, loss_cls: 0.6211, loss: 0.6211, grad_norm: 3.9960, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8044, loss/aux0: 0.8044 2020-10-22 12:00:35,293 - mmaction - INFO - Epoch [54][40/396] lr: 1.500e-03, eta: 10:15:33, time: 0.992, data_time: 0.008, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9523, loss_cls: 0.6211, loss: 0.6211, grad_norm: 3.9523, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8024, loss/aux0: 0.8024 2020-10-22 12:01:16,208 - mmaction - INFO - Epoch [54][60/396] lr: 1.500e-03, eta: 10:14:37, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9484, loss_cls: 0.6377, loss: 0.6377, grad_norm: 3.8533, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-22 12:01:16,926 - mmaction - INFO - Epoch [54][60/396] lr: 1.500e-03, eta: 10:14:55, time: 0.992, data_time: 0.001, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9484, loss_cls: 0.6377, loss: 0.6377, grad_norm: 3.9014, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8385, loss/aux0: 0.8385 2020-10-22 12:01:58,947 - mmaction - INFO - Epoch [54][80/396] lr: 1.500e-03, eta: 10:13:59, time: 1.100, data_time: 0.000, memory: 8337, top1_acc: 0.8279, top5_acc: 0.9396, loss_cls: 0.6651, loss: 0.6651, grad_norm: 3.9211, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8330, loss/aux0: 0.8330 2020-10-22 12:01:59,558 - mmaction - INFO - Epoch [54][80/396] lr: 1.500e-03, eta: 10:14:18, time: 1.058, data_time: 0.003, memory: 8337, top1_acc: 0.8279, top5_acc: 0.9396, loss_cls: 0.6651, loss: 0.6651, grad_norm: 3.9638, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8359, loss/aux0: 0.8359 2020-10-22 12:02:39,171 - mmaction - INFO - Epoch [54][100/396] lr: 1.500e-03, eta: 10:13:21, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9466, loss_cls: 0.6636, loss: 0.6636, grad_norm: 3.9631, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8114, loss/aux0: 0.8114 2020-10-22 12:02:41,860 - mmaction - INFO - Epoch [54][100/396] lr: 1.500e-03, eta: 10:13:41, time: 1.133, data_time: 0.005, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9466, loss_cls: 0.6636, loss: 0.6636, grad_norm: 3.9731, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8021, loss/aux0: 0.8021 2020-10-22 12:03:21,410 - mmaction - INFO - Epoch [54][120/396] lr: 1.500e-03, eta: 10:12:44, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.8383, top5_acc: 0.9497, loss_cls: 0.6282, loss: 0.6282, grad_norm: 3.9239, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-22 12:03:23,832 - mmaction - INFO - Epoch [54][120/396] lr: 1.500e-03, eta: 10:13:01, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.8383, top5_acc: 0.9497, loss_cls: 0.6282, loss: 0.6282, grad_norm: 3.9414, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7745, loss/aux0: 0.7745 2020-10-22 12:04:02,792 - mmaction - INFO - Epoch [54][140/396] lr: 1.500e-03, eta: 10:12:05, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9445, loss_cls: 0.6688, loss: 0.6688, grad_norm: 3.9945, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8323, loss/aux0: 0.8323 2020-10-22 12:04:04,653 - mmaction - INFO - Epoch [54][140/396] lr: 1.500e-03, eta: 10:12:24, time: 1.089, data_time: 0.002, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9445, loss_cls: 0.6688, loss: 0.6688, grad_norm: 4.0068, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8353, loss/aux0: 0.8353 2020-10-22 12:04:43,055 - mmaction - INFO - Epoch [54][160/396] lr: 1.500e-03, eta: 10:11:27, time: 0.992, data_time: 0.000, memory: 8337, top1_acc: 0.8313, top5_acc: 0.9477, loss_cls: 0.6425, loss: 0.6425, grad_norm: 3.9109, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.7866, loss/aux0: 0.7866 2020-10-22 12:04:45,236 - mmaction - INFO - Epoch [54][160/396] lr: 1.500e-03, eta: 10:11:45, time: 1.031, data_time: 0.002, memory: 8337, top1_acc: 0.8313, top5_acc: 0.9477, loss_cls: 0.6425, loss: 0.6425, grad_norm: 3.9308, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-22 12:05:24,886 - mmaction - INFO - Epoch [54][180/396] lr: 1.500e-03, eta: 10:10:48, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9435, loss_cls: 0.6527, loss: 0.6527, grad_norm: 3.9009, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8219, loss/aux0: 0.8219 2020-10-22 12:05:26,384 - mmaction - INFO - Epoch [54][180/396] lr: 1.500e-03, eta: 10:11:05, time: 0.969, data_time: 0.002, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9435, loss_cls: 0.6527, loss: 0.6527, grad_norm: 3.8812, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-22 12:06:06,453 - mmaction - INFO - Epoch [54][200/396] lr: 1.500e-03, eta: 10:10:10, time: 1.075, data_time: 0.006, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9526, loss_cls: 0.6026, loss: 0.6026, grad_norm: 3.8070, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-22 12:06:07,726 - mmaction - INFO - Epoch [54][200/396] lr: 1.500e-03, eta: 10:10:28, time: 1.045, data_time: 0.008, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9526, loss_cls: 0.6026, loss: 0.6026, grad_norm: 3.8166, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7850, loss/aux0: 0.7850 2020-10-22 12:06:47,259 - mmaction - INFO - Epoch [54][220/396] lr: 1.500e-03, eta: 10:09:31, time: 0.993, data_time: 0.077, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9437, loss_cls: 0.6212, loss: 0.6212, grad_norm: 3.8745, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7984, loss/aux0: 0.7984 2020-10-22 12:06:49,451 - mmaction - INFO - Epoch [54][220/396] lr: 1.500e-03, eta: 10:09:49, time: 1.049, data_time: 0.079, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9437, loss_cls: 0.6212, loss: 0.6212, grad_norm: 3.8747, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8006, loss/aux0: 0.8006 2020-10-22 12:07:28,426 - mmaction - INFO - Epoch [54][240/396] lr: 1.500e-03, eta: 10:08:51, time: 0.960, data_time: 0.270, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9466, loss_cls: 0.6339, loss: 0.6339, grad_norm: 3.8649, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7949, loss/aux0: 0.7949 2020-10-22 12:07:30,366 - mmaction - INFO - Epoch [54][240/396] lr: 1.500e-03, eta: 10:09:09, time: 1.028, data_time: 0.274, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9466, loss_cls: 0.6339, loss: 0.6339, grad_norm: 3.8683, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7986, loss/aux0: 0.7986 2020-10-22 12:08:10,052 - mmaction - INFO - Epoch [54][260/396] lr: 1.500e-03, eta: 10:08:13, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8323, top5_acc: 0.9500, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.0451, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8565, loss/aux0: 0.8565 2020-10-22 12:08:12,148 - mmaction - INFO - Epoch [54][260/396] lr: 1.500e-03, eta: 10:08:31, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8323, top5_acc: 0.9500, loss_cls: 0.6411, loss: 0.6411, grad_norm: 3.9969, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8501, loss/aux0: 0.8501 2020-10-22 12:08:52,941 - mmaction - INFO - Epoch [54][280/396] lr: 1.500e-03, eta: 10:07:35, time: 1.057, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9503, loss_cls: 0.6317, loss: 0.6317, grad_norm: 3.9406, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8038, loss/aux0: 0.8038 2020-10-22 12:08:55,091 - mmaction - INFO - Epoch [54][280/396] lr: 1.500e-03, eta: 10:07:53, time: 1.047, data_time: 0.002, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9503, loss_cls: 0.6317, loss: 0.6317, grad_norm: 3.9569, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8079, loss/aux0: 0.8079 2020-10-22 12:09:33,458 - mmaction - INFO - Epoch [54][300/396] lr: 1.500e-03, eta: 10:06:57, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9437, loss_cls: 0.6686, loss: 0.6686, grad_norm: 3.9989, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7952, loss/aux0: 0.7952 2020-10-22 12:09:36,754 - mmaction - INFO - Epoch [54][300/396] lr: 1.500e-03, eta: 10:07:16, time: 1.103, data_time: 0.005, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9437, loss_cls: 0.6686, loss: 0.6686, grad_norm: 4.0165, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7942, loss/aux0: 0.7942 2020-10-22 12:10:15,093 - mmaction - INFO - Epoch [54][320/396] lr: 1.500e-03, eta: 10:06:20, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.8320, top5_acc: 0.9396, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.0455, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8243, loss/aux0: 0.8243 2020-10-22 12:10:16,020 - mmaction - INFO - Epoch [54][320/396] lr: 1.500e-03, eta: 10:06:37, time: 0.966, data_time: 0.003, memory: 8337, top1_acc: 0.8320, top5_acc: 0.9396, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.0303, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-22 12:10:56,950 - mmaction - INFO - Epoch [54][340/396] lr: 1.500e-03, eta: 10:05:42, time: 1.112, data_time: 0.422, memory: 8337, top1_acc: 0.8419, top5_acc: 0.9477, loss_cls: 0.6414, loss: 0.6414, grad_norm: 3.8597, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8324, loss/aux0: 0.8324 2020-10-22 12:10:57,555 - mmaction - INFO - Epoch [54][340/396] lr: 1.500e-03, eta: 10:06:00, time: 1.088, data_time: 0.424, memory: 8337, top1_acc: 0.8419, top5_acc: 0.9477, loss_cls: 0.6414, loss: 0.6414, grad_norm: 3.8733, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8259, loss/aux0: 0.8259 2020-10-22 12:11:36,973 - mmaction - INFO - Epoch [54][360/396] lr: 1.500e-03, eta: 10:05:04, time: 1.025, data_time: 0.428, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9440, loss_cls: 0.6644, loss: 0.6644, grad_norm: 3.9165, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7773, loss/aux0: 0.7773 2020-10-22 12:11:37,596 - mmaction - INFO - Epoch [54][360/396] lr: 1.500e-03, eta: 10:05:22, time: 1.025, data_time: 0.430, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9440, loss_cls: 0.6644, loss: 0.6644, grad_norm: 3.9307, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-22 12:12:17,981 - mmaction - INFO - Epoch [54][380/396] lr: 1.500e-03, eta: 10:04:25, time: 0.976, data_time: 0.307, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9453, loss_cls: 0.6440, loss: 0.6440, grad_norm: 3.9656, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8249, loss/aux0: 0.8249 2020-10-22 12:12:19,815 - mmaction - INFO - Epoch [54][380/396] lr: 1.500e-03, eta: 10:04:42, time: 1.038, data_time: 0.309, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9453, loss_cls: 0.6440, loss: 0.6440, grad_norm: 3.9868, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8217, loss/aux0: 0.8217 2020-10-22 12:14:15,014 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-10-22 12:17:21,401 - mmaction - INFO - Epoch [55][20/396] lr: 1.500e-03, eta: 10:02:48, time: 1.065, data_time: 0.078, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9482, loss_cls: 0.6208, loss: 0.6208, grad_norm: 3.7187, top1_acc/aux0: 0.8051, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7733, loss/aux0: 0.7733 2020-10-22 12:17:22,363 - mmaction - INFO - Epoch [55][20/396] lr: 1.500e-03, eta: 10:03:06, time: 1.060, data_time: 0.080, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9482, loss_cls: 0.6208, loss: 0.6208, grad_norm: 3.7266, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7736, loss/aux0: 0.7736 2020-10-22 12:18:04,230 - mmaction - INFO - Epoch [55][40/396] lr: 1.500e-03, eta: 10:02:11, time: 1.097, data_time: 0.127, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9487, loss_cls: 0.6050, loss: 0.6050, grad_norm: 3.8093, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7938, loss/aux0: 0.7938 2020-10-22 12:18:04,834 - mmaction - INFO - Epoch [55][40/396] lr: 1.500e-03, eta: 10:02:29, time: 1.037, data_time: 0.128, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9487, loss_cls: 0.6050, loss: 0.6050, grad_norm: 3.7956, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7944, loss/aux0: 0.7944 2020-10-22 12:18:46,470 - mmaction - INFO - Epoch [55][60/396] lr: 1.500e-03, eta: 10:01:33, time: 1.080, data_time: 0.483, memory: 8337, top1_acc: 0.8305, top5_acc: 0.9398, loss_cls: 0.6663, loss: 0.6663, grad_norm: 3.8490, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7980, loss/aux0: 0.7980 2020-10-22 12:18:47,115 - mmaction - INFO - Epoch [55][60/396] lr: 1.500e-03, eta: 10:01:52, time: 1.081, data_time: 0.484, memory: 8337, top1_acc: 0.8305, top5_acc: 0.9398, loss_cls: 0.6663, loss: 0.6663, grad_norm: 3.7936, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-22 12:19:27,047 - mmaction - INFO - Epoch [55][80/396] lr: 1.500e-03, eta: 10:00:55, time: 0.961, data_time: 0.369, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9510, loss_cls: 0.6197, loss: 0.6197, grad_norm: 3.8375, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7975, loss/aux0: 0.7975 2020-10-22 12:19:27,838 - mmaction - INFO - Epoch [55][80/396] lr: 1.500e-03, eta: 10:01:11, time: 0.970, data_time: 0.371, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9510, loss_cls: 0.6197, loss: 0.6197, grad_norm: 3.8588, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8159, loss/aux0: 0.8159 2020-10-22 12:20:07,692 - mmaction - INFO - Epoch [55][100/396] lr: 1.500e-03, eta: 10:00:15, time: 1.018, data_time: 0.028, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9503, loss_cls: 0.6259, loss: 0.6259, grad_norm: 3.8387, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8170, loss/aux0: 0.8170 2020-10-22 12:20:09,387 - mmaction - INFO - Epoch [55][100/396] lr: 1.500e-03, eta: 10:00:32, time: 1.031, data_time: 0.031, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9503, loss_cls: 0.6259, loss: 0.6259, grad_norm: 3.8305, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8052, loss/aux0: 0.8052 2020-10-22 12:20:48,874 - mmaction - INFO - Epoch [55][120/396] lr: 1.500e-03, eta: 9:59:36, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9536, loss_cls: 0.5942, loss: 0.5942, grad_norm: 3.7598, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7586, loss/aux0: 0.7586 2020-10-22 12:20:50,503 - mmaction - INFO - Epoch [55][120/396] lr: 1.500e-03, eta: 9:59:53, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9536, loss_cls: 0.5942, loss: 0.5942, grad_norm: 3.7692, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7630, loss/aux0: 0.7630 2020-10-22 12:21:30,092 - mmaction - INFO - Epoch [55][140/396] lr: 1.500e-03, eta: 9:58:57, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.8349, top5_acc: 0.9464, loss_cls: 0.6419, loss: 0.6419, grad_norm: 3.9195, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7565, loss/aux0: 0.7565 2020-10-22 12:21:30,938 - mmaction - INFO - Epoch [55][140/396] lr: 1.500e-03, eta: 9:59:13, time: 0.974, data_time: 0.002, memory: 8337, top1_acc: 0.8349, top5_acc: 0.9464, loss_cls: 0.6419, loss: 0.6419, grad_norm: 3.9138, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7557, loss/aux0: 0.7557 2020-10-22 12:22:10,836 - mmaction - INFO - Epoch [55][160/396] lr: 1.500e-03, eta: 9:58:18, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9479, loss_cls: 0.6587, loss: 0.6587, grad_norm: 3.9230, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8038, loss/aux0: 0.8038 2020-10-22 12:22:12,853 - mmaction - INFO - Epoch [55][160/396] lr: 1.500e-03, eta: 9:58:36, time: 1.077, data_time: 0.003, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9479, loss_cls: 0.6587, loss: 0.6587, grad_norm: 3.9115, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8082, loss/aux0: 0.8082 2020-10-22 12:22:51,791 - mmaction - INFO - Epoch [55][180/396] lr: 1.500e-03, eta: 9:57:41, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9479, loss_cls: 0.6237, loss: 0.6237, grad_norm: 3.9591, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7669, loss/aux0: 0.7669 2020-10-22 12:22:53,937 - mmaction - INFO - Epoch [55][180/396] lr: 1.500e-03, eta: 9:57:57, time: 0.995, data_time: 0.002, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9479, loss_cls: 0.6237, loss: 0.6237, grad_norm: 3.9336, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7617, loss/aux0: 0.7617 2020-10-22 12:23:32,770 - mmaction - INFO - Epoch [55][200/396] lr: 1.500e-03, eta: 9:57:01, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9508, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.0792, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8442, loss/aux0: 0.8442 2020-10-22 12:23:34,238 - mmaction - INFO - Epoch [55][200/396] lr: 1.500e-03, eta: 9:57:18, time: 0.970, data_time: 0.002, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9508, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.1258, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8513, loss/aux0: 0.8513 2020-10-22 12:24:14,290 - mmaction - INFO - Epoch [55][220/396] lr: 1.500e-03, eta: 9:56:22, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9445, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.0268, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8447, loss/aux0: 0.8447 2020-10-22 12:24:15,593 - mmaction - INFO - Epoch [55][220/396] lr: 1.500e-03, eta: 9:56:39, time: 1.031, data_time: 0.003, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9445, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.0244, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8337, loss/aux0: 0.8337 2020-10-22 12:24:54,882 - mmaction - INFO - Epoch [55][240/396] lr: 1.500e-03, eta: 9:55:42, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.8365, top5_acc: 0.9461, loss_cls: 0.6519, loss: 0.6519, grad_norm: 3.9558, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7835, loss/aux0: 0.7835 2020-10-22 12:24:55,513 - mmaction - INFO - Epoch [55][240/396] lr: 1.500e-03, eta: 9:55:59, time: 0.979, data_time: 0.003, memory: 8337, top1_acc: 0.8365, top5_acc: 0.9461, loss_cls: 0.6519, loss: 0.6519, grad_norm: 3.9806, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7870, loss/aux0: 0.7870 2020-10-22 12:25:34,677 - mmaction - INFO - Epoch [55][260/396] lr: 1.500e-03, eta: 9:55:03, time: 1.013, data_time: 0.214, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9482, loss_cls: 0.6351, loss: 0.6351, grad_norm: 4.0442, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8240, loss/aux0: 0.8240 2020-10-22 12:25:37,128 - mmaction - INFO - Epoch [55][260/396] lr: 1.500e-03, eta: 9:55:20, time: 1.076, data_time: 0.302, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9482, loss_cls: 0.6351, loss: 0.6351, grad_norm: 4.0511, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-22 12:26:16,343 - mmaction - INFO - Epoch [55][280/396] lr: 1.500e-03, eta: 9:54:24, time: 0.990, data_time: 0.349, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9448, loss_cls: 0.6492, loss: 0.6492, grad_norm: 3.9974, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7981, loss/aux0: 0.7981 2020-10-22 12:26:18,242 - mmaction - INFO - Epoch [55][280/396] lr: 1.500e-03, eta: 9:54:41, time: 1.000, data_time: 0.358, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9448, loss_cls: 0.6492, loss: 0.6492, grad_norm: 3.9659, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7929, loss/aux0: 0.7929 2020-10-22 12:26:56,334 - mmaction - INFO - Epoch [55][300/396] lr: 1.500e-03, eta: 9:53:44, time: 0.980, data_time: 0.189, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9440, loss_cls: 0.6758, loss: 0.6758, grad_norm: 4.0680, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8109, loss/aux0: 0.8109 2020-10-22 12:26:56,929 - mmaction - INFO - Epoch [55][300/396] lr: 1.500e-03, eta: 9:53:59, time: 0.916, data_time: 0.126, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9440, loss_cls: 0.6758, loss: 0.6758, grad_norm: 4.0255, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8020, loss/aux0: 0.8020 2020-10-22 12:27:37,399 - mmaction - INFO - Epoch [55][320/396] lr: 1.500e-03, eta: 9:53:04, time: 1.048, data_time: 0.096, memory: 8337, top1_acc: 0.8250, top5_acc: 0.9424, loss_cls: 0.6644, loss: 0.6644, grad_norm: 3.9712, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7797, loss/aux0: 0.7797 2020-10-22 12:27:39,237 - mmaction - INFO - Epoch [55][320/396] lr: 1.500e-03, eta: 9:53:21, time: 1.056, data_time: 0.160, memory: 8337, top1_acc: 0.8250, top5_acc: 0.9424, loss_cls: 0.6644, loss: 0.6644, grad_norm: 3.9678, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7794, loss/aux0: 0.7794 2020-10-22 12:28:17,140 - mmaction - INFO - Epoch [55][340/396] lr: 1.500e-03, eta: 9:52:26, time: 1.024, data_time: 0.305, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9456, loss_cls: 0.6278, loss: 0.6278, grad_norm: 4.0140, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8176, loss/aux0: 0.8176 2020-10-22 12:28:18,068 - mmaction - INFO - Epoch [55][340/396] lr: 1.500e-03, eta: 9:52:42, time: 0.954, data_time: 0.234, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9456, loss_cls: 0.6278, loss: 0.6278, grad_norm: 4.0129, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8164, loss/aux0: 0.8164 2020-10-22 12:28:59,266 - mmaction - INFO - Epoch [55][360/396] lr: 1.500e-03, eta: 9:51:46, time: 1.030, data_time: 0.060, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9411, loss_cls: 0.6787, loss: 0.6787, grad_norm: 3.9332, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7782, loss/aux0: 0.7782 2020-10-22 12:29:01,824 - mmaction - INFO - Epoch [55][360/396] lr: 1.500e-03, eta: 9:52:04, time: 1.070, data_time: 0.001, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9411, loss_cls: 0.6787, loss: 0.6787, grad_norm: 3.9182, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7813, loss/aux0: 0.7813 2020-10-22 12:29:40,546 - mmaction - INFO - Epoch [55][380/396] lr: 1.500e-03, eta: 9:51:08, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9500, loss_cls: 0.6186, loss: 0.6186, grad_norm: 3.9240, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7738, loss/aux0: 0.7738 2020-10-22 12:29:42,635 - mmaction - INFO - Epoch [55][380/396] lr: 1.500e-03, eta: 9:51:24, time: 0.993, data_time: 0.002, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9500, loss_cls: 0.6186, loss: 0.6186, grad_norm: 3.9589, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7825, loss/aux0: 0.7825 2020-10-22 12:31:31,051 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-10-22 12:32:44,169 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 12:32:44,283 - mmaction - INFO - top1_acc 0.7786 top5_acc 0.9341 2020-10-22 12:32:44,283 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 12:32:44,304 - mmaction - INFO - mean_acc 0.7792 2020-10-22 12:32:44,306 - mmaction - INFO - Epoch(val) [55][396] top1_acc: 0.7786, top5_acc: 0.9341, mean_class_accuracy: 0.7792 2020-10-22 12:35:38,287 - mmaction - INFO - Epoch [56][20/396] lr: 1.500e-03, eta: 9:49:31, time: 1.049, data_time: 0.007, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9469, loss_cls: 0.6495, loss: 0.6495, grad_norm: 4.0466, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8181, loss/aux0: 0.8181 2020-10-22 12:35:38,934 - mmaction - INFO - Epoch [56][20/396] lr: 1.500e-03, eta: 9:49:48, time: 1.051, data_time: 0.009, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9469, loss_cls: 0.6495, loss: 0.6495, grad_norm: 4.0543, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8157, loss/aux0: 0.8157 2020-10-22 12:36:20,010 - mmaction - INFO - Epoch [56][40/396] lr: 1.500e-03, eta: 9:48:54, time: 1.097, data_time: 0.281, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9521, loss_cls: 0.6005, loss: 0.6005, grad_norm: 3.7900, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7667, loss/aux0: 0.7667 2020-10-22 12:36:20,611 - mmaction - INFO - Epoch [56][40/396] lr: 1.500e-03, eta: 9:49:12, time: 1.097, data_time: 0.283, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9521, loss_cls: 0.6005, loss: 0.6005, grad_norm: 3.7480, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7632, loss/aux0: 0.7632 2020-10-22 12:37:01,838 - mmaction - INFO - Epoch [56][60/396] lr: 1.500e-03, eta: 9:48:15, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.8385, top5_acc: 0.9529, loss_cls: 0.6139, loss: 0.6139, grad_norm: 3.8130, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7563, loss/aux0: 0.7563 2020-10-22 12:37:02,468 - mmaction - INFO - Epoch [56][60/396] lr: 1.500e-03, eta: 9:48:31, time: 0.979, data_time: 0.002, memory: 8337, top1_acc: 0.8385, top5_acc: 0.9529, loss_cls: 0.6139, loss: 0.6139, grad_norm: 3.8336, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7632, loss/aux0: 0.7632 2020-10-22 12:37:41,675 - mmaction - INFO - Epoch [56][80/396] lr: 1.500e-03, eta: 9:47:37, time: 1.056, data_time: 0.331, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9497, loss_cls: 0.6325, loss: 0.6325, grad_norm: 3.8586, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8104, loss/aux0: 0.8104 2020-10-22 12:37:42,337 - mmaction - INFO - Epoch [56][80/396] lr: 1.500e-03, eta: 9:47:53, time: 1.022, data_time: 0.333, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9497, loss_cls: 0.6325, loss: 0.6325, grad_norm: 3.8596, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8076, loss/aux0: 0.8076 2020-10-22 12:38:21,978 - mmaction - INFO - Epoch [56][100/396] lr: 1.500e-03, eta: 9:46:58, time: 1.033, data_time: 0.125, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9487, loss_cls: 0.6277, loss: 0.6277, grad_norm: 4.0530, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8235, loss/aux0: 0.8235 2020-10-22 12:38:23,270 - mmaction - INFO - Epoch [56][100/396] lr: 1.500e-03, eta: 9:47:15, time: 1.049, data_time: 0.128, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9487, loss_cls: 0.6277, loss: 0.6277, grad_norm: 4.0778, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8355, loss/aux0: 0.8355 2020-10-22 12:39:03,803 - mmaction - INFO - Epoch [56][120/396] lr: 1.500e-03, eta: 9:46:20, time: 1.063, data_time: 0.313, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9513, loss_cls: 0.6149, loss: 0.6149, grad_norm: 3.9122, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8068, loss/aux0: 0.8068 2020-10-22 12:39:04,893 - mmaction - INFO - Epoch [56][120/396] lr: 1.500e-03, eta: 9:46:37, time: 1.040, data_time: 0.315, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9513, loss_cls: 0.6149, loss: 0.6149, grad_norm: 3.9299, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8022, loss/aux0: 0.8022 2020-10-22 12:39:45,317 - mmaction - INFO - Epoch [56][140/396] lr: 1.500e-03, eta: 9:45:41, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9482, loss_cls: 0.6229, loss: 0.6229, grad_norm: 3.8772, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7700, loss/aux0: 0.7700 2020-10-22 12:39:47,097 - mmaction - INFO - Epoch [56][140/396] lr: 1.500e-03, eta: 9:45:58, time: 1.015, data_time: 0.002, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9482, loss_cls: 0.6229, loss: 0.6229, grad_norm: 3.9069, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7706, loss/aux0: 0.7706 2020-10-22 12:40:27,461 - mmaction - INFO - Epoch [56][160/396] lr: 1.500e-03, eta: 9:45:03, time: 1.053, data_time: 0.025, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9479, loss_cls: 0.6495, loss: 0.6495, grad_norm: 3.9946, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8039, loss/aux0: 0.8039 2020-10-22 12:40:28,162 - mmaction - INFO - Epoch [56][160/396] lr: 1.500e-03, eta: 9:45:18, time: 0.964, data_time: 0.026, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9479, loss_cls: 0.6495, loss: 0.6495, grad_norm: 3.9998, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.7899, loss/aux0: 0.7899 2020-10-22 12:41:08,886 - mmaction - INFO - Epoch [56][180/396] lr: 1.500e-03, eta: 9:44:24, time: 1.059, data_time: 0.347, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9466, loss_cls: 0.6431, loss: 0.6431, grad_norm: 3.8890, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8069, loss/aux0: 0.8069 2020-10-22 12:41:10,412 - mmaction - INFO - Epoch [56][180/396] lr: 1.500e-03, eta: 9:44:39, time: 0.946, data_time: 0.359, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9466, loss_cls: 0.6431, loss: 0.6431, grad_norm: 3.8849, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8105, loss/aux0: 0.8105 2020-10-22 12:41:50,598 - mmaction - INFO - Epoch [56][200/396] lr: 1.500e-03, eta: 9:43:44, time: 1.020, data_time: 0.006, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9401, loss_cls: 0.6502, loss: 0.6502, grad_norm: 3.9282, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7439, loss/aux0: 0.7439 2020-10-22 12:41:51,354 - mmaction - INFO - Epoch [56][200/396] lr: 1.500e-03, eta: 9:43:59, time: 0.982, data_time: 0.003, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9401, loss_cls: 0.6502, loss: 0.6502, grad_norm: 3.9351, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7522, loss/aux0: 0.7522 2020-10-22 12:42:31,223 - mmaction - INFO - Epoch [56][220/396] lr: 1.500e-03, eta: 9:43:04, time: 1.014, data_time: 0.119, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9526, loss_cls: 0.6122, loss: 0.6122, grad_norm: 3.8141, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7895, loss/aux0: 0.7895 2020-10-22 12:42:32,415 - mmaction - INFO - Epoch [56][220/396] lr: 1.500e-03, eta: 9:43:20, time: 0.987, data_time: 0.063, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9526, loss_cls: 0.6122, loss: 0.6122, grad_norm: 3.8084, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7797, loss/aux0: 0.7797 2020-10-22 12:43:12,510 - mmaction - INFO - Epoch [56][240/396] lr: 1.500e-03, eta: 9:42:25, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9526, loss_cls: 0.6311, loss: 0.6311, grad_norm: 4.0177, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8119, loss/aux0: 0.8119 2020-10-22 12:43:14,456 - mmaction - INFO - Epoch [56][240/396] lr: 1.500e-03, eta: 9:42:41, time: 1.010, data_time: 0.003, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9526, loss_cls: 0.6311, loss: 0.6311, grad_norm: 4.0400, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8199, loss/aux0: 0.8199 2020-10-22 12:43:53,624 - mmaction - INFO - Epoch [56][260/396] lr: 1.500e-03, eta: 9:41:46, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9477, loss_cls: 0.6305, loss: 0.6305, grad_norm: 3.9019, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8272, loss/aux0: 0.8272 2020-10-22 12:43:54,235 - mmaction - INFO - Epoch [56][260/396] lr: 1.500e-03, eta: 9:42:03, time: 1.035, data_time: 0.002, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9477, loss_cls: 0.6305, loss: 0.6305, grad_norm: 3.9313, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8249, loss/aux0: 0.8249 2020-10-22 12:44:35,178 - mmaction - INFO - Epoch [56][280/396] lr: 1.500e-03, eta: 9:41:08, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9437, loss_cls: 0.6467, loss: 0.6467, grad_norm: 4.1274, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8212, loss/aux0: 0.8212 2020-10-22 12:44:36,640 - mmaction - INFO - Epoch [56][280/396] lr: 1.500e-03, eta: 9:41:24, time: 1.000, data_time: 0.002, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9437, loss_cls: 0.6467, loss: 0.6467, grad_norm: 4.0959, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8126, loss/aux0: 0.8126 2020-10-22 12:45:14,920 - mmaction - INFO - Epoch [56][300/396] lr: 1.500e-03, eta: 9:40:29, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9497, loss_cls: 0.5937, loss: 0.5937, grad_norm: 3.8296, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7840, loss/aux0: 0.7840 2020-10-22 12:45:16,499 - mmaction - INFO - Epoch [56][300/396] lr: 1.500e-03, eta: 9:40:45, time: 1.014, data_time: 0.002, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9497, loss_cls: 0.5937, loss: 0.5937, grad_norm: 3.8477, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7929, loss/aux0: 0.7929 2020-10-22 12:45:56,121 - mmaction - INFO - Epoch [56][320/396] lr: 1.500e-03, eta: 9:39:50, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8323, top5_acc: 0.9422, loss_cls: 0.6569, loss: 0.6569, grad_norm: 3.9869, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8111, loss/aux0: 0.8111 2020-10-22 12:45:57,839 - mmaction - INFO - Epoch [56][320/396] lr: 1.500e-03, eta: 9:40:06, time: 0.997, data_time: 0.001, memory: 8337, top1_acc: 0.8323, top5_acc: 0.9422, loss_cls: 0.6569, loss: 0.6569, grad_norm: 3.9826, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8145, loss/aux0: 0.8145 2020-10-22 12:46:38,586 - mmaction - INFO - Epoch [56][340/396] lr: 1.500e-03, eta: 9:39:12, time: 1.149, data_time: 0.000, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9445, loss_cls: 0.6602, loss: 0.6602, grad_norm: 3.9137, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8189, loss/aux0: 0.8189 2020-10-22 12:46:39,671 - mmaction - INFO - Epoch [56][340/396] lr: 1.500e-03, eta: 9:39:30, time: 1.089, data_time: 0.004, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9445, loss_cls: 0.6602, loss: 0.6602, grad_norm: 3.9223, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8145, loss/aux0: 0.8145 2020-10-22 12:47:19,434 - mmaction - INFO - Epoch [56][360/396] lr: 1.500e-03, eta: 9:38:34, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9440, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.9345, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7785, loss/aux0: 0.7785 2020-10-22 12:47:20,473 - mmaction - INFO - Epoch [56][360/396] lr: 1.500e-03, eta: 9:38:51, time: 1.028, data_time: 0.002, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9440, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.9965, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7830, loss/aux0: 0.7830 2020-10-22 12:48:00,530 - mmaction - INFO - Epoch [56][380/396] lr: 1.500e-03, eta: 9:37:55, time: 0.964, data_time: 0.065, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9466, loss_cls: 0.6291, loss: 0.6291, grad_norm: 3.9901, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8014, loss/aux0: 0.8014 2020-10-22 12:48:02,607 - mmaction - INFO - Epoch [56][380/396] lr: 1.500e-03, eta: 9:38:11, time: 1.041, data_time: 0.141, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9466, loss_cls: 0.6291, loss: 0.6291, grad_norm: 4.0028, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7917, loss/aux0: 0.7917 2020-10-22 12:49:45,723 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-22 12:52:41,649 - mmaction - INFO - Epoch [57][20/396] lr: 1.500e-03, eta: 9:36:20, time: 1.093, data_time: 0.115, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9440, loss_cls: 0.6562, loss: 0.6562, grad_norm: 3.9183, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7816, loss/aux0: 0.7816 2020-10-22 12:52:42,254 - mmaction - INFO - Epoch [57][20/396] lr: 1.500e-03, eta: 9:36:38, time: 1.093, data_time: 0.116, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9440, loss_cls: 0.6562, loss: 0.6562, grad_norm: 3.9207, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7780, loss/aux0: 0.7780 2020-10-22 12:53:23,341 - mmaction - INFO - Epoch [57][40/396] lr: 1.500e-03, eta: 9:35:43, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9427, loss_cls: 0.6515, loss: 0.6515, grad_norm: 3.9670, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7857, loss/aux0: 0.7857 2020-10-22 12:53:23,977 - mmaction - INFO - Epoch [57][40/396] lr: 1.500e-03, eta: 9:35:59, time: 1.024, data_time: 0.002, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9427, loss_cls: 0.6515, loss: 0.6515, grad_norm: 3.9480, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7892, loss/aux0: 0.7892 2020-10-22 12:54:04,541 - mmaction - INFO - Epoch [57][60/396] lr: 1.500e-03, eta: 9:35:04, time: 1.021, data_time: 0.010, memory: 8337, top1_acc: 0.8367, top5_acc: 0.9471, loss_cls: 0.6400, loss: 0.6400, grad_norm: 3.8652, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7311, loss/aux0: 0.7311 2020-10-22 12:54:05,578 - mmaction - INFO - Epoch [57][60/396] lr: 1.500e-03, eta: 9:35:20, time: 1.043, data_time: 0.012, memory: 8337, top1_acc: 0.8367, top5_acc: 0.9471, loss_cls: 0.6400, loss: 0.6400, grad_norm: 3.8704, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7286, loss/aux0: 0.7286 2020-10-22 12:54:46,074 - mmaction - INFO - Epoch [57][80/396] lr: 1.500e-03, eta: 9:34:27, time: 1.106, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9437, loss_cls: 0.6386, loss: 0.6386, grad_norm: 3.8395, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7632, loss/aux0: 0.7632 2020-10-22 12:54:48,446 - mmaction - INFO - Epoch [57][80/396] lr: 1.500e-03, eta: 9:34:44, time: 1.095, data_time: 0.002, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9437, loss_cls: 0.6386, loss: 0.6386, grad_norm: 3.8334, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7626, loss/aux0: 0.7626 2020-10-22 12:55:26,385 - mmaction - INFO - Epoch [57][100/396] lr: 1.500e-03, eta: 9:33:48, time: 0.984, data_time: 0.106, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9474, loss_cls: 0.5917, loss: 0.5917, grad_norm: 3.9992, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8064, loss/aux0: 0.8064 2020-10-22 12:55:27,074 - mmaction - INFO - Epoch [57][100/396] lr: 1.500e-03, eta: 9:34:03, time: 0.945, data_time: 0.107, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9474, loss_cls: 0.5917, loss: 0.5917, grad_norm: 3.9835, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8109, loss/aux0: 0.8109 2020-10-22 12:56:09,905 - mmaction - INFO - Epoch [57][120/396] lr: 1.500e-03, eta: 9:33:09, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9477, loss_cls: 0.6375, loss: 0.6375, grad_norm: 4.0002, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7655, loss/aux0: 0.7655 2020-10-22 12:56:10,529 - mmaction - INFO - Epoch [57][120/396] lr: 1.500e-03, eta: 9:33:25, time: 1.046, data_time: 0.003, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9477, loss_cls: 0.6375, loss: 0.6375, grad_norm: 4.0011, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7580, loss/aux0: 0.7580 2020-10-22 12:56:51,212 - mmaction - INFO - Epoch [57][140/396] lr: 1.500e-03, eta: 9:32:30, time: 1.042, data_time: 0.000, memory: 8337, top1_acc: 0.8367, top5_acc: 0.9474, loss_cls: 0.6471, loss: 0.6471, grad_norm: 4.0407, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7971, loss/aux0: 0.7971 2020-10-22 12:56:52,051 - mmaction - INFO - Epoch [57][140/396] lr: 1.500e-03, eta: 9:32:46, time: 1.004, data_time: 0.002, memory: 8337, top1_acc: 0.8367, top5_acc: 0.9474, loss_cls: 0.6471, loss: 0.6471, grad_norm: 4.0574, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8095, loss/aux0: 0.8095 2020-10-22 12:57:31,643 - mmaction - INFO - Epoch [57][160/396] lr: 1.500e-03, eta: 9:31:53, time: 1.114, data_time: 0.170, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9406, loss_cls: 0.6608, loss: 0.6608, grad_norm: 3.8496, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7573, loss/aux0: 0.7573 2020-10-22 12:57:32,299 - mmaction - INFO - Epoch [57][160/396] lr: 1.500e-03, eta: 9:32:09, time: 1.026, data_time: 0.088, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9406, loss_cls: 0.6608, loss: 0.6608, grad_norm: 3.8720, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7481, loss/aux0: 0.7481 2020-10-22 12:58:12,731 - mmaction - INFO - Epoch [57][180/396] lr: 1.500e-03, eta: 9:31:14, time: 1.045, data_time: 0.352, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9445, loss_cls: 0.6686, loss: 0.6686, grad_norm: 4.0752, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8106, loss/aux0: 0.8106 2020-10-22 12:58:13,593 - mmaction - INFO - Epoch [57][180/396] lr: 1.500e-03, eta: 9:31:30, time: 1.045, data_time: 0.354, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9445, loss_cls: 0.6686, loss: 0.6686, grad_norm: 4.0575, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8079, loss/aux0: 0.8079 2020-10-22 12:58:55,767 - mmaction - INFO - Epoch [57][200/396] lr: 1.500e-03, eta: 9:30:37, time: 1.087, data_time: 0.037, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9432, loss_cls: 0.6266, loss: 0.6266, grad_norm: 3.9309, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7979, loss/aux0: 0.7979 2020-10-22 12:58:56,380 - mmaction - INFO - Epoch [57][200/396] lr: 1.500e-03, eta: 9:30:53, time: 1.053, data_time: 0.039, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9432, loss_cls: 0.6266, loss: 0.6266, grad_norm: 3.9056, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-22 12:59:38,221 - mmaction - INFO - Epoch [57][220/396] lr: 1.500e-03, eta: 9:30:00, time: 1.120, data_time: 0.113, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9526, loss_cls: 0.6140, loss: 0.6140, grad_norm: 3.9295, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7781, loss/aux0: 0.7781 2020-10-22 12:59:38,834 - mmaction - INFO - Epoch [57][220/396] lr: 1.500e-03, eta: 9:30:17, time: 1.122, data_time: 0.116, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9526, loss_cls: 0.6140, loss: 0.6140, grad_norm: 3.9122, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7690, loss/aux0: 0.7690 2020-10-22 13:00:18,763 - mmaction - INFO - Epoch [57][240/396] lr: 1.500e-03, eta: 9:29:23, time: 1.080, data_time: 0.017, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9435, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.0815, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7853, loss/aux0: 0.7853 2020-10-22 13:00:19,867 - mmaction - INFO - Epoch [57][240/396] lr: 1.500e-03, eta: 9:29:39, time: 1.016, data_time: 0.020, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9435, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.0530, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7850, loss/aux0: 0.7850 2020-10-22 13:00:59,253 - mmaction - INFO - Epoch [57][260/396] lr: 1.500e-03, eta: 9:28:43, time: 0.963, data_time: 0.140, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9378, loss_cls: 0.6523, loss: 0.6523, grad_norm: 4.0167, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7591, loss/aux0: 0.7591 2020-10-22 13:01:00,449 - mmaction - INFO - Epoch [57][260/396] lr: 1.500e-03, eta: 9:28:59, time: 0.992, data_time: 0.142, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9378, loss_cls: 0.6523, loss: 0.6523, grad_norm: 4.0417, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7616, loss/aux0: 0.7616 2020-10-22 13:01:41,149 - mmaction - INFO - Epoch [57][280/396] lr: 1.500e-03, eta: 9:28:05, time: 1.077, data_time: 0.025, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9487, loss_cls: 0.6282, loss: 0.6282, grad_norm: 4.0426, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7528, loss/aux0: 0.7528 2020-10-22 13:01:41,765 - mmaction - INFO - Epoch [57][280/396] lr: 1.500e-03, eta: 9:28:21, time: 1.077, data_time: 0.026, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9487, loss_cls: 0.6282, loss: 0.6282, grad_norm: 4.0049, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7403, loss/aux0: 0.7403 2020-10-22 13:02:21,966 - mmaction - INFO - Epoch [57][300/396] lr: 1.500e-03, eta: 9:27:27, time: 1.034, data_time: 0.076, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9411, loss_cls: 0.6574, loss: 0.6574, grad_norm: 3.9639, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7817, loss/aux0: 0.7817 2020-10-22 13:02:22,726 - mmaction - INFO - Epoch [57][300/396] lr: 1.500e-03, eta: 9:27:43, time: 1.039, data_time: 0.077, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9411, loss_cls: 0.6574, loss: 0.6574, grad_norm: 3.9639, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7961, loss/aux0: 0.7961 2020-10-22 13:03:03,538 - mmaction - INFO - Epoch [57][320/396] lr: 1.500e-03, eta: 9:26:49, time: 1.089, data_time: 0.103, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9469, loss_cls: 0.6187, loss: 0.6187, grad_norm: 3.9912, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7720, loss/aux0: 0.7720 2020-10-22 13:03:04,141 - mmaction - INFO - Epoch [57][320/396] lr: 1.500e-03, eta: 9:27:06, time: 1.089, data_time: 0.107, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9469, loss_cls: 0.6187, loss: 0.6187, grad_norm: 3.9918, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7797, loss/aux0: 0.7797 2020-10-22 13:03:44,063 - mmaction - INFO - Epoch [57][340/396] lr: 1.500e-03, eta: 9:26:11, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8401, top5_acc: 0.9401, loss_cls: 0.6415, loss: 0.6415, grad_norm: 3.8939, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7843, loss/aux0: 0.7843 2020-10-22 13:03:46,471 - mmaction - INFO - Epoch [57][340/396] lr: 1.500e-03, eta: 9:26:28, time: 1.102, data_time: 0.002, memory: 8337, top1_acc: 0.8401, top5_acc: 0.9401, loss_cls: 0.6415, loss: 0.6415, grad_norm: 3.9418, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7826, loss/aux0: 0.7826 2020-10-22 13:04:24,498 - mmaction - INFO - Epoch [57][360/396] lr: 1.500e-03, eta: 9:25:34, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9438, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.0153, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7932, loss/aux0: 0.7932 2020-10-22 13:04:26,812 - mmaction - INFO - Epoch [57][360/396] lr: 1.500e-03, eta: 9:25:49, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9438, loss_cls: 0.6517, loss: 0.6517, grad_norm: 3.9970, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7815, loss/aux0: 0.7815 2020-10-22 13:05:05,356 - mmaction - INFO - Epoch [57][380/396] lr: 1.500e-03, eta: 9:24:54, time: 0.980, data_time: 0.000, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9471, loss_cls: 0.6267, loss: 0.6267, grad_norm: 3.9976, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7993, loss/aux0: 0.7993 2020-10-22 13:05:07,549 - mmaction - INFO - Epoch [57][380/396] lr: 1.500e-03, eta: 9:25:09, time: 0.976, data_time: 0.007, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9471, loss_cls: 0.6267, loss: 0.6267, grad_norm: 3.9640, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8037, loss/aux0: 0.8037 2020-10-22 13:06:50,183 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-10-22 13:09:43,949 - mmaction - INFO - Epoch [58][20/396] lr: 1.500e-03, eta: 9:23:19, time: 1.067, data_time: 0.071, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9518, loss_cls: 0.5874, loss: 0.5874, grad_norm: 3.9592, top1_acc/aux0: 0.7963, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-22 13:09:44,577 - mmaction - INFO - Epoch [58][20/396] lr: 1.500e-03, eta: 9:23:35, time: 1.054, data_time: 0.072, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9518, loss_cls: 0.5874, loss: 0.5874, grad_norm: 3.9138, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7904, loss/aux0: 0.7904 2020-10-22 13:10:25,754 - mmaction - INFO - Epoch [58][40/396] lr: 1.500e-03, eta: 9:22:41, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9492, loss_cls: 0.6032, loss: 0.6032, grad_norm: 3.8444, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7702, loss/aux0: 0.7702 2020-10-22 13:10:26,353 - mmaction - INFO - Epoch [58][40/396] lr: 1.500e-03, eta: 9:22:56, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9492, loss_cls: 0.6032, loss: 0.6032, grad_norm: 3.8734, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-22 13:11:04,473 - mmaction - INFO - Epoch [58][60/396] lr: 1.500e-03, eta: 9:22:02, time: 1.003, data_time: 0.058, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9495, loss_cls: 0.6095, loss: 0.6095, grad_norm: 3.9789, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7590, loss/aux0: 0.7590 2020-10-22 13:11:06,616 - mmaction - INFO - Epoch [58][60/396] lr: 1.500e-03, eta: 9:22:18, time: 1.045, data_time: 0.059, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9495, loss_cls: 0.6095, loss: 0.6095, grad_norm: 3.9565, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7501, loss/aux0: 0.7501 2020-10-22 13:11:46,671 - mmaction - INFO - Epoch [58][80/396] lr: 1.500e-03, eta: 9:21:23, time: 1.030, data_time: 0.435, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9477, loss_cls: 0.6276, loss: 0.6276, grad_norm: 4.0324, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7870, loss/aux0: 0.7870 2020-10-22 13:11:47,324 - mmaction - INFO - Epoch [58][80/396] lr: 1.500e-03, eta: 9:21:39, time: 1.032, data_time: 0.436, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9477, loss_cls: 0.6276, loss: 0.6276, grad_norm: 4.0915, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7983, loss/aux0: 0.7983 2020-10-22 13:12:27,846 - mmaction - INFO - Epoch [58][100/396] lr: 1.500e-03, eta: 9:20:45, time: 1.023, data_time: 0.340, memory: 8337, top1_acc: 0.8375, top5_acc: 0.9495, loss_cls: 0.6246, loss: 0.6246, grad_norm: 4.1762, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8205, loss/aux0: 0.8205 2020-10-22 13:12:29,046 - mmaction - INFO - Epoch [58][100/396] lr: 1.500e-03, eta: 9:21:00, time: 1.033, data_time: 0.342, memory: 8337, top1_acc: 0.8375, top5_acc: 0.9495, loss_cls: 0.6246, loss: 0.6246, grad_norm: 4.1770, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8121, loss/aux0: 0.8121 2020-10-22 13:13:08,450 - mmaction - INFO - Epoch [58][120/396] lr: 1.500e-03, eta: 9:20:06, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9456, loss_cls: 0.6016, loss: 0.6016, grad_norm: 3.8823, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7576, loss/aux0: 0.7576 2020-10-22 13:13:11,541 - mmaction - INFO - Epoch [58][120/396] lr: 1.500e-03, eta: 9:20:22, time: 1.067, data_time: 0.002, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9456, loss_cls: 0.6016, loss: 0.6016, grad_norm: 3.8695, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7578, loss/aux0: 0.7578 2020-10-22 13:13:47,735 - mmaction - INFO - Epoch [58][140/396] lr: 1.500e-03, eta: 9:19:27, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6302, loss: 0.6302, grad_norm: 4.0461, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8013, loss/aux0: 0.8013 2020-10-22 13:13:50,245 - mmaction - INFO - Epoch [58][140/396] lr: 1.500e-03, eta: 9:19:43, time: 1.029, data_time: 0.009, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6302, loss: 0.6302, grad_norm: 4.0253, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-22 13:14:29,480 - mmaction - INFO - Epoch [58][160/396] lr: 1.500e-03, eta: 9:18:48, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8401, top5_acc: 0.9456, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.0705, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8400, loss/aux0: 0.8400 2020-10-22 13:14:32,288 - mmaction - INFO - Epoch [58][160/396] lr: 1.500e-03, eta: 9:19:05, time: 1.130, data_time: 0.002, memory: 8337, top1_acc: 0.8401, top5_acc: 0.9456, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.1049, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8492, loss/aux0: 0.8492 2020-10-22 13:15:12,567 - mmaction - INFO - Epoch [58][180/396] lr: 1.500e-03, eta: 9:18:12, time: 1.057, data_time: 0.000, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9456, loss_cls: 0.6346, loss: 0.6346, grad_norm: 4.0271, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7626, loss/aux0: 0.7626 2020-10-22 13:15:13,212 - mmaction - INFO - Epoch [58][180/396] lr: 1.500e-03, eta: 9:18:27, time: 1.059, data_time: 0.002, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9456, loss_cls: 0.6346, loss: 0.6346, grad_norm: 4.0631, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7667, loss/aux0: 0.7667 2020-10-22 13:15:53,507 - mmaction - INFO - Epoch [58][200/396] lr: 1.500e-03, eta: 9:17:34, time: 1.093, data_time: 0.000, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9495, loss_cls: 0.6093, loss: 0.6093, grad_norm: 3.9589, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7793, loss/aux0: 0.7793 2020-10-22 13:15:54,137 - mmaction - INFO - Epoch [58][200/396] lr: 1.500e-03, eta: 9:17:50, time: 1.095, data_time: 0.002, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9495, loss_cls: 0.6093, loss: 0.6093, grad_norm: 3.9990, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7763, loss/aux0: 0.7763 2020-10-22 13:16:34,613 - mmaction - INFO - Epoch [58][220/396] lr: 1.500e-03, eta: 9:16:56, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9518, loss_cls: 0.6041, loss: 0.6041, grad_norm: 3.9754, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7913, loss/aux0: 0.7913 2020-10-22 13:16:35,243 - mmaction - INFO - Epoch [58][220/396] lr: 1.500e-03, eta: 9:17:10, time: 0.988, data_time: 0.002, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9518, loss_cls: 0.6041, loss: 0.6041, grad_norm: 4.0101, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7920, loss/aux0: 0.7920 2020-10-22 13:17:15,442 - mmaction - INFO - Epoch [58][240/396] lr: 1.500e-03, eta: 9:16:17, time: 1.042, data_time: 0.000, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9424, loss_cls: 0.6431, loss: 0.6431, grad_norm: 3.9158, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7880, loss/aux0: 0.7880 2020-10-22 13:17:16,054 - mmaction - INFO - Epoch [58][240/396] lr: 1.500e-03, eta: 9:16:32, time: 1.042, data_time: 0.002, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9424, loss_cls: 0.6431, loss: 0.6431, grad_norm: 3.9437, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7838, loss/aux0: 0.7838 2020-10-22 13:17:55,486 - mmaction - INFO - Epoch [58][260/396] lr: 1.500e-03, eta: 9:15:37, time: 0.960, data_time: 0.000, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9471, loss_cls: 0.6185, loss: 0.6185, grad_norm: 3.8811, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7374, loss/aux0: 0.7374 2020-10-22 13:17:56,851 - mmaction - INFO - Epoch [58][260/396] lr: 1.500e-03, eta: 9:15:52, time: 0.975, data_time: 0.002, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9471, loss_cls: 0.6185, loss: 0.6185, grad_norm: 3.8905, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7323, loss/aux0: 0.7323 2020-10-22 13:18:36,008 - mmaction - INFO - Epoch [58][280/396] lr: 1.500e-03, eta: 9:14:58, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9497, loss_cls: 0.6271, loss: 0.6271, grad_norm: 3.9584, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7635, loss/aux0: 0.7635 2020-10-22 13:18:38,389 - mmaction - INFO - Epoch [58][280/396] lr: 1.500e-03, eta: 9:15:13, time: 1.022, data_time: 0.002, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9497, loss_cls: 0.6271, loss: 0.6271, grad_norm: 3.9486, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7675, loss/aux0: 0.7675 2020-10-22 13:19:17,313 - mmaction - INFO - Epoch [58][300/396] lr: 1.500e-03, eta: 9:14:19, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9464, loss_cls: 0.6170, loss: 0.6170, grad_norm: 3.8553, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7476, loss/aux0: 0.7476 2020-10-22 13:19:18,421 - mmaction - INFO - Epoch [58][300/396] lr: 1.500e-03, eta: 9:14:33, time: 0.969, data_time: 0.002, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9464, loss_cls: 0.6170, loss: 0.6170, grad_norm: 3.8880, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7467, loss/aux0: 0.7467 2020-10-22 13:19:56,454 - mmaction - INFO - Epoch [58][320/396] lr: 1.500e-03, eta: 9:13:38, time: 0.950, data_time: 0.163, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9385, loss_cls: 0.6891, loss: 0.6891, grad_norm: 4.1342, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7756, loss/aux0: 0.7756 2020-10-22 13:19:58,462 - mmaction - INFO - Epoch [58][320/396] lr: 1.500e-03, eta: 9:13:52, time: 0.983, data_time: 0.166, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9385, loss_cls: 0.6891, loss: 0.6891, grad_norm: 4.1319, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7681, loss/aux0: 0.7681 2020-10-22 13:20:39,240 - mmaction - INFO - Epoch [58][340/396] lr: 1.500e-03, eta: 9:12:59, time: 1.063, data_time: 0.125, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9516, loss_cls: 0.6125, loss: 0.6125, grad_norm: 3.9300, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7386, loss/aux0: 0.7386 2020-10-22 13:20:41,510 - mmaction - INFO - Epoch [58][340/396] lr: 1.500e-03, eta: 9:13:15, time: 1.133, data_time: 0.194, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9516, loss_cls: 0.6125, loss: 0.6125, grad_norm: 3.9310, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7486, loss/aux0: 0.7486 2020-10-22 13:21:21,992 - mmaction - INFO - Epoch [58][360/396] lr: 1.500e-03, eta: 9:12:22, time: 1.068, data_time: 0.472, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9490, loss_cls: 0.6162, loss: 0.6162, grad_norm: 4.0381, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7871, loss/aux0: 0.7871 2020-10-22 13:21:24,855 - mmaction - INFO - Epoch [58][360/396] lr: 1.500e-03, eta: 9:12:38, time: 1.104, data_time: 0.507, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9490, loss_cls: 0.6162, loss: 0.6162, grad_norm: 4.0860, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7837, loss/aux0: 0.7837 2020-10-22 13:22:05,375 - mmaction - INFO - Epoch [58][380/396] lr: 1.500e-03, eta: 9:11:44, time: 1.007, data_time: 0.411, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9495, loss_cls: 0.6357, loss: 0.6357, grad_norm: 4.1275, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8174, loss/aux0: 0.8174 2020-10-22 13:22:07,965 - mmaction - INFO - Epoch [58][380/396] lr: 1.500e-03, eta: 9:11:59, time: 1.028, data_time: 0.431, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9495, loss_cls: 0.6357, loss: 0.6357, grad_norm: 4.0941, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8215, loss/aux0: 0.8215 2020-10-22 13:23:47,415 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-10-22 13:26:44,940 - mmaction - INFO - Epoch [59][20/396] lr: 1.500e-03, eta: 9:10:11, time: 1.071, data_time: 0.367, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9518, loss_cls: 0.5977, loss: 0.5977, grad_norm: 3.9734, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8007, loss/aux0: 0.8007 2020-10-22 13:26:45,547 - mmaction - INFO - Epoch [59][20/396] lr: 1.500e-03, eta: 9:10:27, time: 1.072, data_time: 0.370, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9518, loss_cls: 0.5977, loss: 0.5977, grad_norm: 3.9930, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8003, loss/aux0: 0.8003 2020-10-22 13:27:24,384 - mmaction - INFO - Epoch [59][40/396] lr: 1.500e-03, eta: 9:09:33, time: 0.990, data_time: 0.044, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9464, loss_cls: 0.6382, loss: 0.6382, grad_norm: 3.9993, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7659, loss/aux0: 0.7659 2020-10-22 13:27:25,068 - mmaction - INFO - Epoch [59][40/396] lr: 1.500e-03, eta: 9:09:47, time: 0.992, data_time: 0.046, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9464, loss_cls: 0.6382, loss: 0.6382, grad_norm: 4.0083, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7604, loss/aux0: 0.7604 2020-10-22 13:28:07,307 - mmaction - INFO - Epoch [59][60/396] lr: 1.500e-03, eta: 9:08:53, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9451, loss_cls: 0.6300, loss: 0.6300, grad_norm: 3.9086, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7762, loss/aux0: 0.7762 2020-10-22 13:28:07,922 - mmaction - INFO - Epoch [59][60/396] lr: 1.500e-03, eta: 9:09:08, time: 1.035, data_time: 0.002, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9451, loss_cls: 0.6300, loss: 0.6300, grad_norm: 3.9382, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7773, loss/aux0: 0.7773 2020-10-22 13:28:48,879 - mmaction - INFO - Epoch [59][80/396] lr: 1.500e-03, eta: 9:08:15, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9443, loss_cls: 0.6282, loss: 0.6282, grad_norm: 3.9620, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7676, loss/aux0: 0.7676 2020-10-22 13:28:49,505 - mmaction - INFO - Epoch [59][80/396] lr: 1.500e-03, eta: 9:08:30, time: 1.035, data_time: 0.002, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9443, loss_cls: 0.6282, loss: 0.6282, grad_norm: 3.9652, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7609, loss/aux0: 0.7609 2020-10-22 13:29:29,451 - mmaction - INFO - Epoch [59][100/396] lr: 1.500e-03, eta: 9:07:36, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9492, loss_cls: 0.6226, loss: 0.6226, grad_norm: 4.0717, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-22 13:29:30,332 - mmaction - INFO - Epoch [59][100/396] lr: 1.500e-03, eta: 9:07:50, time: 0.995, data_time: 0.003, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9492, loss_cls: 0.6226, loss: 0.6226, grad_norm: 4.0577, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7846, loss/aux0: 0.7846 2020-10-22 13:30:11,275 - mmaction - INFO - Epoch [59][120/396] lr: 1.500e-03, eta: 9:06:57, time: 1.054, data_time: 0.000, memory: 8337, top1_acc: 0.8438, top5_acc: 0.9518, loss_cls: 0.6025, loss: 0.6025, grad_norm: 3.9399, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7614, loss/aux0: 0.7614 2020-10-22 13:30:12,046 - mmaction - INFO - Epoch [59][120/396] lr: 1.500e-03, eta: 9:07:12, time: 1.054, data_time: 0.002, memory: 8337, top1_acc: 0.8438, top5_acc: 0.9518, loss_cls: 0.6025, loss: 0.6025, grad_norm: 3.9612, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7621, loss/aux0: 0.7621 2020-10-22 13:30:51,163 - mmaction - INFO - Epoch [59][140/396] lr: 1.500e-03, eta: 9:06:18, time: 0.987, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9503, loss_cls: 0.5971, loss: 0.5971, grad_norm: 4.0021, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7944, loss/aux0: 0.7944 2020-10-22 13:30:53,068 - mmaction - INFO - Epoch [59][140/396] lr: 1.500e-03, eta: 9:06:33, time: 1.054, data_time: 0.002, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9503, loss_cls: 0.5971, loss: 0.5971, grad_norm: 4.0031, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8004, loss/aux0: 0.8004 2020-10-22 13:31:32,714 - mmaction - INFO - Epoch [59][160/396] lr: 1.500e-03, eta: 9:05:40, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.8419, top5_acc: 0.9484, loss_cls: 0.6104, loss: 0.6104, grad_norm: 4.1570, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7839, loss/aux0: 0.7839 2020-10-22 13:31:34,544 - mmaction - INFO - Epoch [59][160/396] lr: 1.500e-03, eta: 9:05:55, time: 1.005, data_time: 0.002, memory: 8337, top1_acc: 0.8419, top5_acc: 0.9484, loss_cls: 0.6104, loss: 0.6104, grad_norm: 4.1782, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7846, loss/aux0: 0.7846 2020-10-22 13:32:13,080 - mmaction - INFO - Epoch [59][180/396] lr: 1.500e-03, eta: 9:05:01, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9466, loss_cls: 0.6383, loss: 0.6383, grad_norm: 3.9973, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7433, loss/aux0: 0.7433 2020-10-22 13:32:13,827 - mmaction - INFO - Epoch [59][180/396] lr: 1.500e-03, eta: 9:05:15, time: 0.975, data_time: 0.002, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9466, loss_cls: 0.6383, loss: 0.6383, grad_norm: 3.9525, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7347, loss/aux0: 0.7347 2020-10-22 13:32:53,422 - mmaction - INFO - Epoch [59][200/396] lr: 1.500e-03, eta: 9:04:21, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9448, loss_cls: 0.6561, loss: 0.6561, grad_norm: 4.0447, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7649, loss/aux0: 0.7649 2020-10-22 13:32:54,560 - mmaction - INFO - Epoch [59][200/396] lr: 1.500e-03, eta: 9:04:36, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9448, loss_cls: 0.6561, loss: 0.6561, grad_norm: 4.0312, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7764, loss/aux0: 0.7764 2020-10-22 13:33:35,237 - mmaction - INFO - Epoch [59][220/396] lr: 1.500e-03, eta: 9:03:43, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9456, loss_cls: 0.6291, loss: 0.6291, grad_norm: 3.9726, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7835, loss/aux0: 0.7835 2020-10-22 13:33:37,234 - mmaction - INFO - Epoch [59][220/396] lr: 1.500e-03, eta: 9:03:57, time: 1.036, data_time: 0.001, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9456, loss_cls: 0.6291, loss: 0.6291, grad_norm: 3.9628, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7776, loss/aux0: 0.7776 2020-10-22 13:34:17,186 - mmaction - INFO - Epoch [59][240/396] lr: 1.500e-03, eta: 9:03:05, time: 1.062, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9451, loss_cls: 0.6307, loss: 0.6307, grad_norm: 3.9872, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-22 13:34:19,648 - mmaction - INFO - Epoch [59][240/396] lr: 1.500e-03, eta: 9:03:19, time: 1.022, data_time: 0.002, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9451, loss_cls: 0.6307, loss: 0.6307, grad_norm: 3.9383, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7704, loss/aux0: 0.7704 2020-10-22 13:34:58,836 - mmaction - INFO - Epoch [59][260/396] lr: 1.500e-03, eta: 9:02:26, time: 1.033, data_time: 0.016, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9484, loss_cls: 0.6202, loss: 0.6202, grad_norm: 4.0290, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7755, loss/aux0: 0.7755 2020-10-22 13:34:59,425 - mmaction - INFO - Epoch [59][260/396] lr: 1.500e-03, eta: 9:02:39, time: 0.964, data_time: 0.015, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9484, loss_cls: 0.6202, loss: 0.6202, grad_norm: 4.0102, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7750, loss/aux0: 0.7750 2020-10-22 13:35:41,424 - mmaction - INFO - Epoch [59][280/396] lr: 1.500e-03, eta: 9:01:47, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9482, loss_cls: 0.6275, loss: 0.6275, grad_norm: 4.0275, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7842, loss/aux0: 0.7842 2020-10-22 13:35:42,039 - mmaction - INFO - Epoch [59][280/396] lr: 1.500e-03, eta: 9:02:01, time: 1.042, data_time: 0.002, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9482, loss_cls: 0.6275, loss: 0.6275, grad_norm: 4.0003, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7850, loss/aux0: 0.7850 2020-10-22 13:36:21,435 - mmaction - INFO - Epoch [59][300/396] lr: 1.500e-03, eta: 9:01:07, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9513, loss_cls: 0.6132, loss: 0.6132, grad_norm: 3.9295, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7816, loss/aux0: 0.7816 2020-10-22 13:36:22,847 - mmaction - INFO - Epoch [59][300/396] lr: 1.500e-03, eta: 9:01:21, time: 1.010, data_time: 0.002, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9513, loss_cls: 0.6132, loss: 0.6132, grad_norm: 3.9346, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7902, loss/aux0: 0.7902 2020-10-22 13:37:01,740 - mmaction - INFO - Epoch [59][320/396] lr: 1.500e-03, eta: 9:00:28, time: 0.989, data_time: 0.023, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9521, loss_cls: 0.6046, loss: 0.6046, grad_norm: 3.9339, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7687, loss/aux0: 0.7687 2020-10-22 13:37:03,940 - mmaction - INFO - Epoch [59][320/396] lr: 1.500e-03, eta: 9:00:42, time: 1.009, data_time: 0.034, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9521, loss_cls: 0.6046, loss: 0.6046, grad_norm: 3.9256, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7560, loss/aux0: 0.7560 2020-10-22 13:37:44,593 - mmaction - INFO - Epoch [59][340/396] lr: 1.500e-03, eta: 8:59:49, time: 1.041, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9503, loss_cls: 0.6006, loss: 0.6006, grad_norm: 3.8682, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7487, loss/aux0: 0.7487 2020-10-22 13:37:45,975 - mmaction - INFO - Epoch [59][340/396] lr: 1.500e-03, eta: 9:00:03, time: 1.019, data_time: 0.002, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9503, loss_cls: 0.6006, loss: 0.6006, grad_norm: 3.8291, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7406, loss/aux0: 0.7406 2020-10-22 13:38:27,735 - mmaction - INFO - Epoch [59][360/396] lr: 1.500e-03, eta: 8:59:10, time: 1.073, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6412, loss: 0.6412, grad_norm: 4.1618, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7781, loss/aux0: 0.7781 2020-10-22 13:38:30,005 - mmaction - INFO - Epoch [59][360/396] lr: 1.500e-03, eta: 8:59:25, time: 1.055, data_time: 0.003, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6412, loss: 0.6412, grad_norm: 4.1486, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7891, loss/aux0: 0.7891 2020-10-22 13:39:07,377 - mmaction - INFO - Epoch [59][380/396] lr: 1.500e-03, eta: 8:58:32, time: 1.009, data_time: 0.007, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9495, loss_cls: 0.6006, loss: 0.6006, grad_norm: 4.0579, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7909, loss/aux0: 0.7909 2020-10-22 13:39:09,294 - mmaction - INFO - Epoch [59][380/396] lr: 1.500e-03, eta: 8:58:46, time: 0.999, data_time: 0.009, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9495, loss_cls: 0.6006, loss: 0.6006, grad_norm: 3.9934, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7879, loss/aux0: 0.7879 2020-10-22 13:40:56,846 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-10-22 13:43:50,235 - mmaction - INFO - Epoch [60][20/396] lr: 1.500e-03, eta: 8:56:58, time: 0.978, data_time: 0.030, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9451, loss_cls: 0.6496, loss: 0.6496, grad_norm: 4.1353, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9298, loss_cls/aux0: 0.7924, loss/aux0: 0.7924 2020-10-22 13:43:51,256 - mmaction - INFO - Epoch [60][20/396] lr: 1.500e-03, eta: 8:57:12, time: 0.998, data_time: 0.032, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9451, loss_cls: 0.6496, loss: 0.6496, grad_norm: 4.1502, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7953, loss/aux0: 0.7953 2020-10-22 13:44:32,449 - mmaction - INFO - Epoch [60][40/396] lr: 1.500e-03, eta: 8:56:19, time: 1.059, data_time: 0.000, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9565, loss_cls: 0.5891, loss: 0.5891, grad_norm: 4.1395, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8204, loss/aux0: 0.8204 2020-10-22 13:44:33,061 - mmaction - INFO - Epoch [60][40/396] lr: 1.500e-03, eta: 8:56:34, time: 1.060, data_time: 0.002, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9565, loss_cls: 0.5891, loss: 0.5891, grad_norm: 4.0831, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8122, loss/aux0: 0.8122 2020-10-22 13:45:13,116 - mmaction - INFO - Epoch [60][60/396] lr: 1.500e-03, eta: 8:55:40, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9479, loss_cls: 0.6098, loss: 0.6098, grad_norm: 4.0414, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7552, loss/aux0: 0.7552 2020-10-22 13:45:13,710 - mmaction - INFO - Epoch [60][60/396] lr: 1.500e-03, eta: 8:55:54, time: 0.991, data_time: 0.004, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9479, loss_cls: 0.6098, loss: 0.6098, grad_norm: 4.0238, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7611, loss/aux0: 0.7611 2020-10-22 13:45:56,100 - mmaction - INFO - Epoch [60][80/396] lr: 1.500e-03, eta: 8:55:02, time: 1.096, data_time: 0.000, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9469, loss_cls: 0.6208, loss: 0.6208, grad_norm: 4.0617, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7874, loss/aux0: 0.7874 2020-10-22 13:45:56,738 - mmaction - INFO - Epoch [60][80/396] lr: 1.500e-03, eta: 8:55:17, time: 1.099, data_time: 0.003, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9469, loss_cls: 0.6208, loss: 0.6208, grad_norm: 4.0463, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7784, loss/aux0: 0.7784 2020-10-22 13:46:35,147 - mmaction - INFO - Epoch [60][100/396] lr: 1.500e-03, eta: 8:54:23, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9464, loss_cls: 0.6172, loss: 0.6172, grad_norm: 3.8348, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7675, loss/aux0: 0.7675 2020-10-22 13:46:37,210 - mmaction - INFO - Epoch [60][100/396] lr: 1.500e-03, eta: 8:54:37, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9464, loss_cls: 0.6172, loss: 0.6172, grad_norm: 3.8193, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7697, loss/aux0: 0.7697 2020-10-22 13:47:15,804 - mmaction - INFO - Epoch [60][120/396] lr: 1.500e-03, eta: 8:53:43, time: 0.971, data_time: 0.023, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9482, loss_cls: 0.6147, loss: 0.6147, grad_norm: 4.0067, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7603, loss/aux0: 0.7603 2020-10-22 13:47:17,340 - mmaction - INFO - Epoch [60][120/396] lr: 1.500e-03, eta: 8:53:57, time: 1.018, data_time: 0.026, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9482, loss_cls: 0.6147, loss: 0.6147, grad_norm: 3.9537, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7626, loss/aux0: 0.7626 2020-10-22 13:47:58,583 - mmaction - INFO - Epoch [60][140/396] lr: 1.500e-03, eta: 8:53:06, time: 1.122, data_time: 0.000, memory: 8337, top1_acc: 0.8430, top5_acc: 0.9458, loss_cls: 0.6193, loss: 0.6193, grad_norm: 4.0690, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7646, loss/aux0: 0.7646 2020-10-22 13:47:59,186 - mmaction - INFO - Epoch [60][140/396] lr: 1.500e-03, eta: 8:53:21, time: 1.092, data_time: 0.003, memory: 8337, top1_acc: 0.8430, top5_acc: 0.9458, loss_cls: 0.6193, loss: 0.6193, grad_norm: 4.0556, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7727, loss/aux0: 0.7727 2020-10-22 13:48:40,507 - mmaction - INFO - Epoch [60][160/396] lr: 1.500e-03, eta: 8:52:29, time: 1.103, data_time: 0.000, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9513, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.1347, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8024, loss/aux0: 0.8024 2020-10-22 13:48:41,144 - mmaction - INFO - Epoch [60][160/396] lr: 1.500e-03, eta: 8:52:43, time: 1.057, data_time: 0.002, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9513, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.1146, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-22 13:49:20,907 - mmaction - INFO - Epoch [60][180/396] lr: 1.500e-03, eta: 8:51:50, time: 0.976, data_time: 0.000, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9495, loss_cls: 0.6233, loss: 0.6233, grad_norm: 3.9888, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7418, loss/aux0: 0.7418 2020-10-22 13:49:21,525 - mmaction - INFO - Epoch [60][180/396] lr: 1.500e-03, eta: 8:52:03, time: 0.978, data_time: 0.002, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9495, loss_cls: 0.6233, loss: 0.6233, grad_norm: 3.9946, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7530, loss/aux0: 0.7530 2020-10-22 13:50:03,310 - mmaction - INFO - Epoch [60][200/396] lr: 1.500e-03, eta: 8:51:11, time: 1.081, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9495, loss_cls: 0.6053, loss: 0.6053, grad_norm: 4.0085, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7759, loss/aux0: 0.7759 2020-10-22 13:50:03,921 - mmaction - INFO - Epoch [60][200/396] lr: 1.500e-03, eta: 8:51:26, time: 1.081, data_time: 0.003, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9495, loss_cls: 0.6053, loss: 0.6053, grad_norm: 4.0366, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7732, loss/aux0: 0.7732 2020-10-22 13:50:42,419 - mmaction - INFO - Epoch [60][220/396] lr: 1.500e-03, eta: 8:50:32, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9513, loss_cls: 0.6288, loss: 0.6288, grad_norm: 4.0147, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7837, loss/aux0: 0.7837 2020-10-22 13:50:43,222 - mmaction - INFO - Epoch [60][220/396] lr: 1.500e-03, eta: 8:50:45, time: 0.949, data_time: 0.003, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9513, loss_cls: 0.6288, loss: 0.6288, grad_norm: 4.0023, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7772, loss/aux0: 0.7772 2020-10-22 13:51:23,672 - mmaction - INFO - Epoch [60][240/396] lr: 1.500e-03, eta: 8:49:52, time: 1.054, data_time: 0.061, memory: 8337, top1_acc: 0.8401, top5_acc: 0.9464, loss_cls: 0.6269, loss: 0.6269, grad_norm: 4.0483, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7796, loss/aux0: 0.7796 2020-10-22 13:51:25,367 - mmaction - INFO - Epoch [60][240/396] lr: 1.500e-03, eta: 8:50:07, time: 1.073, data_time: 0.062, memory: 8337, top1_acc: 0.8401, top5_acc: 0.9464, loss_cls: 0.6269, loss: 0.6269, grad_norm: 3.9960, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7723, loss/aux0: 0.7723 2020-10-22 13:52:03,471 - mmaction - INFO - Epoch [60][260/396] lr: 1.500e-03, eta: 8:49:14, time: 1.004, data_time: 0.302, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9461, loss_cls: 0.6372, loss: 0.6372, grad_norm: 4.0446, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7740, loss/aux0: 0.7740 2020-10-22 13:52:04,280 - mmaction - INFO - Epoch [60][260/396] lr: 1.500e-03, eta: 8:49:27, time: 0.998, data_time: 0.304, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9461, loss_cls: 0.6372, loss: 0.6372, grad_norm: 4.0276, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7782, loss/aux0: 0.7782 2020-10-22 13:52:44,713 - mmaction - INFO - Epoch [60][280/396] lr: 1.500e-03, eta: 8:48:35, time: 1.078, data_time: 0.198, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9531, loss_cls: 0.5927, loss: 0.5927, grad_norm: 3.9939, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7766, loss/aux0: 0.7766 2020-10-22 13:52:45,320 - mmaction - INFO - Epoch [60][280/396] lr: 1.500e-03, eta: 8:48:49, time: 1.017, data_time: 0.200, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9531, loss_cls: 0.5927, loss: 0.5927, grad_norm: 4.0251, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7816, loss/aux0: 0.7816 2020-10-22 13:53:25,507 - mmaction - INFO - Epoch [60][300/396] lr: 1.500e-03, eta: 8:47:57, time: 1.062, data_time: 0.028, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9456, loss_cls: 0.6169, loss: 0.6169, grad_norm: 4.1009, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7572, loss/aux0: 0.7572 2020-10-22 13:53:26,098 - mmaction - INFO - Epoch [60][300/396] lr: 1.500e-03, eta: 8:48:11, time: 1.046, data_time: 0.031, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9456, loss_cls: 0.6169, loss: 0.6169, grad_norm: 4.1024, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7504, loss/aux0: 0.7504 2020-10-22 13:54:05,132 - mmaction - INFO - Epoch [60][320/396] lr: 1.500e-03, eta: 8:47:18, time: 1.000, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9505, loss_cls: 0.6274, loss: 0.6274, grad_norm: 4.1589, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-22 13:54:07,070 - mmaction - INFO - Epoch [60][320/396] lr: 1.500e-03, eta: 8:47:32, time: 1.038, data_time: 0.001, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9505, loss_cls: 0.6274, loss: 0.6274, grad_norm: 4.1618, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-22 13:54:45,920 - mmaction - INFO - Epoch [60][340/396] lr: 1.500e-03, eta: 8:46:39, time: 1.051, data_time: 0.028, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9445, loss_cls: 0.6105, loss: 0.6105, grad_norm: 3.8847, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7575, loss/aux0: 0.7575 2020-10-22 13:54:46,554 - mmaction - INFO - Epoch [60][340/396] lr: 1.500e-03, eta: 8:46:53, time: 1.004, data_time: 0.031, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9445, loss_cls: 0.6105, loss: 0.6105, grad_norm: 3.9315, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7654, loss/aux0: 0.7654 2020-10-22 13:55:26,935 - mmaction - INFO - Epoch [60][360/396] lr: 1.500e-03, eta: 8:46:00, time: 1.015, data_time: 0.062, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9479, loss_cls: 0.5961, loss: 0.5961, grad_norm: 4.1502, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8401, loss/aux0: 0.8401 2020-10-22 13:55:27,881 - mmaction - INFO - Epoch [60][360/396] lr: 1.500e-03, eta: 8:46:13, time: 1.010, data_time: 0.065, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9479, loss_cls: 0.5961, loss: 0.5961, grad_norm: 4.1403, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8313, loss/aux0: 0.8313 2020-10-22 13:56:06,853 - mmaction - INFO - Epoch [60][380/396] lr: 1.500e-03, eta: 8:45:20, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9490, loss_cls: 0.6105, loss: 0.6105, grad_norm: 3.8720, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7830, loss/aux0: 0.7830 2020-10-22 13:56:08,846 - mmaction - INFO - Epoch [60][380/396] lr: 1.500e-03, eta: 8:45:33, time: 0.952, data_time: 0.003, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9490, loss_cls: 0.6105, loss: 0.6105, grad_norm: 3.8803, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7880, loss/aux0: 0.7880 2020-10-22 13:57:55,621 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-10-22 13:59:10,073 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 13:59:10,197 - mmaction - INFO - top1_acc 0.7857 top5_acc 0.9322 2020-10-22 13:59:10,197 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 13:59:10,245 - mmaction - INFO - mean_acc 0.7862 2020-10-22 13:59:10,246 - mmaction - INFO - Now best checkpoint is epoch_60.pth 2020-10-22 13:59:10,251 - mmaction - INFO - Epoch(val) [60][396] top1_acc: 0.7857, top5_acc: 0.9322, mean_class_accuracy: 0.7862 2020-10-22 14:02:03,045 - mmaction - INFO - Epoch [61][20/396] lr: 1.500e-03, eta: 8:43:46, time: 0.957, data_time: 0.000, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9529, loss_cls: 0.6116, loss: 0.6116, grad_norm: 4.0137, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.7820, loss/aux0: 0.7820 2020-10-22 14:02:05,341 - mmaction - INFO - Epoch [61][20/396] lr: 1.500e-03, eta: 8:44:00, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9529, loss_cls: 0.6116, loss: 0.6116, grad_norm: 4.0316, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7780, loss/aux0: 0.7780 2020-10-22 14:02:43,856 - mmaction - INFO - Epoch [61][40/396] lr: 1.500e-03, eta: 8:43:07, time: 0.986, data_time: 0.021, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9542, loss_cls: 0.5989, loss: 0.5989, grad_norm: 4.0661, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7806, loss/aux0: 0.7806 2020-10-22 14:02:46,516 - mmaction - INFO - Epoch [61][40/396] lr: 1.500e-03, eta: 8:43:20, time: 1.005, data_time: 0.054, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9542, loss_cls: 0.5989, loss: 0.5989, grad_norm: 4.0738, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7843, loss/aux0: 0.7843 2020-10-22 14:03:26,537 - mmaction - INFO - Epoch [61][60/396] lr: 1.500e-03, eta: 8:42:29, time: 1.109, data_time: 0.129, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9547, loss_cls: 0.5719, loss: 0.5719, grad_norm: 3.9986, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7678, loss/aux0: 0.7678 2020-10-22 14:03:27,222 - mmaction - INFO - Epoch [61][60/396] lr: 1.500e-03, eta: 8:42:43, time: 1.043, data_time: 0.062, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9547, loss_cls: 0.5719, loss: 0.5719, grad_norm: 4.0480, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7685, loss/aux0: 0.7685 2020-10-22 14:04:07,371 - mmaction - INFO - Epoch [61][80/396] lr: 1.500e-03, eta: 8:41:50, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9461, loss_cls: 0.6245, loss: 0.6245, grad_norm: 3.9598, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7438, loss/aux0: 0.7438 2020-10-22 14:04:08,032 - mmaction - INFO - Epoch [61][80/396] lr: 1.500e-03, eta: 8:42:04, time: 1.017, data_time: 0.005, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9461, loss_cls: 0.6245, loss: 0.6245, grad_norm: 3.9216, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7431, loss/aux0: 0.7431 2020-10-22 14:04:49,399 - mmaction - INFO - Epoch [61][100/396] lr: 1.500e-03, eta: 8:41:12, time: 1.054, data_time: 0.000, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9469, loss_cls: 0.6247, loss: 0.6247, grad_norm: 4.1152, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-22 14:04:50,302 - mmaction - INFO - Epoch [61][100/396] lr: 1.500e-03, eta: 8:41:26, time: 1.056, data_time: 0.001, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9469, loss_cls: 0.6247, loss: 0.6247, grad_norm: 4.1118, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7852, loss/aux0: 0.7852 2020-10-22 14:05:31,020 - mmaction - INFO - Epoch [61][120/396] lr: 1.500e-03, eta: 8:40:33, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9529, loss_cls: 0.6003, loss: 0.6003, grad_norm: 3.9894, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7557, loss/aux0: 0.7557 2020-10-22 14:05:32,852 - mmaction - INFO - Epoch [61][120/396] lr: 1.500e-03, eta: 8:40:46, time: 0.990, data_time: 0.003, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9529, loss_cls: 0.6003, loss: 0.6003, grad_norm: 3.9997, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7515, loss/aux0: 0.7515 2020-10-22 14:06:10,978 - mmaction - INFO - Epoch [61][140/396] lr: 1.500e-03, eta: 8:39:55, time: 1.079, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9521, loss_cls: 0.6047, loss: 0.6047, grad_norm: 4.0191, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7688, loss/aux0: 0.7688 2020-10-22 14:06:12,519 - mmaction - INFO - Epoch [61][140/396] lr: 1.500e-03, eta: 8:40:08, time: 1.044, data_time: 0.002, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9521, loss_cls: 0.6047, loss: 0.6047, grad_norm: 4.0296, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7708, loss/aux0: 0.7708 2020-10-22 14:06:53,650 - mmaction - INFO - Epoch [61][160/396] lr: 1.500e-03, eta: 8:39:15, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.8354, top5_acc: 0.9443, loss_cls: 0.6441, loss: 0.6441, grad_norm: 4.1169, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7727, loss/aux0: 0.7727 2020-10-22 14:06:54,275 - mmaction - INFO - Epoch [61][160/396] lr: 1.500e-03, eta: 8:39:28, time: 0.993, data_time: 0.002, memory: 8337, top1_acc: 0.8354, top5_acc: 0.9443, loss_cls: 0.6441, loss: 0.6441, grad_norm: 4.1372, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7827, loss/aux0: 0.7827 2020-10-22 14:07:32,459 - mmaction - INFO - Epoch [61][180/396] lr: 1.500e-03, eta: 8:38:36, time: 0.977, data_time: 0.040, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9518, loss_cls: 0.5916, loss: 0.5916, grad_norm: 3.9299, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.7946, loss/aux0: 0.7946 2020-10-22 14:07:33,801 - mmaction - INFO - Epoch [61][180/396] lr: 1.500e-03, eta: 8:38:48, time: 0.980, data_time: 0.042, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9518, loss_cls: 0.5916, loss: 0.5916, grad_norm: 3.9222, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-22 14:08:14,919 - mmaction - INFO - Epoch [61][200/396] lr: 1.500e-03, eta: 8:37:57, time: 1.131, data_time: 0.000, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9500, loss_cls: 0.5905, loss: 0.5905, grad_norm: 3.9918, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7878, loss/aux0: 0.7878 2020-10-22 14:08:16,344 - mmaction - INFO - Epoch [61][200/396] lr: 1.500e-03, eta: 8:38:11, time: 1.060, data_time: 0.001, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9500, loss_cls: 0.5905, loss: 0.5905, grad_norm: 4.0031, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7905, loss/aux0: 0.7905 2020-10-22 14:08:55,032 - mmaction - INFO - Epoch [61][220/396] lr: 1.500e-03, eta: 8:37:19, time: 1.023, data_time: 0.000, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9411, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.0913, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7666, loss/aux0: 0.7666 2020-10-22 14:08:57,012 - mmaction - INFO - Epoch [61][220/396] lr: 1.500e-03, eta: 8:37:33, time: 1.052, data_time: 0.003, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9411, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.0664, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7673, loss/aux0: 0.7673 2020-10-22 14:09:38,033 - mmaction - INFO - Epoch [61][240/396] lr: 1.500e-03, eta: 8:36:42, time: 1.125, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9471, loss_cls: 0.6208, loss: 0.6208, grad_norm: 4.0486, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7754, loss/aux0: 0.7754 2020-10-22 14:09:40,211 - mmaction - INFO - Epoch [61][240/396] lr: 1.500e-03, eta: 8:36:56, time: 1.100, data_time: 0.002, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9471, loss_cls: 0.6208, loss: 0.6208, grad_norm: 4.0671, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7746, loss/aux0: 0.7746 2020-10-22 14:10:18,339 - mmaction - INFO - Epoch [61][260/396] lr: 1.500e-03, eta: 8:36:04, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.8492, top5_acc: 0.9531, loss_cls: 0.5730, loss: 0.5730, grad_norm: 3.9610, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.7768, loss/aux0: 0.7768 2020-10-22 14:10:20,205 - mmaction - INFO - Epoch [61][260/396] lr: 1.500e-03, eta: 8:36:17, time: 1.010, data_time: 0.003, memory: 8337, top1_acc: 0.8492, top5_acc: 0.9531, loss_cls: 0.5730, loss: 0.5730, grad_norm: 4.0021, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7766, loss/aux0: 0.7766 2020-10-22 14:10:58,641 - mmaction - INFO - Epoch [61][280/396] lr: 1.500e-03, eta: 8:35:25, time: 1.062, data_time: 0.000, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9471, loss_cls: 0.6273, loss: 0.6273, grad_norm: 3.9842, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7443, loss/aux0: 0.7443 2020-10-22 14:11:00,501 - mmaction - INFO - Epoch [61][280/396] lr: 1.500e-03, eta: 8:35:38, time: 1.015, data_time: 0.002, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9471, loss_cls: 0.6273, loss: 0.6273, grad_norm: 3.9720, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7413, loss/aux0: 0.7413 2020-10-22 14:11:40,367 - mmaction - INFO - Epoch [61][300/396] lr: 1.500e-03, eta: 8:34:46, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8359, top5_acc: 0.9466, loss_cls: 0.6342, loss: 0.6342, grad_norm: 4.2005, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7940, loss/aux0: 0.7940 2020-10-22 14:11:41,851 - mmaction - INFO - Epoch [61][300/396] lr: 1.500e-03, eta: 8:34:58, time: 0.963, data_time: 0.002, memory: 8337, top1_acc: 0.8359, top5_acc: 0.9466, loss_cls: 0.6342, loss: 0.6342, grad_norm: 4.2121, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7915, loss/aux0: 0.7915 2020-10-22 14:12:21,216 - mmaction - INFO - Epoch [61][320/396] lr: 1.500e-03, eta: 8:34:07, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9466, loss_cls: 0.6275, loss: 0.6275, grad_norm: 4.0602, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7501, loss/aux0: 0.7501 2020-10-22 14:12:22,940 - mmaction - INFO - Epoch [61][320/396] lr: 1.500e-03, eta: 8:34:20, time: 1.042, data_time: 0.002, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9466, loss_cls: 0.6275, loss: 0.6275, grad_norm: 4.0592, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7553, loss/aux0: 0.7553 2020-10-22 14:13:01,871 - mmaction - INFO - Epoch [61][340/396] lr: 1.500e-03, eta: 8:33:27, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9458, loss_cls: 0.6101, loss: 0.6101, grad_norm: 3.9418, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7213, loss/aux0: 0.7213 2020-10-22 14:13:02,997 - mmaction - INFO - Epoch [61][340/396] lr: 1.500e-03, eta: 8:33:41, time: 1.026, data_time: 0.002, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9458, loss_cls: 0.6101, loss: 0.6101, grad_norm: 3.9520, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7191, loss/aux0: 0.7191 2020-10-22 14:13:42,941 - mmaction - INFO - Epoch [61][360/396] lr: 1.500e-03, eta: 8:32:48, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9406, loss_cls: 0.6570, loss: 0.6570, grad_norm: 4.0270, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7599, loss/aux0: 0.7599 2020-10-22 14:13:45,354 - mmaction - INFO - Epoch [61][360/396] lr: 1.500e-03, eta: 8:33:01, time: 1.021, data_time: 0.002, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9406, loss_cls: 0.6570, loss: 0.6570, grad_norm: 4.0260, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7569, loss/aux0: 0.7569 2020-10-22 14:14:23,365 - mmaction - INFO - Epoch [61][380/396] lr: 1.500e-03, eta: 8:32:08, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9490, loss_cls: 0.5990, loss: 0.5990, grad_norm: 4.0084, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7684, loss/aux0: 0.7684 2020-10-22 14:14:25,376 - mmaction - INFO - Epoch [61][380/396] lr: 1.500e-03, eta: 8:32:21, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9490, loss_cls: 0.5990, loss: 0.5990, grad_norm: 3.9683, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7715, loss/aux0: 0.7715 2020-10-22 14:16:08,152 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-10-22 14:19:17,519 - mmaction - INFO - Epoch [62][20/396] lr: 1.500e-03, eta: 8:30:39, time: 1.149, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9534, loss_cls: 0.5996, loss: 0.5996, grad_norm: 3.9742, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7634, loss/aux0: 0.7634 2020-10-22 14:19:18,115 - mmaction - INFO - Epoch [62][20/396] lr: 1.500e-03, eta: 8:30:53, time: 1.147, data_time: 0.003, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9534, loss_cls: 0.5996, loss: 0.5996, grad_norm: 4.0236, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7669, loss/aux0: 0.7669 2020-10-22 14:19:57,829 - mmaction - INFO - Epoch [62][40/396] lr: 1.500e-03, eta: 8:30:01, time: 0.987, data_time: 0.000, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9448, loss_cls: 0.6252, loss: 0.6252, grad_norm: 4.0896, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8100, loss/aux0: 0.8100 2020-10-22 14:19:58,450 - mmaction - INFO - Epoch [62][40/396] lr: 1.500e-03, eta: 8:30:13, time: 0.994, data_time: 0.007, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9448, loss_cls: 0.6252, loss: 0.6252, grad_norm: 4.0595, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8027, loss/aux0: 0.8027 2020-10-22 14:20:40,230 - mmaction - INFO - Epoch [62][60/396] lr: 1.500e-03, eta: 8:29:22, time: 1.093, data_time: 0.000, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9484, loss_cls: 0.5997, loss: 0.5997, grad_norm: 4.0303, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7546, loss/aux0: 0.7546 2020-10-22 14:20:40,831 - mmaction - INFO - Epoch [62][60/396] lr: 1.500e-03, eta: 8:29:36, time: 1.095, data_time: 0.002, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9484, loss_cls: 0.5997, loss: 0.5997, grad_norm: 4.0657, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7646, loss/aux0: 0.7646 2020-10-22 14:21:20,200 - mmaction - INFO - Epoch [62][80/396] lr: 1.500e-03, eta: 8:28:45, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9477, loss_cls: 0.6013, loss: 0.6013, grad_norm: 4.1163, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7644, loss/aux0: 0.7644 2020-10-22 14:21:22,081 - mmaction - INFO - Epoch [62][80/396] lr: 1.500e-03, eta: 8:28:58, time: 1.043, data_time: 0.003, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9477, loss_cls: 0.6013, loss: 0.6013, grad_norm: 4.1320, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7635, loss/aux0: 0.7635 2020-10-22 14:22:00,901 - mmaction - INFO - Epoch [62][100/396] lr: 1.500e-03, eta: 8:28:06, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9531, loss_cls: 0.5955, loss: 0.5955, grad_norm: 3.9770, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7646, loss/aux0: 0.7646 2020-10-22 14:22:01,496 - mmaction - INFO - Epoch [62][100/396] lr: 1.500e-03, eta: 8:28:19, time: 1.004, data_time: 0.001, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9531, loss_cls: 0.5955, loss: 0.5955, grad_norm: 4.0074, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7542, loss/aux0: 0.7542 2020-10-22 14:22:41,003 - mmaction - INFO - Epoch [62][120/396] lr: 1.500e-03, eta: 8:27:27, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9453, loss_cls: 0.6345, loss: 0.6345, grad_norm: 4.0523, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7610, loss/aux0: 0.7610 2020-10-22 14:22:43,823 - mmaction - INFO - Epoch [62][120/396] lr: 1.500e-03, eta: 8:27:39, time: 1.014, data_time: 0.003, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9453, loss_cls: 0.6345, loss: 0.6345, grad_norm: 4.0039, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7599, loss/aux0: 0.7599 2020-10-22 14:23:24,519 - mmaction - INFO - Epoch [62][140/396] lr: 1.500e-03, eta: 8:26:49, time: 1.118, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9456, loss_cls: 0.6202, loss: 0.6202, grad_norm: 3.8715, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7080, loss/aux0: 0.7080 2020-10-22 14:23:26,881 - mmaction - INFO - Epoch [62][140/396] lr: 1.500e-03, eta: 8:27:02, time: 1.072, data_time: 0.002, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9456, loss_cls: 0.6202, loss: 0.6202, grad_norm: 3.8946, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7134, loss/aux0: 0.7134 2020-10-22 14:24:05,724 - mmaction - INFO - Epoch [62][160/396] lr: 1.500e-03, eta: 8:26:11, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9456, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.1081, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7470, loss/aux0: 0.7470 2020-10-22 14:24:06,314 - mmaction - INFO - Epoch [62][160/396] lr: 1.500e-03, eta: 8:26:24, time: 1.030, data_time: 0.002, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9456, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.1000, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7443, loss/aux0: 0.7443 2020-10-22 14:24:46,200 - mmaction - INFO - Epoch [62][180/396] lr: 1.500e-03, eta: 8:25:32, time: 1.049, data_time: 0.042, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9443, loss_cls: 0.6337, loss: 0.6337, grad_norm: 4.1093, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7302, loss/aux0: 0.7302 2020-10-22 14:24:47,969 - mmaction - INFO - Epoch [62][180/396] lr: 1.500e-03, eta: 8:25:45, time: 1.047, data_time: 0.044, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9443, loss_cls: 0.6337, loss: 0.6337, grad_norm: 4.1107, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7343, loss/aux0: 0.7343 2020-10-22 14:25:27,832 - mmaction - INFO - Epoch [62][200/396] lr: 1.500e-03, eta: 8:24:54, time: 1.046, data_time: 0.075, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9458, loss_cls: 0.6216, loss: 0.6216, grad_norm: 4.1744, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7691, loss/aux0: 0.7691 2020-10-22 14:25:29,052 - mmaction - INFO - Epoch [62][200/396] lr: 1.500e-03, eta: 8:25:06, time: 0.965, data_time: 0.077, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9458, loss_cls: 0.6216, loss: 0.6216, grad_norm: 4.1774, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7671, loss/aux0: 0.7671 2020-10-22 14:26:08,087 - mmaction - INFO - Epoch [62][220/396] lr: 1.500e-03, eta: 8:24:14, time: 0.985, data_time: 0.263, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9490, loss_cls: 0.5902, loss: 0.5902, grad_norm: 4.2813, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-22 14:26:09,296 - mmaction - INFO - Epoch [62][220/396] lr: 1.500e-03, eta: 8:24:26, time: 1.014, data_time: 0.264, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9490, loss_cls: 0.5902, loss: 0.5902, grad_norm: 4.2630, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7803, loss/aux0: 0.7803 2020-10-22 14:26:49,586 - mmaction - INFO - Epoch [62][240/396] lr: 1.500e-03, eta: 8:23:35, time: 1.046, data_time: 0.024, memory: 8337, top1_acc: 0.8438, top5_acc: 0.9518, loss_cls: 0.5948, loss: 0.5948, grad_norm: 4.0899, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7617, loss/aux0: 0.7617 2020-10-22 14:26:51,250 - mmaction - INFO - Epoch [62][240/396] lr: 1.500e-03, eta: 8:23:48, time: 1.092, data_time: 0.026, memory: 8337, top1_acc: 0.8438, top5_acc: 0.9518, loss_cls: 0.5948, loss: 0.5948, grad_norm: 4.0742, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7533, loss/aux0: 0.7533 2020-10-22 14:27:31,245 - mmaction - INFO - Epoch [62][260/396] lr: 1.500e-03, eta: 8:22:58, time: 1.095, data_time: 0.034, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9523, loss_cls: 0.5927, loss: 0.5927, grad_norm: 4.1984, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7876, loss/aux0: 0.7876 2020-10-22 14:27:33,130 - mmaction - INFO - Epoch [62][260/396] lr: 1.500e-03, eta: 8:23:11, time: 1.048, data_time: 0.020, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9523, loss_cls: 0.5927, loss: 0.5927, grad_norm: 4.2052, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7869, loss/aux0: 0.7869 2020-10-22 14:28:12,304 - mmaction - INFO - Epoch [62][280/396] lr: 1.500e-03, eta: 8:22:19, time: 1.042, data_time: 0.436, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9464, loss_cls: 0.6289, loss: 0.6289, grad_norm: 4.1274, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7957, loss/aux0: 0.7957 2020-10-22 14:28:14,716 - mmaction - INFO - Epoch [62][280/396] lr: 1.500e-03, eta: 8:22:32, time: 1.058, data_time: 0.464, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9464, loss_cls: 0.6289, loss: 0.6289, grad_norm: 4.1326, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8077, loss/aux0: 0.8077 2020-10-22 14:28:54,717 - mmaction - INFO - Epoch [62][300/396] lr: 1.500e-03, eta: 8:21:40, time: 1.017, data_time: 0.422, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9497, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.1049, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7756, loss/aux0: 0.7756 2020-10-22 14:28:56,371 - mmaction - INFO - Epoch [62][300/396] lr: 1.500e-03, eta: 8:21:52, time: 0.968, data_time: 0.373, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9497, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.1347, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7823, loss/aux0: 0.7823 2020-10-22 14:29:37,086 - mmaction - INFO - Epoch [62][320/396] lr: 1.500e-03, eta: 8:21:01, time: 1.080, data_time: 0.176, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9440, loss_cls: 0.6429, loss: 0.6429, grad_norm: 4.1528, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7776, loss/aux0: 0.7776 2020-10-22 14:29:38,205 - mmaction - INFO - Epoch [62][320/396] lr: 1.500e-03, eta: 8:21:15, time: 1.087, data_time: 0.185, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9440, loss_cls: 0.6429, loss: 0.6429, grad_norm: 4.1463, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7612, loss/aux0: 0.7612 2020-10-22 14:30:18,351 - mmaction - INFO - Epoch [62][340/396] lr: 1.500e-03, eta: 8:20:24, time: 1.070, data_time: 0.421, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9529, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.0595, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7352, loss/aux0: 0.7352 2020-10-22 14:30:20,709 - mmaction - INFO - Epoch [62][340/396] lr: 1.500e-03, eta: 8:20:37, time: 1.076, data_time: 0.466, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9529, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.0178, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7379, loss/aux0: 0.7379 2020-10-22 14:30:59,146 - mmaction - INFO - Epoch [62][360/396] lr: 1.500e-03, eta: 8:19:45, time: 0.972, data_time: 0.374, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9464, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.1895, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7689, loss/aux0: 0.7689 2020-10-22 14:31:01,818 - mmaction - INFO - Epoch [62][360/396] lr: 1.500e-03, eta: 8:19:57, time: 0.976, data_time: 0.379, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9464, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.1318, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7688, loss/aux0: 0.7688 2020-10-22 14:31:41,694 - mmaction - INFO - Epoch [62][380/396] lr: 1.500e-03, eta: 8:19:06, time: 1.083, data_time: 0.000, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9438, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.1091, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7874, loss/aux0: 0.7874 2020-10-22 14:31:43,988 - mmaction - INFO - Epoch [62][380/396] lr: 1.500e-03, eta: 8:19:19, time: 1.081, data_time: 0.003, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9438, loss_cls: 0.6358, loss: 0.6358, grad_norm: 4.1105, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7902, loss/aux0: 0.7902 2020-10-22 14:33:31,889 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-10-22 14:36:43,903 - mmaction - INFO - Epoch [63][20/396] lr: 1.500e-03, eta: 8:17:36, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9474, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.0468, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7824, loss/aux0: 0.7824 2020-10-22 14:36:45,534 - mmaction - INFO - Epoch [63][20/396] lr: 1.500e-03, eta: 8:17:48, time: 1.039, data_time: 0.002, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9474, loss_cls: 0.6290, loss: 0.6290, grad_norm: 4.0854, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7820, loss/aux0: 0.7820 2020-10-22 14:37:24,580 - mmaction - INFO - Epoch [63][40/396] lr: 1.500e-03, eta: 8:16:57, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9466, loss_cls: 0.6000, loss: 0.6000, grad_norm: 4.0485, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7293, loss/aux0: 0.7293 2020-10-22 14:37:27,488 - mmaction - INFO - Epoch [63][40/396] lr: 1.500e-03, eta: 8:17:10, time: 1.061, data_time: 0.003, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9466, loss_cls: 0.6000, loss: 0.6000, grad_norm: 4.0934, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7347, loss/aux0: 0.7347 2020-10-22 14:38:05,607 - mmaction - INFO - Epoch [63][60/396] lr: 1.500e-03, eta: 8:16:18, time: 0.995, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9500, loss_cls: 0.6153, loss: 0.6153, grad_norm: 3.9708, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7477, loss/aux0: 0.7477 2020-10-22 14:38:07,884 - mmaction - INFO - Epoch [63][60/396] lr: 1.500e-03, eta: 8:16:31, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9500, loss_cls: 0.6153, loss: 0.6153, grad_norm: 3.9487, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7349, loss/aux0: 0.7349 2020-10-22 14:38:46,170 - mmaction - INFO - Epoch [63][80/396] lr: 1.500e-03, eta: 8:15:39, time: 0.976, data_time: 0.000, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9461, loss_cls: 0.6286, loss: 0.6286, grad_norm: 4.1080, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7487, loss/aux0: 0.7487 2020-10-22 14:38:46,795 - mmaction - INFO - Epoch [63][80/396] lr: 1.500e-03, eta: 8:15:51, time: 0.978, data_time: 0.002, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9461, loss_cls: 0.6286, loss: 0.6286, grad_norm: 4.1214, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7539, loss/aux0: 0.7539 2020-10-22 14:39:28,560 - mmaction - INFO - Epoch [63][100/396] lr: 1.500e-03, eta: 8:15:00, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.8312, top5_acc: 0.9443, loss_cls: 0.6342, loss: 0.6342, grad_norm: 4.1633, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7311, loss/aux0: 0.7311 2020-10-22 14:39:30,696 - mmaction - INFO - Epoch [63][100/396] lr: 1.500e-03, eta: 8:15:12, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.8312, top5_acc: 0.9443, loss_cls: 0.6342, loss: 0.6342, grad_norm: 4.1362, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7297, loss/aux0: 0.7297 2020-10-22 14:40:10,066 - mmaction - INFO - Epoch [63][120/396] lr: 1.500e-03, eta: 8:14:21, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9482, loss_cls: 0.6095, loss: 0.6095, grad_norm: 4.0783, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7339, loss/aux0: 0.7339 2020-10-22 14:40:12,693 - mmaction - INFO - Epoch [63][120/396] lr: 1.500e-03, eta: 8:14:33, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9482, loss_cls: 0.6095, loss: 0.6095, grad_norm: 4.0616, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7382, loss/aux0: 0.7382 2020-10-22 14:40:49,877 - mmaction - INFO - Epoch [63][140/396] lr: 1.500e-03, eta: 8:13:42, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9471, loss_cls: 0.6110, loss: 0.6110, grad_norm: 4.0818, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7575, loss/aux0: 0.7575 2020-10-22 14:40:52,530 - mmaction - INFO - Epoch [63][140/396] lr: 1.500e-03, eta: 8:13:54, time: 1.019, data_time: 0.001, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9471, loss_cls: 0.6110, loss: 0.6110, grad_norm: 4.0559, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7494, loss/aux0: 0.7494 2020-10-22 14:41:32,035 - mmaction - INFO - Epoch [63][160/396] lr: 1.500e-03, eta: 8:13:03, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9484, loss_cls: 0.5998, loss: 0.5998, grad_norm: 3.9625, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7444, loss/aux0: 0.7444 2020-10-22 14:41:34,638 - mmaction - INFO - Epoch [63][160/396] lr: 1.500e-03, eta: 8:13:16, time: 1.096, data_time: 0.002, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9484, loss_cls: 0.5998, loss: 0.5998, grad_norm: 3.9744, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7556, loss/aux0: 0.7556 2020-10-22 14:42:15,766 - mmaction - INFO - Epoch [63][180/396] lr: 1.500e-03, eta: 8:12:26, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9474, loss_cls: 0.6113, loss: 0.6113, grad_norm: 4.1344, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7796, loss/aux0: 0.7796 2020-10-22 14:42:16,975 - mmaction - INFO - Epoch [63][180/396] lr: 1.500e-03, eta: 8:12:38, time: 1.005, data_time: 0.002, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9474, loss_cls: 0.6113, loss: 0.6113, grad_norm: 4.1043, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7758, loss/aux0: 0.7758 2020-10-22 14:42:55,362 - mmaction - INFO - Epoch [63][200/396] lr: 1.500e-03, eta: 8:11:46, time: 0.980, data_time: 0.000, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9487, loss_cls: 0.5887, loss: 0.5887, grad_norm: 4.0355, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8006, loss/aux0: 0.8006 2020-10-22 14:42:58,200 - mmaction - INFO - Epoch [63][200/396] lr: 1.500e-03, eta: 8:11:58, time: 0.991, data_time: 0.002, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9487, loss_cls: 0.5887, loss: 0.5887, grad_norm: 4.0550, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8052, loss/aux0: 0.8052 2020-10-22 14:43:36,691 - mmaction - INFO - Epoch [63][220/396] lr: 1.500e-03, eta: 8:11:07, time: 1.047, data_time: 0.037, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9458, loss_cls: 0.6126, loss: 0.6126, grad_norm: 4.0136, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7662, loss/aux0: 0.7662 2020-10-22 14:43:38,308 - mmaction - INFO - Epoch [63][220/396] lr: 1.500e-03, eta: 8:11:19, time: 1.019, data_time: 0.038, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9458, loss_cls: 0.6126, loss: 0.6126, grad_norm: 4.0590, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7685, loss/aux0: 0.7685 2020-10-22 14:44:17,146 - mmaction - INFO - Epoch [63][240/396] lr: 1.500e-03, eta: 8:10:27, time: 0.986, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9458, loss_cls: 0.6145, loss: 0.6145, grad_norm: 4.1368, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8127, loss/aux0: 0.8127 2020-10-22 14:44:19,554 - mmaction - INFO - Epoch [63][240/396] lr: 1.500e-03, eta: 8:10:39, time: 1.007, data_time: 0.002, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9458, loss_cls: 0.6145, loss: 0.6145, grad_norm: 4.1709, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8075, loss/aux0: 0.8075 2020-10-22 14:44:57,837 - mmaction - INFO - Epoch [63][260/396] lr: 1.500e-03, eta: 8:09:47, time: 0.984, data_time: 0.051, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9492, loss_cls: 0.6100, loss: 0.6100, grad_norm: 4.0840, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7531, loss/aux0: 0.7531 2020-10-22 14:44:59,222 - mmaction - INFO - Epoch [63][260/396] lr: 1.500e-03, eta: 8:10:00, time: 1.010, data_time: 0.086, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9492, loss_cls: 0.6100, loss: 0.6100, grad_norm: 4.1253, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7554, loss/aux0: 0.7554 2020-10-22 14:45:38,533 - mmaction - INFO - Epoch [63][280/396] lr: 1.500e-03, eta: 8:09:08, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9529, loss_cls: 0.6029, loss: 0.6029, grad_norm: 4.2769, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8040, loss/aux0: 0.8040 2020-10-22 14:45:41,126 - mmaction - INFO - Epoch [63][280/396] lr: 1.500e-03, eta: 8:09:20, time: 1.025, data_time: 0.003, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9529, loss_cls: 0.6029, loss: 0.6029, grad_norm: 4.2744, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8053, loss/aux0: 0.8053 2020-10-22 14:46:21,807 - mmaction - INFO - Epoch [63][300/396] lr: 1.500e-03, eta: 8:08:29, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9549, loss_cls: 0.5797, loss: 0.5797, grad_norm: 4.0725, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7921, loss/aux0: 0.7921 2020-10-22 14:46:23,929 - mmaction - INFO - Epoch [63][300/396] lr: 1.500e-03, eta: 8:08:41, time: 1.005, data_time: 0.007, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9549, loss_cls: 0.5797, loss: 0.5797, grad_norm: 4.0802, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7817, loss/aux0: 0.7817 2020-10-22 14:47:02,947 - mmaction - INFO - Epoch [63][320/396] lr: 1.500e-03, eta: 8:07:49, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9482, loss_cls: 0.6116, loss: 0.6116, grad_norm: 4.0702, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8067, loss/aux0: 0.8067 2020-10-22 14:47:03,552 - mmaction - INFO - Epoch [63][320/396] lr: 1.500e-03, eta: 8:08:01, time: 0.966, data_time: 0.002, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9482, loss_cls: 0.6116, loss: 0.6116, grad_norm: 4.0715, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8116, loss/aux0: 0.8116 2020-10-22 14:47:44,132 - mmaction - INFO - Epoch [63][340/396] lr: 1.500e-03, eta: 8:07:09, time: 1.000, data_time: 0.000, memory: 8337, top1_acc: 0.8378, top5_acc: 0.9464, loss_cls: 0.6301, loss: 0.6301, grad_norm: 4.0565, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7521, loss/aux0: 0.7521 2020-10-22 14:47:45,439 - mmaction - INFO - Epoch [63][340/396] lr: 1.500e-03, eta: 8:07:22, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.8378, top5_acc: 0.9464, loss_cls: 0.6301, loss: 0.6301, grad_norm: 4.0677, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7478, loss/aux0: 0.7478 2020-10-22 14:48:24,310 - mmaction - INFO - Epoch [63][360/396] lr: 1.500e-03, eta: 8:06:31, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6327, loss: 0.6327, grad_norm: 4.1281, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7583, loss/aux0: 0.7583 2020-10-22 14:48:26,475 - mmaction - INFO - Epoch [63][360/396] lr: 1.500e-03, eta: 8:06:43, time: 1.050, data_time: 0.003, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9458, loss_cls: 0.6327, loss: 0.6327, grad_norm: 4.1144, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7619, loss/aux0: 0.7619 2020-10-22 14:49:05,606 - mmaction - INFO - Epoch [63][380/396] lr: 1.500e-03, eta: 8:05:52, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9487, loss_cls: 0.5956, loss: 0.5956, grad_norm: 4.1043, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7760, loss/aux0: 0.7760 2020-10-22 14:49:07,645 - mmaction - INFO - Epoch [63][380/396] lr: 1.500e-03, eta: 8:06:04, time: 1.058, data_time: 0.002, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9487, loss_cls: 0.5956, loss: 0.5956, grad_norm: 4.0863, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7759, loss/aux0: 0.7759 2020-10-22 14:50:55,791 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-10-22 14:54:07,473 - mmaction - INFO - Epoch [64][20/396] lr: 1.500e-03, eta: 8:04:22, time: 0.987, data_time: 0.052, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9521, loss_cls: 0.5814, loss: 0.5814, grad_norm: 4.1603, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8060, loss/aux0: 0.8060 2020-10-22 14:54:08,131 - mmaction - INFO - Epoch [64][20/396] lr: 1.500e-03, eta: 8:04:34, time: 0.990, data_time: 0.054, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9521, loss_cls: 0.5814, loss: 0.5814, grad_norm: 4.1429, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8037, loss/aux0: 0.8037 2020-10-22 14:54:50,023 - mmaction - INFO - Epoch [64][40/396] lr: 1.500e-03, eta: 8:03:44, time: 1.082, data_time: 0.000, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9469, loss_cls: 0.6020, loss: 0.6020, grad_norm: 4.0637, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7241, loss/aux0: 0.7241 2020-10-22 14:54:52,367 - mmaction - INFO - Epoch [64][40/396] lr: 1.500e-03, eta: 8:03:56, time: 1.081, data_time: 0.002, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9469, loss_cls: 0.6020, loss: 0.6020, grad_norm: 4.0625, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7253, loss/aux0: 0.7253 2020-10-22 14:55:31,250 - mmaction - INFO - Epoch [64][60/396] lr: 1.500e-03, eta: 8:03:06, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9531, loss_cls: 0.5875, loss: 0.5875, grad_norm: 4.1084, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7704, loss/aux0: 0.7704 2020-10-22 14:55:33,117 - mmaction - INFO - Epoch [64][60/396] lr: 1.500e-03, eta: 8:03:18, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9531, loss_cls: 0.5875, loss: 0.5875, grad_norm: 4.0931, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7628, loss/aux0: 0.7628 2020-10-22 14:56:12,746 - mmaction - INFO - Epoch [64][80/396] lr: 1.500e-03, eta: 8:02:26, time: 0.972, data_time: 0.001, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9495, loss_cls: 0.6171, loss: 0.6171, grad_norm: 4.0272, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7515, loss/aux0: 0.7515 2020-10-22 14:56:14,424 - mmaction - INFO - Epoch [64][80/396] lr: 1.500e-03, eta: 8:02:37, time: 0.960, data_time: 0.003, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9495, loss_cls: 0.6171, loss: 0.6171, grad_norm: 4.0469, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7573, loss/aux0: 0.7573 2020-10-22 14:56:56,259 - mmaction - INFO - Epoch [64][100/396] lr: 1.500e-03, eta: 8:01:48, time: 1.164, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9539, loss_cls: 0.5921, loss: 0.5921, grad_norm: 4.1438, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7882, loss/aux0: 0.7882 2020-10-22 14:56:56,868 - mmaction - INFO - Epoch [64][100/396] lr: 1.500e-03, eta: 8:02:00, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9539, loss_cls: 0.5921, loss: 0.5921, grad_norm: 4.1248, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7889, loss/aux0: 0.7889 2020-10-22 14:57:34,702 - mmaction - INFO - Epoch [64][120/396] lr: 1.500e-03, eta: 8:01:09, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9490, loss_cls: 0.5998, loss: 0.5998, grad_norm: 4.1311, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7276, loss/aux0: 0.7276 2020-10-22 14:57:36,093 - mmaction - INFO - Epoch [64][120/396] lr: 1.500e-03, eta: 8:01:20, time: 0.991, data_time: 0.002, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9490, loss_cls: 0.5998, loss: 0.5998, grad_norm: 4.1181, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7270, loss/aux0: 0.7270 2020-10-22 14:58:16,290 - mmaction - INFO - Epoch [64][140/396] lr: 1.500e-03, eta: 8:00:29, time: 1.016, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9529, loss_cls: 0.5994, loss: 0.5994, grad_norm: 4.0779, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7364, loss/aux0: 0.7364 2020-10-22 14:58:16,904 - mmaction - INFO - Epoch [64][140/396] lr: 1.500e-03, eta: 8:00:40, time: 0.965, data_time: 0.003, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9529, loss_cls: 0.5994, loss: 0.5994, grad_norm: 4.0683, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7392, loss/aux0: 0.7392 2020-10-22 14:58:55,914 - mmaction - INFO - Epoch [64][160/396] lr: 1.500e-03, eta: 7:59:48, time: 0.928, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9490, loss_cls: 0.6164, loss: 0.6164, grad_norm: 4.2169, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7478, loss/aux0: 0.7478 2020-10-22 14:58:59,124 - mmaction - INFO - Epoch [64][160/396] lr: 1.500e-03, eta: 8:00:00, time: 1.060, data_time: 0.002, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9490, loss_cls: 0.6164, loss: 0.6164, grad_norm: 4.2304, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7540, loss/aux0: 0.7540 2020-10-22 14:59:39,356 - mmaction - INFO - Epoch [64][180/396] lr: 1.500e-03, eta: 7:59:11, time: 1.117, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9482, loss_cls: 0.5955, loss: 0.5955, grad_norm: 4.1314, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7981, loss/aux0: 0.7981 2020-10-22 14:59:39,934 - mmaction - INFO - Epoch [64][180/396] lr: 1.500e-03, eta: 7:59:24, time: 1.117, data_time: 0.002, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9482, loss_cls: 0.5955, loss: 0.5955, grad_norm: 4.1762, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7950, loss/aux0: 0.7950 2020-10-22 15:00:25,347 - mmaction - INFO - Epoch [64][200/396] lr: 1.500e-03, eta: 7:58:36, time: 1.304, data_time: 0.000, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9495, loss_cls: 0.5995, loss: 0.5995, grad_norm: 4.1287, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7858, loss/aux0: 0.7858 2020-10-22 15:00:26,060 - mmaction - INFO - Epoch [64][200/396] lr: 1.500e-03, eta: 7:58:51, time: 1.310, data_time: 0.007, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9495, loss_cls: 0.5995, loss: 0.5995, grad_norm: 4.1382, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7777, loss/aux0: 0.7777 2020-10-22 15:01:05,311 - mmaction - INFO - Epoch [64][220/396] lr: 1.500e-03, eta: 7:58:00, time: 1.029, data_time: 0.081, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9570, loss_cls: 0.5843, loss: 0.5843, grad_norm: 4.1933, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7497, loss/aux0: 0.7497 2020-10-22 15:01:08,024 - mmaction - INFO - Epoch [64][220/396] lr: 1.500e-03, eta: 7:58:13, time: 1.076, data_time: 0.083, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9570, loss_cls: 0.5843, loss: 0.5843, grad_norm: 4.2335, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7638, loss/aux0: 0.7638 2020-10-22 15:01:46,953 - mmaction - INFO - Epoch [64][240/396] lr: 1.500e-03, eta: 7:57:22, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9505, loss_cls: 0.6149, loss: 0.6149, grad_norm: 4.0944, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7612, loss/aux0: 0.7612 2020-10-22 15:01:48,665 - mmaction - INFO - Epoch [64][240/396] lr: 1.500e-03, eta: 7:57:33, time: 1.004, data_time: 0.002, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9505, loss_cls: 0.6149, loss: 0.6149, grad_norm: 4.1149, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7511, loss/aux0: 0.7511 2020-10-22 15:02:26,995 - mmaction - INFO - Epoch [64][260/396] lr: 1.500e-03, eta: 7:56:42, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9518, loss_cls: 0.5917, loss: 0.5917, grad_norm: 4.0403, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7768, loss/aux0: 0.7768 2020-10-22 15:02:30,096 - mmaction - INFO - Epoch [64][260/396] lr: 1.500e-03, eta: 7:56:53, time: 1.008, data_time: 0.003, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9518, loss_cls: 0.5917, loss: 0.5917, grad_norm: 4.0606, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7713, loss/aux0: 0.7713 2020-10-22 15:03:10,959 - mmaction - INFO - Epoch [64][280/396] lr: 1.500e-03, eta: 7:56:04, time: 1.104, data_time: 0.032, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9516, loss_cls: 0.5843, loss: 0.5843, grad_norm: 4.0842, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7696, loss/aux0: 0.7696 2020-10-22 15:03:11,590 - mmaction - INFO - Epoch [64][280/396] lr: 1.500e-03, eta: 7:56:16, time: 1.069, data_time: 0.034, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9516, loss_cls: 0.5843, loss: 0.5843, grad_norm: 4.0313, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7779, loss/aux0: 0.7779 2020-10-22 15:03:51,026 - mmaction - INFO - Epoch [64][300/396] lr: 1.500e-03, eta: 7:55:25, time: 1.006, data_time: 0.014, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9477, loss_cls: 0.6286, loss: 0.6286, grad_norm: 4.0612, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7556, loss/aux0: 0.7556 2020-10-22 15:03:52,409 - mmaction - INFO - Epoch [64][300/396] lr: 1.500e-03, eta: 7:55:37, time: 1.046, data_time: 0.017, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9477, loss_cls: 0.6286, loss: 0.6286, grad_norm: 4.0749, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7511, loss/aux0: 0.7511 2020-10-22 15:04:32,247 - mmaction - INFO - Epoch [64][320/396] lr: 1.500e-03, eta: 7:54:46, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9508, loss_cls: 0.5727, loss: 0.5727, grad_norm: 4.0489, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7576, loss/aux0: 0.7576 2020-10-22 15:04:34,720 - mmaction - INFO - Epoch [64][320/396] lr: 1.500e-03, eta: 7:54:58, time: 1.101, data_time: 0.002, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9508, loss_cls: 0.5727, loss: 0.5727, grad_norm: 4.0424, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7574, loss/aux0: 0.7574 2020-10-22 15:05:13,660 - mmaction - INFO - Epoch [64][340/396] lr: 1.500e-03, eta: 7:54:08, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9477, loss_cls: 0.6222, loss: 0.6222, grad_norm: 4.0570, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7551, loss/aux0: 0.7551 2020-10-22 15:05:15,342 - mmaction - INFO - Epoch [64][340/396] lr: 1.500e-03, eta: 7:54:19, time: 0.985, data_time: 0.003, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9477, loss_cls: 0.6222, loss: 0.6222, grad_norm: 4.0710, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7588, loss/aux0: 0.7588 2020-10-22 15:05:54,303 - mmaction - INFO - Epoch [64][360/396] lr: 1.500e-03, eta: 7:53:28, time: 1.019, data_time: 0.054, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9539, loss_cls: 0.5746, loss: 0.5746, grad_norm: 4.0573, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7647, loss/aux0: 0.7647 2020-10-22 15:05:56,171 - mmaction - INFO - Epoch [64][360/396] lr: 1.500e-03, eta: 7:53:39, time: 1.012, data_time: 0.120, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9539, loss_cls: 0.5746, loss: 0.5746, grad_norm: 4.0654, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7548, loss/aux0: 0.7548 2020-10-22 15:06:35,782 - mmaction - INFO - Epoch [64][380/396] lr: 1.500e-03, eta: 7:52:49, time: 1.050, data_time: 0.458, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9466, loss_cls: 0.6129, loss: 0.6129, grad_norm: 4.1505, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7384, loss/aux0: 0.7384 2020-10-22 15:06:38,851 - mmaction - INFO - Epoch [64][380/396] lr: 1.500e-03, eta: 7:53:01, time: 1.059, data_time: 0.380, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9466, loss_cls: 0.6129, loss: 0.6129, grad_norm: 4.1308, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7533, loss/aux0: 0.7533 2020-10-22 15:08:41,393 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-22 15:11:30,201 - mmaction - INFO - Epoch [65][20/396] lr: 1.500e-03, eta: 7:51:21, time: 1.025, data_time: 0.058, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9552, loss_cls: 0.5746, loss: 0.5746, grad_norm: 4.0317, top1_acc/aux0: 0.8095, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7383, loss/aux0: 0.7383 2020-10-22 15:11:31,874 - mmaction - INFO - Epoch [65][20/396] lr: 1.500e-03, eta: 7:51:33, time: 1.078, data_time: 0.061, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9552, loss_cls: 0.5746, loss: 0.5746, grad_norm: 4.0448, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7429, loss/aux0: 0.7429 2020-10-22 15:12:12,137 - mmaction - INFO - Epoch [65][40/396] lr: 1.500e-03, eta: 7:50:43, time: 1.079, data_time: 0.000, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9445, loss_cls: 0.6288, loss: 0.6288, grad_norm: 3.8488, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7293, loss/aux0: 0.7293 2020-10-22 15:12:13,482 - mmaction - INFO - Epoch [65][40/396] lr: 1.500e-03, eta: 7:50:55, time: 1.060, data_time: 0.003, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9445, loss_cls: 0.6288, loss: 0.6288, grad_norm: 3.8077, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.7195, loss/aux0: 0.7195 2020-10-22 15:12:52,642 - mmaction - INFO - Epoch [65][60/396] lr: 1.500e-03, eta: 7:50:04, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9531, loss_cls: 0.5756, loss: 0.5756, grad_norm: 4.0336, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7367, loss/aux0: 0.7367 2020-10-22 15:12:53,257 - mmaction - INFO - Epoch [65][60/396] lr: 1.500e-03, eta: 7:50:15, time: 0.987, data_time: 0.002, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9531, loss_cls: 0.5756, loss: 0.5756, grad_norm: 3.9808, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7394, loss/aux0: 0.7394 2020-10-22 15:13:34,479 - mmaction - INFO - Epoch [65][80/396] lr: 1.500e-03, eta: 7:49:25, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9549, loss_cls: 0.5787, loss: 0.5787, grad_norm: 4.0830, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7337, loss/aux0: 0.7337 2020-10-22 15:13:35,089 - mmaction - INFO - Epoch [65][80/396] lr: 1.500e-03, eta: 7:49:36, time: 0.978, data_time: 0.002, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9549, loss_cls: 0.5787, loss: 0.5787, grad_norm: 4.1202, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7384, loss/aux0: 0.7384 2020-10-22 15:14:14,828 - mmaction - INFO - Epoch [65][100/396] lr: 1.500e-03, eta: 7:48:46, time: 1.048, data_time: 0.272, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9526, loss_cls: 0.5944, loss: 0.5944, grad_norm: 4.2385, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7484, loss/aux0: 0.7484 2020-10-22 15:14:15,523 - mmaction - INFO - Epoch [65][100/396] lr: 1.500e-03, eta: 7:48:57, time: 0.988, data_time: 0.214, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9526, loss_cls: 0.5944, loss: 0.5944, grad_norm: 4.2501, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7512, loss/aux0: 0.7512 2020-10-22 15:14:54,925 - mmaction - INFO - Epoch [65][120/396] lr: 1.500e-03, eta: 7:48:06, time: 0.998, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9497, loss_cls: 0.5837, loss: 0.5837, grad_norm: 4.0758, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7589, loss/aux0: 0.7589 2020-10-22 15:14:57,100 - mmaction - INFO - Epoch [65][120/396] lr: 1.500e-03, eta: 7:48:18, time: 1.052, data_time: 0.002, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9497, loss_cls: 0.5837, loss: 0.5837, grad_norm: 4.0604, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7531, loss/aux0: 0.7531 2020-10-22 15:15:38,797 - mmaction - INFO - Epoch [65][140/396] lr: 1.500e-03, eta: 7:47:28, time: 1.089, data_time: 0.000, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9534, loss_cls: 0.5674, loss: 0.5674, grad_norm: 4.0171, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7381, loss/aux0: 0.7381 2020-10-22 15:15:39,418 - mmaction - INFO - Epoch [65][140/396] lr: 1.500e-03, eta: 7:47:40, time: 1.088, data_time: 0.002, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9534, loss_cls: 0.5674, loss: 0.5674, grad_norm: 3.9853, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7280, loss/aux0: 0.7280 2020-10-22 15:16:18,240 - mmaction - INFO - Epoch [65][160/396] lr: 1.500e-03, eta: 7:46:49, time: 0.957, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9503, loss_cls: 0.5954, loss: 0.5954, grad_norm: 4.2288, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7536, loss/aux0: 0.7536 2020-10-22 15:16:19,780 - mmaction - INFO - Epoch [65][160/396] lr: 1.500e-03, eta: 7:47:00, time: 1.002, data_time: 0.003, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9503, loss_cls: 0.5954, loss: 0.5954, grad_norm: 4.1787, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7640, loss/aux0: 0.7640 2020-10-22 15:16:59,439 - mmaction - INFO - Epoch [65][180/396] lr: 1.500e-03, eta: 7:46:10, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9510, loss_cls: 0.5865, loss: 0.5865, grad_norm: 4.1316, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7401, loss/aux0: 0.7401 2020-10-22 15:17:00,465 - mmaction - INFO - Epoch [65][180/396] lr: 1.500e-03, eta: 7:46:21, time: 1.056, data_time: 0.002, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9510, loss_cls: 0.5865, loss: 0.5865, grad_norm: 4.1159, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7384, loss/aux0: 0.7384 2020-10-22 15:17:41,332 - mmaction - INFO - Epoch [65][200/396] lr: 1.500e-03, eta: 7:45:30, time: 0.978, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9482, loss_cls: 0.6024, loss: 0.6024, grad_norm: 4.0228, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7399, loss/aux0: 0.7399 2020-10-22 15:17:43,485 - mmaction - INFO - Epoch [65][200/396] lr: 1.500e-03, eta: 7:45:42, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9482, loss_cls: 0.6024, loss: 0.6024, grad_norm: 3.9874, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7326, loss/aux0: 0.7326 2020-10-22 15:18:21,610 - mmaction - INFO - Epoch [65][220/396] lr: 1.500e-03, eta: 7:44:52, time: 1.059, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9469, loss_cls: 0.5929, loss: 0.5929, grad_norm: 4.2209, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7494, loss/aux0: 0.7494 2020-10-22 15:18:24,114 - mmaction - INFO - Epoch [65][220/396] lr: 1.500e-03, eta: 7:45:04, time: 1.112, data_time: 0.003, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9469, loss_cls: 0.5929, loss: 0.5929, grad_norm: 4.1771, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7586, loss/aux0: 0.7586 2020-10-22 15:19:04,670 - mmaction - INFO - Epoch [65][240/396] lr: 1.500e-03, eta: 7:44:15, time: 1.145, data_time: 0.000, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9490, loss_cls: 0.6034, loss: 0.6034, grad_norm: 4.1342, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7555, loss/aux0: 0.7555 2020-10-22 15:19:05,527 - mmaction - INFO - Epoch [65][240/396] lr: 1.500e-03, eta: 7:44:27, time: 1.084, data_time: 0.003, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9490, loss_cls: 0.6034, loss: 0.6034, grad_norm: 4.1284, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7495, loss/aux0: 0.7495 2020-10-22 15:19:44,833 - mmaction - INFO - Epoch [65][260/396] lr: 1.500e-03, eta: 7:43:37, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9440, loss_cls: 0.6205, loss: 0.6205, grad_norm: 3.9934, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7168, loss/aux0: 0.7168 2020-10-22 15:19:47,288 - mmaction - INFO - Epoch [65][260/396] lr: 1.500e-03, eta: 7:43:49, time: 1.074, data_time: 0.002, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9440, loss_cls: 0.6205, loss: 0.6205, grad_norm: 4.0272, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7277, loss/aux0: 0.7277 2020-10-22 15:20:26,256 - mmaction - INFO - Epoch [65][280/396] lr: 1.500e-03, eta: 7:42:59, time: 1.057, data_time: 0.000, memory: 8337, top1_acc: 0.8451, top5_acc: 0.9521, loss_cls: 0.5884, loss: 0.5884, grad_norm: 4.0872, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7273, loss/aux0: 0.7273 2020-10-22 15:20:27,829 - mmaction - INFO - Epoch [65][280/396] lr: 1.500e-03, eta: 7:43:10, time: 0.987, data_time: 0.002, memory: 8337, top1_acc: 0.8451, top5_acc: 0.9521, loss_cls: 0.5884, loss: 0.5884, grad_norm: 4.0946, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7274, loss/aux0: 0.7274 2020-10-22 15:21:08,761 - mmaction - INFO - Epoch [65][300/396] lr: 1.500e-03, eta: 7:42:20, time: 1.083, data_time: 0.386, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9490, loss_cls: 0.6231, loss: 0.6231, grad_norm: 4.2026, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7799, loss/aux0: 0.7799 2020-10-22 15:21:09,386 - mmaction - INFO - Epoch [65][300/396] lr: 1.500e-03, eta: 7:42:32, time: 1.047, data_time: 0.389, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9490, loss_cls: 0.6231, loss: 0.6231, grad_norm: 4.1955, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7832, loss/aux0: 0.7832 2020-10-22 15:21:49,962 - mmaction - INFO - Epoch [65][320/396] lr: 1.500e-03, eta: 7:41:41, time: 1.034, data_time: 0.442, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9539, loss_cls: 0.5615, loss: 0.5615, grad_norm: 4.0054, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7646, loss/aux0: 0.7646 2020-10-22 15:21:50,584 - mmaction - INFO - Epoch [65][320/396] lr: 1.500e-03, eta: 7:41:53, time: 1.036, data_time: 0.444, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9539, loss_cls: 0.5615, loss: 0.5615, grad_norm: 3.9863, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7622, loss/aux0: 0.7622 2020-10-22 15:22:31,397 - mmaction - INFO - Epoch [65][340/396] lr: 1.500e-03, eta: 7:41:02, time: 1.019, data_time: 0.417, memory: 8337, top1_acc: 0.8430, top5_acc: 0.9523, loss_cls: 0.6040, loss: 0.6040, grad_norm: 4.2252, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7127, loss/aux0: 0.7127 2020-10-22 15:22:32,013 - mmaction - INFO - Epoch [65][340/396] lr: 1.500e-03, eta: 7:41:13, time: 1.020, data_time: 0.418, memory: 8337, top1_acc: 0.8430, top5_acc: 0.9523, loss_cls: 0.6040, loss: 0.6040, grad_norm: 4.2478, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7119, loss/aux0: 0.7119 2020-10-22 15:23:12,373 - mmaction - INFO - Epoch [65][360/396] lr: 1.500e-03, eta: 7:40:23, time: 1.012, data_time: 0.404, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6245, loss: 0.6245, grad_norm: 3.9528, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7171, loss/aux0: 0.7171 2020-10-22 15:23:12,978 - mmaction - INFO - Epoch [65][360/396] lr: 1.500e-03, eta: 7:40:34, time: 1.013, data_time: 0.405, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6245, loss: 0.6245, grad_norm: 3.9752, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7164, loss/aux0: 0.7164 2020-10-22 15:23:54,080 - mmaction - INFO - Epoch [65][380/396] lr: 1.500e-03, eta: 7:39:43, time: 0.988, data_time: 0.388, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9466, loss_cls: 0.6000, loss: 0.6000, grad_norm: 4.0337, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7520, loss/aux0: 0.7520 2020-10-22 15:23:55,024 - mmaction - INFO - Epoch [65][380/396] lr: 1.500e-03, eta: 7:39:54, time: 1.001, data_time: 0.406, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9466, loss_cls: 0.6000, loss: 0.6000, grad_norm: 4.0179, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7499, loss/aux0: 0.7499 2020-10-22 15:25:38,958 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-10-22 15:26:53,227 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 15:26:53,353 - mmaction - INFO - top1_acc 0.7838 top5_acc 0.9339 2020-10-22 15:26:53,353 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 15:26:53,377 - mmaction - INFO - mean_acc 0.7844 2020-10-22 15:26:53,378 - mmaction - INFO - Epoch(val) [65][396] top1_acc: 0.7838, top5_acc: 0.9339, mean_class_accuracy: 0.7844 2020-10-22 15:29:45,157 - mmaction - INFO - Epoch [66][20/396] lr: 1.500e-03, eta: 7:38:15, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8563, top5_acc: 0.9490, loss_cls: 0.5854, loss: 0.5854, grad_norm: 4.1531, top1_acc/aux0: 0.8114, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7517, loss/aux0: 0.7517 2020-10-22 15:29:45,840 - mmaction - INFO - Epoch [66][20/396] lr: 1.500e-03, eta: 7:38:26, time: 1.021, data_time: 0.002, memory: 8337, top1_acc: 0.8563, top5_acc: 0.9490, loss_cls: 0.5854, loss: 0.5854, grad_norm: 4.1187, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7543, loss/aux0: 0.7543 2020-10-22 15:30:27,498 - mmaction - INFO - Epoch [66][40/396] lr: 1.500e-03, eta: 7:37:36, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9542, loss_cls: 0.5717, loss: 0.5717, grad_norm: 3.9933, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7218, loss/aux0: 0.7218 2020-10-22 15:30:28,346 - mmaction - INFO - Epoch [66][40/396] lr: 1.500e-03, eta: 7:37:48, time: 1.059, data_time: 0.001, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9542, loss_cls: 0.5717, loss: 0.5717, grad_norm: 3.9731, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7124, loss/aux0: 0.7124 2020-10-22 15:31:08,654 - mmaction - INFO - Epoch [66][60/396] lr: 1.500e-03, eta: 7:36:57, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9521, loss_cls: 0.6009, loss: 0.6009, grad_norm: 4.0459, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7332, loss/aux0: 0.7332 2020-10-22 15:31:09,365 - mmaction - INFO - Epoch [66][60/396] lr: 1.500e-03, eta: 7:37:07, time: 0.978, data_time: 0.002, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9521, loss_cls: 0.6009, loss: 0.6009, grad_norm: 4.0494, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7378, loss/aux0: 0.7378 2020-10-22 15:31:49,738 - mmaction - INFO - Epoch [66][80/396] lr: 1.500e-03, eta: 7:36:17, time: 1.007, data_time: 0.150, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6147, loss: 0.6147, grad_norm: 4.1742, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7384, loss/aux0: 0.7384 2020-10-22 15:31:52,232 - mmaction - INFO - Epoch [66][80/396] lr: 1.500e-03, eta: 7:36:29, time: 1.102, data_time: 0.247, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9484, loss_cls: 0.6147, loss: 0.6147, grad_norm: 4.1922, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7417, loss/aux0: 0.7417 2020-10-22 15:32:29,840 - mmaction - INFO - Epoch [66][100/396] lr: 1.500e-03, eta: 7:35:39, time: 1.010, data_time: 0.392, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9544, loss_cls: 0.5770, loss: 0.5770, grad_norm: 4.2180, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7439, loss/aux0: 0.7439 2020-10-22 15:32:32,001 - mmaction - INFO - Epoch [66][100/396] lr: 1.500e-03, eta: 7:35:49, time: 0.985, data_time: 0.369, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9544, loss_cls: 0.5770, loss: 0.5770, grad_norm: 4.2135, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7375, loss/aux0: 0.7375 2020-10-22 15:33:10,620 - mmaction - INFO - Epoch [66][120/396] lr: 1.500e-03, eta: 7:34:59, time: 1.005, data_time: 0.199, memory: 8337, top1_acc: 0.8492, top5_acc: 0.9518, loss_cls: 0.5897, loss: 0.5897, grad_norm: 4.1560, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7588, loss/aux0: 0.7588 2020-10-22 15:33:12,956 - mmaction - INFO - Epoch [66][120/396] lr: 1.500e-03, eta: 7:35:10, time: 1.043, data_time: 0.182, memory: 8337, top1_acc: 0.8492, top5_acc: 0.9518, loss_cls: 0.5897, loss: 0.5897, grad_norm: 4.1773, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7682, loss/aux0: 0.7682 2020-10-22 15:33:52,495 - mmaction - INFO - Epoch [66][140/396] lr: 1.500e-03, eta: 7:34:21, time: 1.062, data_time: 0.237, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9596, loss_cls: 0.5600, loss: 0.5600, grad_norm: 4.0818, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7684, loss/aux0: 0.7684 2020-10-22 15:33:54,988 - mmaction - INFO - Epoch [66][140/396] lr: 1.500e-03, eta: 7:34:31, time: 1.017, data_time: 0.284, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9596, loss_cls: 0.5600, loss: 0.5600, grad_norm: 4.0874, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7712, loss/aux0: 0.7712 2020-10-22 15:34:32,901 - mmaction - INFO - Epoch [66][160/396] lr: 1.500e-03, eta: 7:33:41, time: 0.974, data_time: 0.372, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9451, loss_cls: 0.6095, loss: 0.6095, grad_norm: 4.1263, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7494, loss/aux0: 0.7494 2020-10-22 15:34:35,000 - mmaction - INFO - Epoch [66][160/396] lr: 1.500e-03, eta: 7:33:51, time: 0.967, data_time: 0.363, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9451, loss_cls: 0.6095, loss: 0.6095, grad_norm: 4.1294, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7351, loss/aux0: 0.7351 2020-10-22 15:35:13,551 - mmaction - INFO - Epoch [66][180/396] lr: 1.500e-03, eta: 7:33:01, time: 1.036, data_time: 0.330, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9518, loss_cls: 0.5716, loss: 0.5716, grad_norm: 4.0492, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7467, loss/aux0: 0.7467 2020-10-22 15:35:16,634 - mmaction - INFO - Epoch [66][180/396] lr: 1.500e-03, eta: 7:33:13, time: 1.093, data_time: 0.424, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9518, loss_cls: 0.5716, loss: 0.5716, grad_norm: 4.0413, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7497, loss/aux0: 0.7497 2020-10-22 15:35:54,067 - mmaction - INFO - Epoch [66][200/396] lr: 1.500e-03, eta: 7:32:23, time: 0.998, data_time: 0.244, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9563, loss_cls: 0.5948, loss: 0.5948, grad_norm: 4.1658, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7282, loss/aux0: 0.7282 2020-10-22 15:35:55,641 - mmaction - INFO - Epoch [66][200/396] lr: 1.500e-03, eta: 7:32:33, time: 0.953, data_time: 0.178, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9563, loss_cls: 0.5948, loss: 0.5948, grad_norm: 4.1927, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7351, loss/aux0: 0.7351 2020-10-22 15:36:34,698 - mmaction - INFO - Epoch [66][220/396] lr: 1.500e-03, eta: 7:31:43, time: 1.042, data_time: 0.091, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9570, loss_cls: 0.5666, loss: 0.5666, grad_norm: 4.1413, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7351, loss/aux0: 0.7351 2020-10-22 15:36:36,494 - mmaction - INFO - Epoch [66][220/396] lr: 1.500e-03, eta: 7:31:54, time: 1.032, data_time: 0.121, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9570, loss_cls: 0.5666, loss: 0.5666, grad_norm: 4.1441, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7345, loss/aux0: 0.7345 2020-10-22 15:37:16,092 - mmaction - INFO - Epoch [66][240/396] lr: 1.500e-03, eta: 7:31:03, time: 0.960, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9490, loss_cls: 0.6105, loss: 0.6105, grad_norm: 4.1024, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7316, loss/aux0: 0.7316 2020-10-22 15:37:18,438 - mmaction - INFO - Epoch [66][240/396] lr: 1.500e-03, eta: 7:31:14, time: 1.044, data_time: 0.001, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9490, loss_cls: 0.6105, loss: 0.6105, grad_norm: 4.0962, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7270, loss/aux0: 0.7270 2020-10-22 15:37:57,494 - mmaction - INFO - Epoch [66][260/396] lr: 1.500e-03, eta: 7:30:25, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9508, loss_cls: 0.6076, loss: 0.6076, grad_norm: 4.1966, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7341, loss/aux0: 0.7341 2020-10-22 15:37:59,276 - mmaction - INFO - Epoch [66][260/396] lr: 1.500e-03, eta: 7:30:35, time: 1.002, data_time: 0.002, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9508, loss_cls: 0.6076, loss: 0.6076, grad_norm: 4.1801, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7426, loss/aux0: 0.7426 2020-10-22 15:38:38,835 - mmaction - INFO - Epoch [66][280/396] lr: 1.500e-03, eta: 7:29:46, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.8451, top5_acc: 0.9477, loss_cls: 0.6009, loss: 0.6009, grad_norm: 4.1891, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7523, loss/aux0: 0.7523 2020-10-22 15:38:40,743 - mmaction - INFO - Epoch [66][280/396] lr: 1.500e-03, eta: 7:29:57, time: 1.070, data_time: 0.002, memory: 8337, top1_acc: 0.8451, top5_acc: 0.9477, loss_cls: 0.6009, loss: 0.6009, grad_norm: 4.1984, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7452, loss/aux0: 0.7452 2020-10-22 15:39:19,692 - mmaction - INFO - Epoch [66][300/396] lr: 1.500e-03, eta: 7:29:07, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9529, loss_cls: 0.5938, loss: 0.5938, grad_norm: 4.0475, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7129, loss/aux0: 0.7129 2020-10-22 15:39:22,362 - mmaction - INFO - Epoch [66][300/396] lr: 1.500e-03, eta: 7:29:18, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9529, loss_cls: 0.5938, loss: 0.5938, grad_norm: 4.0709, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7214, loss/aux0: 0.7214 2020-10-22 15:40:01,962 - mmaction - INFO - Epoch [66][320/396] lr: 1.500e-03, eta: 7:28:28, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9492, loss_cls: 0.6019, loss: 0.6019, grad_norm: 4.1717, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7405, loss/aux0: 0.7405 2020-10-22 15:40:02,681 - mmaction - INFO - Epoch [66][320/396] lr: 1.500e-03, eta: 7:28:39, time: 1.055, data_time: 0.002, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9492, loss_cls: 0.6019, loss: 0.6019, grad_norm: 4.1828, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7356, loss/aux0: 0.7356 2020-10-22 15:40:42,563 - mmaction - INFO - Epoch [66][340/396] lr: 1.500e-03, eta: 7:27:50, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9503, loss_cls: 0.6044, loss: 0.6044, grad_norm: 4.1392, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7578, loss/aux0: 0.7578 2020-10-22 15:40:46,005 - mmaction - INFO - Epoch [66][340/396] lr: 1.500e-03, eta: 7:28:01, time: 1.086, data_time: 0.002, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9503, loss_cls: 0.6044, loss: 0.6044, grad_norm: 4.1464, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7630, loss/aux0: 0.7630 2020-10-22 15:41:23,251 - mmaction - INFO - Epoch [66][360/396] lr: 1.500e-03, eta: 7:27:11, time: 0.987, data_time: 0.000, memory: 8337, top1_acc: 0.8365, top5_acc: 0.9479, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.2448, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7849, loss/aux0: 0.7849 2020-10-22 15:41:25,316 - mmaction - INFO - Epoch [66][360/396] lr: 1.500e-03, eta: 7:27:21, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.8365, top5_acc: 0.9479, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.2562, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7789, loss/aux0: 0.7789 2020-10-22 15:42:04,822 - mmaction - INFO - Epoch [66][380/396] lr: 1.500e-03, eta: 7:26:31, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9529, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.2715, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7765, loss/aux0: 0.7765 2020-10-22 15:42:06,545 - mmaction - INFO - Epoch [66][380/396] lr: 1.500e-03, eta: 7:26:42, time: 0.980, data_time: 0.002, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9529, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.2477, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7674, loss/aux0: 0.7674 2020-10-22 15:43:49,502 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-10-22 15:46:45,659 - mmaction - INFO - Epoch [67][20/396] lr: 1.500e-03, eta: 7:25:03, time: 1.001, data_time: 0.116, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9466, loss_cls: 0.6131, loss: 0.6131, grad_norm: 4.1436, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7837, loss/aux0: 0.7837 2020-10-22 15:46:46,281 - mmaction - INFO - Epoch [67][20/396] lr: 1.500e-03, eta: 7:25:14, time: 1.002, data_time: 0.119, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9466, loss_cls: 0.6131, loss: 0.6131, grad_norm: 4.1083, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7726, loss/aux0: 0.7726 2020-10-22 15:47:28,405 - mmaction - INFO - Epoch [67][40/396] lr: 1.500e-03, eta: 7:24:25, time: 1.103, data_time: 0.330, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9477, loss_cls: 0.6036, loss: 0.6036, grad_norm: 4.1271, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7068, loss/aux0: 0.7068 2020-10-22 15:47:29,014 - mmaction - INFO - Epoch [67][40/396] lr: 1.500e-03, eta: 7:24:36, time: 1.103, data_time: 0.332, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9477, loss_cls: 0.6036, loss: 0.6036, grad_norm: 4.1060, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7223, loss/aux0: 0.7223 2020-10-22 15:48:09,265 - mmaction - INFO - Epoch [67][60/396] lr: 1.500e-03, eta: 7:23:46, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9479, loss_cls: 0.6018, loss: 0.6018, grad_norm: 4.1736, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7687, loss/aux0: 0.7687 2020-10-22 15:48:09,860 - mmaction - INFO - Epoch [67][60/396] lr: 1.500e-03, eta: 7:23:57, time: 1.005, data_time: 0.002, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9479, loss_cls: 0.6018, loss: 0.6018, grad_norm: 4.1807, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7641, loss/aux0: 0.7641 2020-10-22 15:48:49,135 - mmaction - INFO - Epoch [67][80/396] lr: 1.500e-03, eta: 7:23:07, time: 0.967, data_time: 0.014, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9469, loss_cls: 0.6247, loss: 0.6247, grad_norm: 4.2379, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7210, loss/aux0: 0.7210 2020-10-22 15:48:50,927 - mmaction - INFO - Epoch [67][80/396] lr: 1.500e-03, eta: 7:23:17, time: 1.027, data_time: 0.016, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9469, loss_cls: 0.6247, loss: 0.6247, grad_norm: 4.2351, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7193, loss/aux0: 0.7193 2020-10-22 15:49:31,362 - mmaction - INFO - Epoch [67][100/396] lr: 1.500e-03, eta: 7:22:27, time: 0.995, data_time: 0.135, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9508, loss_cls: 0.6161, loss: 0.6161, grad_norm: 4.0451, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7318, loss/aux0: 0.7318 2020-10-22 15:49:33,211 - mmaction - INFO - Epoch [67][100/396] lr: 1.500e-03, eta: 7:22:37, time: 1.000, data_time: 0.137, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9508, loss_cls: 0.6161, loss: 0.6161, grad_norm: 4.0812, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7337, loss/aux0: 0.7337 2020-10-22 15:50:12,602 - mmaction - INFO - Epoch [67][120/396] lr: 1.500e-03, eta: 7:21:48, time: 1.017, data_time: 0.049, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9521, loss_cls: 0.5841, loss: 0.5841, grad_norm: 4.0751, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7353, loss/aux0: 0.7353 2020-10-22 15:50:14,433 - mmaction - INFO - Epoch [67][120/396] lr: 1.500e-03, eta: 7:21:58, time: 1.036, data_time: 0.052, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9521, loss_cls: 0.5841, loss: 0.5841, grad_norm: 4.0303, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7274, loss/aux0: 0.7274 2020-10-22 15:50:52,295 - mmaction - INFO - Epoch [67][140/396] lr: 1.500e-03, eta: 7:21:08, time: 0.981, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9505, loss_cls: 0.5886, loss: 0.5886, grad_norm: 4.1995, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7772, loss/aux0: 0.7772 2020-10-22 15:50:54,048 - mmaction - INFO - Epoch [67][140/396] lr: 1.500e-03, eta: 7:21:18, time: 0.984, data_time: 0.002, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9505, loss_cls: 0.5886, loss: 0.5886, grad_norm: 4.1681, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-22 15:51:33,333 - mmaction - INFO - Epoch [67][160/396] lr: 1.500e-03, eta: 7:20:29, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9469, loss_cls: 0.5997, loss: 0.5997, grad_norm: 4.0684, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6934, loss/aux0: 0.6934 2020-10-22 15:51:33,960 - mmaction - INFO - Epoch [67][160/396] lr: 1.500e-03, eta: 7:20:39, time: 1.012, data_time: 0.001, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9469, loss_cls: 0.5997, loss: 0.5997, grad_norm: 4.1385, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6973, loss/aux0: 0.6973 2020-10-22 15:52:13,626 - mmaction - INFO - Epoch [67][180/396] lr: 1.500e-03, eta: 7:19:49, time: 0.969, data_time: 0.028, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9487, loss_cls: 0.5907, loss: 0.5907, grad_norm: 4.1938, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7516, loss/aux0: 0.7516 2020-10-22 15:52:14,276 - mmaction - INFO - Epoch [67][180/396] lr: 1.500e-03, eta: 7:19:59, time: 0.971, data_time: 0.030, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9487, loss_cls: 0.5907, loss: 0.5907, grad_norm: 4.1894, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7499, loss/aux0: 0.7499 2020-10-22 15:52:57,221 - mmaction - INFO - Epoch [67][200/396] lr: 1.500e-03, eta: 7:19:10, time: 1.106, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9526, loss_cls: 0.5964, loss: 0.5964, grad_norm: 4.3331, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7283, loss/aux0: 0.7283 2020-10-22 15:52:57,821 - mmaction - INFO - Epoch [67][200/396] lr: 1.500e-03, eta: 7:19:22, time: 1.106, data_time: 0.002, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9526, loss_cls: 0.5964, loss: 0.5964, grad_norm: 4.3032, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7320, loss/aux0: 0.7320 2020-10-22 15:53:38,754 - mmaction - INFO - Epoch [67][220/396] lr: 1.500e-03, eta: 7:18:32, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9521, loss_cls: 0.5912, loss: 0.5912, grad_norm: 4.1765, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7668, loss/aux0: 0.7668 2020-10-22 15:53:39,390 - mmaction - INFO - Epoch [67][220/396] lr: 1.500e-03, eta: 7:18:43, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9521, loss_cls: 0.5912, loss: 0.5912, grad_norm: 4.1603, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7639, loss/aux0: 0.7639 2020-10-22 15:54:18,035 - mmaction - INFO - Epoch [67][240/396] lr: 1.500e-03, eta: 7:17:53, time: 0.986, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9469, loss_cls: 0.6279, loss: 0.6279, grad_norm: 4.1828, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7375, loss/aux0: 0.7375 2020-10-22 15:54:19,541 - mmaction - INFO - Epoch [67][240/396] lr: 1.500e-03, eta: 7:18:03, time: 1.031, data_time: 0.002, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9469, loss_cls: 0.6279, loss: 0.6279, grad_norm: 4.2070, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7438, loss/aux0: 0.7438 2020-10-22 15:54:59,810 - mmaction - INFO - Epoch [67][260/396] lr: 1.500e-03, eta: 7:17:14, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9531, loss_cls: 0.5809, loss: 0.5809, grad_norm: 4.1934, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7151, loss/aux0: 0.7151 2020-10-22 15:55:00,737 - mmaction - INFO - Epoch [67][260/396] lr: 1.500e-03, eta: 7:17:24, time: 1.024, data_time: 0.003, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9531, loss_cls: 0.5809, loss: 0.5809, grad_norm: 4.2018, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7177, loss/aux0: 0.7177 2020-10-22 15:55:41,350 - mmaction - INFO - Epoch [67][280/396] lr: 1.500e-03, eta: 7:16:35, time: 1.052, data_time: 0.000, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9529, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.0711, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7304, loss/aux0: 0.7304 2020-10-22 15:55:41,965 - mmaction - INFO - Epoch [67][280/396] lr: 1.500e-03, eta: 7:16:45, time: 1.052, data_time: 0.002, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9529, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.0849, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7221, loss/aux0: 0.7221 2020-10-22 15:56:21,731 - mmaction - INFO - Epoch [67][300/396] lr: 1.500e-03, eta: 7:15:56, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9500, loss_cls: 0.5874, loss: 0.5874, grad_norm: 4.2472, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7688, loss/aux0: 0.7688 2020-10-22 15:56:22,341 - mmaction - INFO - Epoch [67][300/396] lr: 1.500e-03, eta: 7:16:06, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9500, loss_cls: 0.5874, loss: 0.5874, grad_norm: 4.2298, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7668, loss/aux0: 0.7668 2020-10-22 15:57:02,707 - mmaction - INFO - Epoch [67][320/396] lr: 1.500e-03, eta: 7:15:17, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9536, loss_cls: 0.5972, loss: 0.5972, grad_norm: 4.3294, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8372, loss/aux0: 0.8372 2020-10-22 15:57:03,303 - mmaction - INFO - Epoch [67][320/396] lr: 1.500e-03, eta: 7:15:26, time: 0.991, data_time: 0.002, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9536, loss_cls: 0.5972, loss: 0.5972, grad_norm: 4.2970, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8364, loss/aux0: 0.8364 2020-10-22 15:57:43,370 - mmaction - INFO - Epoch [67][340/396] lr: 1.500e-03, eta: 7:14:37, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9570, loss_cls: 0.5537, loss: 0.5537, grad_norm: 4.1305, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7687, loss/aux0: 0.7687 2020-10-22 15:57:44,000 - mmaction - INFO - Epoch [67][340/396] lr: 1.500e-03, eta: 7:14:46, time: 0.984, data_time: 0.001, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9570, loss_cls: 0.5537, loss: 0.5537, grad_norm: 4.1806, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7707, loss/aux0: 0.7707 2020-10-22 15:58:26,834 - mmaction - INFO - Epoch [67][360/396] lr: 1.500e-03, eta: 7:13:58, time: 1.066, data_time: 0.025, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9505, loss_cls: 0.6019, loss: 0.6019, grad_norm: 4.1330, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7207, loss/aux0: 0.7207 2020-10-22 15:58:27,437 - mmaction - INFO - Epoch [67][360/396] lr: 1.500e-03, eta: 7:14:08, time: 1.068, data_time: 0.028, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9505, loss_cls: 0.6019, loss: 0.6019, grad_norm: 4.0977, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7178, loss/aux0: 0.7178 2020-10-22 15:59:06,277 - mmaction - INFO - Epoch [67][380/396] lr: 1.500e-03, eta: 7:13:19, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9523, loss_cls: 0.5903, loss: 0.5903, grad_norm: 4.2411, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7779, loss/aux0: 0.7779 2020-10-22 15:59:07,891 - mmaction - INFO - Epoch [67][380/396] lr: 1.500e-03, eta: 7:13:29, time: 1.042, data_time: 0.003, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9523, loss_cls: 0.5903, loss: 0.5903, grad_norm: 4.2485, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-22 16:00:58,581 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-10-22 16:03:53,611 - mmaction - INFO - Epoch [68][20/396] lr: 1.500e-03, eta: 7:11:52, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9508, loss_cls: 0.5817, loss: 0.5817, grad_norm: 4.1510, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7686, loss/aux0: 0.7686 2020-10-22 16:03:54,248 - mmaction - INFO - Epoch [68][20/396] lr: 1.500e-03, eta: 7:12:02, time: 0.992, data_time: 0.002, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9508, loss_cls: 0.5817, loss: 0.5817, grad_norm: 4.1781, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7654, loss/aux0: 0.7654 2020-10-22 16:04:35,514 - mmaction - INFO - Epoch [68][40/396] lr: 1.500e-03, eta: 7:11:13, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9552, loss_cls: 0.5736, loss: 0.5736, grad_norm: 4.1306, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6972, loss/aux0: 0.6972 2020-10-22 16:04:36,124 - mmaction - INFO - Epoch [68][40/396] lr: 1.500e-03, eta: 7:11:23, time: 1.018, data_time: 0.002, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9552, loss_cls: 0.5736, loss: 0.5736, grad_norm: 4.1202, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7107, loss/aux0: 0.7107 2020-10-22 16:05:16,873 - mmaction - INFO - Epoch [68][60/396] lr: 1.500e-03, eta: 7:10:34, time: 1.037, data_time: 0.051, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9505, loss_cls: 0.6015, loss: 0.6015, grad_norm: 4.2017, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7379, loss/aux0: 0.7379 2020-10-22 16:05:17,481 - mmaction - INFO - Epoch [68][60/396] lr: 1.500e-03, eta: 7:10:44, time: 1.038, data_time: 0.053, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9505, loss_cls: 0.6015, loss: 0.6015, grad_norm: 4.2437, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7285, loss/aux0: 0.7285 2020-10-22 16:05:57,369 - mmaction - INFO - Epoch [68][80/396] lr: 1.500e-03, eta: 7:09:55, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9510, loss_cls: 0.6023, loss: 0.6023, grad_norm: 4.0773, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7397, loss/aux0: 0.7397 2020-10-22 16:05:57,998 - mmaction - INFO - Epoch [68][80/396] lr: 1.500e-03, eta: 7:10:04, time: 0.973, data_time: 0.003, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9510, loss_cls: 0.6023, loss: 0.6023, grad_norm: 4.0941, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7392, loss/aux0: 0.7392 2020-10-22 16:06:39,682 - mmaction - INFO - Epoch [68][100/396] lr: 1.500e-03, eta: 7:09:15, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9552, loss_cls: 0.5694, loss: 0.5694, grad_norm: 4.1607, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7517, loss/aux0: 0.7517 2020-10-22 16:06:40,314 - mmaction - INFO - Epoch [68][100/396] lr: 1.500e-03, eta: 7:09:25, time: 1.005, data_time: 0.002, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9552, loss_cls: 0.5694, loss: 0.5694, grad_norm: 4.1267, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7481, loss/aux0: 0.7481 2020-10-22 16:07:21,079 - mmaction - INFO - Epoch [68][120/396] lr: 1.500e-03, eta: 7:08:36, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9497, loss_cls: 0.5926, loss: 0.5926, grad_norm: 4.2472, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7361, loss/aux0: 0.7361 2020-10-22 16:07:21,692 - mmaction - INFO - Epoch [68][120/396] lr: 1.500e-03, eta: 7:08:47, time: 1.074, data_time: 0.003, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9497, loss_cls: 0.5926, loss: 0.5926, grad_norm: 4.2140, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7314, loss/aux0: 0.7314 2020-10-22 16:08:02,573 - mmaction - INFO - Epoch [68][140/396] lr: 1.500e-03, eta: 7:07:58, time: 1.104, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9469, loss_cls: 0.5908, loss: 0.5908, grad_norm: 4.0564, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7326, loss/aux0: 0.7326 2020-10-22 16:08:03,239 - mmaction - INFO - Epoch [68][140/396] lr: 1.500e-03, eta: 7:08:09, time: 1.072, data_time: 0.003, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9469, loss_cls: 0.5908, loss: 0.5908, grad_norm: 4.0886, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7395, loss/aux0: 0.7395 2020-10-22 16:08:42,750 - mmaction - INFO - Epoch [68][160/396] lr: 1.500e-03, eta: 7:07:19, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9443, loss_cls: 0.6409, loss: 0.6409, grad_norm: 4.1439, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7467, loss/aux0: 0.7467 2020-10-22 16:08:44,070 - mmaction - INFO - Epoch [68][160/396] lr: 1.500e-03, eta: 7:07:29, time: 1.032, data_time: 0.002, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9443, loss_cls: 0.6409, loss: 0.6409, grad_norm: 4.1601, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7539, loss/aux0: 0.7539 2020-10-22 16:09:22,234 - mmaction - INFO - Epoch [68][180/396] lr: 1.500e-03, eta: 7:06:40, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9477, loss_cls: 0.5989, loss: 0.5989, grad_norm: 4.1824, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7366, loss/aux0: 0.7366 2020-10-22 16:09:23,789 - mmaction - INFO - Epoch [68][180/396] lr: 1.500e-03, eta: 7:06:50, time: 1.006, data_time: 0.002, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9477, loss_cls: 0.5989, loss: 0.5989, grad_norm: 4.2044, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7267, loss/aux0: 0.7267 2020-10-22 16:10:04,307 - mmaction - INFO - Epoch [68][200/396] lr: 1.500e-03, eta: 7:06:00, time: 0.966, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9526, loss_cls: 0.5760, loss: 0.5760, grad_norm: 4.2090, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7443, loss/aux0: 0.7443 2020-10-22 16:10:05,535 - mmaction - INFO - Epoch [68][200/396] lr: 1.500e-03, eta: 7:06:10, time: 0.999, data_time: 0.003, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9526, loss_cls: 0.5760, loss: 0.5760, grad_norm: 4.2091, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7479, loss/aux0: 0.7479 2020-10-22 16:10:45,515 - mmaction - INFO - Epoch [68][220/396] lr: 1.500e-03, eta: 7:05:21, time: 1.041, data_time: 0.000, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9565, loss_cls: 0.5607, loss: 0.5607, grad_norm: 4.1419, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7405, loss/aux0: 0.7405 2020-10-22 16:10:47,841 - mmaction - INFO - Epoch [68][220/396] lr: 1.500e-03, eta: 7:05:31, time: 1.046, data_time: 0.002, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9565, loss_cls: 0.5607, loss: 0.5607, grad_norm: 4.1416, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7346, loss/aux0: 0.7346 2020-10-22 16:11:28,656 - mmaction - INFO - Epoch [68][240/396] lr: 1.500e-03, eta: 7:04:43, time: 1.133, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9466, loss_cls: 0.6027, loss: 0.6027, grad_norm: 4.0172, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7110, loss/aux0: 0.7110 2020-10-22 16:11:31,188 - mmaction - INFO - Epoch [68][240/396] lr: 1.500e-03, eta: 7:04:54, time: 1.083, data_time: 0.002, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9466, loss_cls: 0.6027, loss: 0.6027, grad_norm: 3.9925, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7116, loss/aux0: 0.7116 2020-10-22 16:12:08,143 - mmaction - INFO - Epoch [68][260/396] lr: 1.500e-03, eta: 7:04:04, time: 0.980, data_time: 0.143, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9503, loss_cls: 0.5948, loss: 0.5948, grad_norm: 4.0976, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7479, loss/aux0: 0.7479 2020-10-22 16:12:09,048 - mmaction - INFO - Epoch [68][260/396] lr: 1.500e-03, eta: 7:04:13, time: 0.958, data_time: 0.145, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9503, loss_cls: 0.5948, loss: 0.5948, grad_norm: 4.1119, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7491, loss/aux0: 0.7491 2020-10-22 16:12:49,810 - mmaction - INFO - Epoch [68][280/396] lr: 1.500e-03, eta: 7:03:25, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9477, loss_cls: 0.6010, loss: 0.6010, grad_norm: 4.1048, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7224, loss/aux0: 0.7224 2020-10-22 16:12:50,438 - mmaction - INFO - Epoch [68][280/396] lr: 1.500e-03, eta: 7:03:34, time: 0.990, data_time: 0.001, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9477, loss_cls: 0.6010, loss: 0.6010, grad_norm: 4.1099, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7262, loss/aux0: 0.7262 2020-10-22 16:13:31,755 - mmaction - INFO - Epoch [68][300/396] lr: 1.500e-03, eta: 7:02:45, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9490, loss_cls: 0.5781, loss: 0.5781, grad_norm: 4.2255, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7093, loss/aux0: 0.7093 2020-10-22 16:13:32,383 - mmaction - INFO - Epoch [68][300/396] lr: 1.500e-03, eta: 7:02:55, time: 0.991, data_time: 0.002, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9490, loss_cls: 0.5781, loss: 0.5781, grad_norm: 4.2537, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7086, loss/aux0: 0.7086 2020-10-22 16:14:14,157 - mmaction - INFO - Epoch [68][320/396] lr: 1.500e-03, eta: 7:02:06, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9518, loss_cls: 0.5734, loss: 0.5734, grad_norm: 4.2658, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7693, loss/aux0: 0.7693 2020-10-22 16:14:14,760 - mmaction - INFO - Epoch [68][320/396] lr: 1.500e-03, eta: 7:02:16, time: 1.072, data_time: 0.002, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9518, loss_cls: 0.5734, loss: 0.5734, grad_norm: 4.2951, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7684, loss/aux0: 0.7684 2020-10-22 16:14:54,961 - mmaction - INFO - Epoch [68][340/396] lr: 1.500e-03, eta: 7:01:27, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9477, loss_cls: 0.5953, loss: 0.5953, grad_norm: 4.0357, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7164, loss/aux0: 0.7164 2020-10-22 16:14:55,579 - mmaction - INFO - Epoch [68][340/396] lr: 1.500e-03, eta: 7:01:37, time: 1.020, data_time: 0.001, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9477, loss_cls: 0.5953, loss: 0.5953, grad_norm: 4.0336, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7181, loss/aux0: 0.7181 2020-10-22 16:15:36,031 - mmaction - INFO - Epoch [68][360/396] lr: 1.500e-03, eta: 7:00:48, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9490, loss_cls: 0.5988, loss: 0.5988, grad_norm: 4.2301, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7445, loss/aux0: 0.7445 2020-10-22 16:15:36,635 - mmaction - INFO - Epoch [68][360/396] lr: 1.500e-03, eta: 7:00:58, time: 1.024, data_time: 0.002, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9490, loss_cls: 0.5988, loss: 0.5988, grad_norm: 4.1945, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7406, loss/aux0: 0.7406 2020-10-22 16:16:16,300 - mmaction - INFO - Epoch [68][380/396] lr: 1.500e-03, eta: 7:00:09, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9477, loss_cls: 0.6146, loss: 0.6146, grad_norm: 4.1437, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7204, loss/aux0: 0.7204 2020-10-22 16:16:18,948 - mmaction - INFO - Epoch [68][380/396] lr: 1.500e-03, eta: 7:00:20, time: 1.125, data_time: 0.002, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9477, loss_cls: 0.6146, loss: 0.6146, grad_norm: 4.1571, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7286, loss/aux0: 0.7286 2020-10-22 16:17:59,166 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-10-22 16:20:52,563 - mmaction - INFO - Epoch [69][20/396] lr: 1.500e-03, eta: 6:58:44, time: 1.028, data_time: 0.136, memory: 8337, top1_acc: 0.8568, top5_acc: 0.9560, loss_cls: 0.5537, loss: 0.5537, grad_norm: 4.1605, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.7720, loss/aux0: 0.7720 2020-10-22 16:20:53,254 - mmaction - INFO - Epoch [69][20/396] lr: 1.500e-03, eta: 6:58:54, time: 1.030, data_time: 0.137, memory: 8337, top1_acc: 0.8568, top5_acc: 0.9560, loss_cls: 0.5537, loss: 0.5537, grad_norm: 4.1366, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7645, loss/aux0: 0.7645 2020-10-22 16:21:34,526 - mmaction - INFO - Epoch [69][40/396] lr: 1.500e-03, eta: 6:58:05, time: 1.023, data_time: 0.428, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9536, loss_cls: 0.5688, loss: 0.5688, grad_norm: 4.1934, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7089, loss/aux0: 0.7089 2020-10-22 16:21:35,117 - mmaction - INFO - Epoch [69][40/396] lr: 1.500e-03, eta: 6:58:15, time: 1.023, data_time: 0.430, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9536, loss_cls: 0.5688, loss: 0.5688, grad_norm: 4.1983, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7180, loss/aux0: 0.7180 2020-10-22 16:22:14,680 - mmaction - INFO - Epoch [69][60/396] lr: 1.500e-03, eta: 6:57:26, time: 1.049, data_time: 0.317, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9440, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.2185, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7440, loss/aux0: 0.7440 2020-10-22 16:22:16,586 - mmaction - INFO - Epoch [69][60/396] lr: 1.500e-03, eta: 6:57:36, time: 1.068, data_time: 0.319, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9440, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.2280, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7381, loss/aux0: 0.7381 2020-10-22 16:22:55,496 - mmaction - INFO - Epoch [69][80/396] lr: 1.500e-03, eta: 6:56:47, time: 0.976, data_time: 0.275, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9563, loss_cls: 0.5672, loss: 0.5672, grad_norm: 4.2488, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7308, loss/aux0: 0.7308 2020-10-22 16:22:56,234 - mmaction - INFO - Epoch [69][80/396] lr: 1.500e-03, eta: 6:56:56, time: 0.947, data_time: 0.277, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9563, loss_cls: 0.5672, loss: 0.5672, grad_norm: 4.2774, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7353, loss/aux0: 0.7353 2020-10-22 16:23:38,222 - mmaction - INFO - Epoch [69][100/396] lr: 1.500e-03, eta: 6:56:07, time: 1.067, data_time: 0.234, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9492, loss_cls: 0.5642, loss: 0.5642, grad_norm: 4.1382, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.7212, loss/aux0: 0.7212 2020-10-22 16:23:38,859 - mmaction - INFO - Epoch [69][100/396] lr: 1.500e-03, eta: 6:56:17, time: 1.042, data_time: 0.240, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9492, loss_cls: 0.5642, loss: 0.5642, grad_norm: 4.1683, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.7171, loss/aux0: 0.7171 2020-10-22 16:24:18,146 - mmaction - INFO - Epoch [69][120/396] lr: 1.500e-03, eta: 6:55:28, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9529, loss_cls: 0.5935, loss: 0.5935, grad_norm: 4.2904, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7400, loss/aux0: 0.7400 2020-10-22 16:24:18,879 - mmaction - INFO - Epoch [69][120/396] lr: 1.500e-03, eta: 6:55:38, time: 0.984, data_time: 0.001, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9529, loss_cls: 0.5935, loss: 0.5935, grad_norm: 4.2541, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7333, loss/aux0: 0.7333 2020-10-22 16:24:58,641 - mmaction - INFO - Epoch [69][140/396] lr: 1.500e-03, eta: 6:54:49, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9531, loss_cls: 0.5626, loss: 0.5626, grad_norm: 4.1336, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7345, loss/aux0: 0.7345 2020-10-22 16:25:00,211 - mmaction - INFO - Epoch [69][140/396] lr: 1.500e-03, eta: 6:54:59, time: 1.066, data_time: 0.003, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9531, loss_cls: 0.5626, loss: 0.5626, grad_norm: 4.1187, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7408, loss/aux0: 0.7408 2020-10-22 16:25:39,314 - mmaction - INFO - Epoch [69][160/396] lr: 1.500e-03, eta: 6:54:10, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9497, loss_cls: 0.5875, loss: 0.5875, grad_norm: 4.3087, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7714, loss/aux0: 0.7714 2020-10-22 16:25:39,957 - mmaction - INFO - Epoch [69][160/396] lr: 1.500e-03, eta: 6:54:20, time: 1.007, data_time: 0.001, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9497, loss_cls: 0.5875, loss: 0.5875, grad_norm: 4.2787, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7801, loss/aux0: 0.7801 2020-10-22 16:26:20,779 - mmaction - INFO - Epoch [69][180/396] lr: 1.500e-03, eta: 6:53:31, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9516, loss_cls: 0.6062, loss: 0.6062, grad_norm: 4.1395, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7274, loss/aux0: 0.7274 2020-10-22 16:26:21,406 - mmaction - INFO - Epoch [69][180/396] lr: 1.500e-03, eta: 6:53:40, time: 0.982, data_time: 0.002, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9516, loss_cls: 0.6062, loss: 0.6062, grad_norm: 4.1173, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7187, loss/aux0: 0.7187 2020-10-22 16:27:02,224 - mmaction - INFO - Epoch [69][200/396] lr: 1.500e-03, eta: 6:52:52, time: 1.094, data_time: 0.001, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9576, loss_cls: 0.5669, loss: 0.5669, grad_norm: 4.3516, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7730, loss/aux0: 0.7730 2020-10-22 16:27:02,865 - mmaction - INFO - Epoch [69][200/396] lr: 1.500e-03, eta: 6:53:02, time: 1.077, data_time: 0.002, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9576, loss_cls: 0.5669, loss: 0.5669, grad_norm: 4.3475, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7769, loss/aux0: 0.7769 2020-10-22 16:27:46,171 - mmaction - INFO - Epoch [69][220/396] lr: 1.500e-03, eta: 6:52:14, time: 1.105, data_time: 0.000, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9518, loss_cls: 0.5699, loss: 0.5699, grad_norm: 4.3117, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7523, loss/aux0: 0.7523 2020-10-22 16:27:46,786 - mmaction - INFO - Epoch [69][220/396] lr: 1.500e-03, eta: 6:52:24, time: 1.106, data_time: 0.003, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9518, loss_cls: 0.5699, loss: 0.5699, grad_norm: 4.2954, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7458, loss/aux0: 0.7458 2020-10-22 16:28:26,286 - mmaction - INFO - Epoch [69][240/396] lr: 1.500e-03, eta: 6:51:36, time: 1.057, data_time: 0.000, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9565, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.1086, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7333, loss/aux0: 0.7333 2020-10-22 16:28:28,297 - mmaction - INFO - Epoch [69][240/396] lr: 1.500e-03, eta: 6:51:46, time: 1.127, data_time: 0.002, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9565, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.1143, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7414, loss/aux0: 0.7414 2020-10-22 16:29:06,469 - mmaction - INFO - Epoch [69][260/396] lr: 1.500e-03, eta: 6:50:57, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9510, loss_cls: 0.5931, loss: 0.5931, grad_norm: 4.3493, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7596, loss/aux0: 0.7596 2020-10-22 16:29:09,041 - mmaction - INFO - Epoch [69][260/396] lr: 1.500e-03, eta: 6:51:07, time: 1.018, data_time: 0.002, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9510, loss_cls: 0.5931, loss: 0.5931, grad_norm: 4.3103, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7519, loss/aux0: 0.7519 2020-10-22 16:29:47,140 - mmaction - INFO - Epoch [69][280/396] lr: 1.500e-03, eta: 6:50:18, time: 1.001, data_time: 0.175, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9534, loss_cls: 0.5658, loss: 0.5658, grad_norm: 4.2338, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-22 16:29:48,506 - mmaction - INFO - Epoch [69][280/396] lr: 1.500e-03, eta: 6:50:27, time: 1.000, data_time: 0.179, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9534, loss_cls: 0.5658, loss: 0.5658, grad_norm: 4.2449, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7679, loss/aux0: 0.7679 2020-10-22 16:30:27,804 - mmaction - INFO - Epoch [69][300/396] lr: 1.500e-03, eta: 6:49:38, time: 1.019, data_time: 0.361, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9523, loss_cls: 0.6034, loss: 0.6034, grad_norm: 4.2491, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7335, loss/aux0: 0.7335 2020-10-22 16:30:29,247 - mmaction - INFO - Epoch [69][300/396] lr: 1.500e-03, eta: 6:49:47, time: 0.956, data_time: 0.295, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9523, loss_cls: 0.6034, loss: 0.6034, grad_norm: 4.2447, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7368, loss/aux0: 0.7368 2020-10-22 16:31:09,599 - mmaction - INFO - Epoch [69][320/396] lr: 1.500e-03, eta: 6:48:59, time: 1.040, data_time: 0.438, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9490, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.1883, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7111, loss/aux0: 0.7111 2020-10-22 16:31:10,918 - mmaction - INFO - Epoch [69][320/396] lr: 1.500e-03, eta: 6:49:08, time: 0.987, data_time: 0.385, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9490, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.1871, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7078, loss/aux0: 0.7078 2020-10-22 16:31:49,768 - mmaction - INFO - Epoch [69][340/396] lr: 1.500e-03, eta: 6:48:19, time: 1.036, data_time: 0.282, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9495, loss_cls: 0.5973, loss: 0.5973, grad_norm: 4.0688, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7281, loss/aux0: 0.7281 2020-10-22 16:31:51,542 - mmaction - INFO - Epoch [69][340/396] lr: 1.500e-03, eta: 6:48:28, time: 1.015, data_time: 0.335, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9495, loss_cls: 0.5973, loss: 0.5973, grad_norm: 4.0608, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7303, loss/aux0: 0.7303 2020-10-22 16:32:31,187 - mmaction - INFO - Epoch [69][360/396] lr: 1.500e-03, eta: 6:47:40, time: 1.036, data_time: 0.330, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9466, loss_cls: 0.5917, loss: 0.5917, grad_norm: 4.1315, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7632, loss/aux0: 0.7632 2020-10-22 16:32:31,805 - mmaction - INFO - Epoch [69][360/396] lr: 1.500e-03, eta: 6:47:49, time: 0.950, data_time: 0.244, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9466, loss_cls: 0.5917, loss: 0.5917, grad_norm: 4.1064, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7587, loss/aux0: 0.7587 2020-10-22 16:33:12,207 - mmaction - INFO - Epoch [69][380/396] lr: 1.500e-03, eta: 6:47:01, time: 1.070, data_time: 0.410, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9581, loss_cls: 0.5543, loss: 0.5543, grad_norm: 4.0962, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7400, loss/aux0: 0.7400 2020-10-22 16:33:14,141 - mmaction - INFO - Epoch [69][380/396] lr: 1.500e-03, eta: 6:47:10, time: 1.075, data_time: 0.419, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9581, loss_cls: 0.5543, loss: 0.5543, grad_norm: 4.0538, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7388, loss/aux0: 0.7388 2020-10-22 16:34:56,695 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-10-22 16:37:52,907 - mmaction - INFO - Epoch [70][20/396] lr: 1.500e-03, eta: 6:45:36, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9526, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.1512, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7165, loss/aux0: 0.7165 2020-10-22 16:37:53,525 - mmaction - INFO - Epoch [70][20/396] lr: 1.500e-03, eta: 6:45:45, time: 1.029, data_time: 0.004, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9526, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.1592, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7239, loss/aux0: 0.7239 2020-10-22 16:38:37,036 - mmaction - INFO - Epoch [70][40/396] lr: 1.500e-03, eta: 6:44:57, time: 1.061, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9510, loss_cls: 0.5595, loss: 0.5595, grad_norm: 4.2341, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7389, loss/aux0: 0.7389 2020-10-22 16:38:37,684 - mmaction - INFO - Epoch [70][40/396] lr: 1.500e-03, eta: 6:45:07, time: 1.065, data_time: 0.003, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9510, loss_cls: 0.5595, loss: 0.5595, grad_norm: 4.2392, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7330, loss/aux0: 0.7330 2020-10-22 16:39:15,809 - mmaction - INFO - Epoch [70][60/396] lr: 1.500e-03, eta: 6:44:18, time: 0.959, data_time: 0.002, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9568, loss_cls: 0.5436, loss: 0.5436, grad_norm: 4.1063, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7199, loss/aux0: 0.7199 2020-10-22 16:39:16,925 - mmaction - INFO - Epoch [70][60/396] lr: 1.500e-03, eta: 6:44:27, time: 0.987, data_time: 0.004, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9568, loss_cls: 0.5436, loss: 0.5436, grad_norm: 4.1407, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7171, loss/aux0: 0.7171 2020-10-22 16:39:58,131 - mmaction - INFO - Epoch [70][80/396] lr: 1.500e-03, eta: 6:43:38, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9495, loss_cls: 0.5865, loss: 0.5865, grad_norm: 4.1167, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.7037, loss/aux0: 0.7037 2020-10-22 16:39:58,726 - mmaction - INFO - Epoch [70][80/396] lr: 1.500e-03, eta: 6:43:48, time: 1.038, data_time: 0.003, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9495, loss_cls: 0.5865, loss: 0.5865, grad_norm: 4.1239, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6985, loss/aux0: 0.6985 2020-10-22 16:40:38,876 - mmaction - INFO - Epoch [70][100/396] lr: 1.500e-03, eta: 6:42:59, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9547, loss_cls: 0.5585, loss: 0.5585, grad_norm: 4.1574, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7763, loss/aux0: 0.7763 2020-10-22 16:40:39,521 - mmaction - INFO - Epoch [70][100/396] lr: 1.500e-03, eta: 6:43:09, time: 1.032, data_time: 0.002, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9547, loss_cls: 0.5585, loss: 0.5585, grad_norm: 4.1619, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7808, loss/aux0: 0.7808 2020-10-22 16:41:19,089 - mmaction - INFO - Epoch [70][120/396] lr: 1.500e-03, eta: 6:42:20, time: 0.978, data_time: 0.000, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9536, loss_cls: 0.5505, loss: 0.5505, grad_norm: 4.2163, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7669, loss/aux0: 0.7669 2020-10-22 16:41:19,830 - mmaction - INFO - Epoch [70][120/396] lr: 1.500e-03, eta: 6:42:29, time: 0.984, data_time: 0.002, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9536, loss_cls: 0.5505, loss: 0.5505, grad_norm: 4.2092, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7705, loss/aux0: 0.7705 2020-10-22 16:42:00,225 - mmaction - INFO - Epoch [70][140/396] lr: 1.500e-03, eta: 6:41:41, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9578, loss_cls: 0.5663, loss: 0.5663, grad_norm: 4.2183, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7978, loss/aux0: 0.7978 2020-10-22 16:42:03,058 - mmaction - INFO - Epoch [70][140/396] lr: 1.500e-03, eta: 6:41:50, time: 1.109, data_time: 0.002, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9578, loss_cls: 0.5663, loss: 0.5663, grad_norm: 4.2490, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8066, loss/aux0: 0.8066 2020-10-22 16:42:40,942 - mmaction - INFO - Epoch [70][160/396] lr: 1.500e-03, eta: 6:41:02, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9469, loss_cls: 0.5965, loss: 0.5965, grad_norm: 4.2918, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7510, loss/aux0: 0.7510 2020-10-22 16:42:42,199 - mmaction - INFO - Epoch [70][160/396] lr: 1.500e-03, eta: 6:41:10, time: 0.964, data_time: 0.002, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9469, loss_cls: 0.5965, loss: 0.5965, grad_norm: 4.3209, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7433, loss/aux0: 0.7433 2020-10-22 16:43:23,034 - mmaction - INFO - Epoch [70][180/396] lr: 1.500e-03, eta: 6:40:23, time: 1.104, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9505, loss_cls: 0.6018, loss: 0.6018, grad_norm: 4.2718, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7464, loss/aux0: 0.7464 2020-10-22 16:43:24,441 - mmaction - INFO - Epoch [70][180/396] lr: 1.500e-03, eta: 6:40:32, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9505, loss_cls: 0.6018, loss: 0.6018, grad_norm: 4.2907, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7547, loss/aux0: 0.7547 2020-10-22 16:44:04,925 - mmaction - INFO - Epoch [70][200/396] lr: 1.500e-03, eta: 6:39:44, time: 1.122, data_time: 0.000, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9531, loss_cls: 0.5998, loss: 0.5998, grad_norm: 4.1573, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7724, loss/aux0: 0.7724 2020-10-22 16:44:05,529 - mmaction - INFO - Epoch [70][200/396] lr: 1.500e-03, eta: 6:39:54, time: 1.054, data_time: 0.002, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9531, loss_cls: 0.5998, loss: 0.5998, grad_norm: 4.1620, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7693, loss/aux0: 0.7693 2020-10-22 16:44:43,961 - mmaction - INFO - Epoch [70][220/396] lr: 1.500e-03, eta: 6:39:05, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9523, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.2660, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7263, loss/aux0: 0.7263 2020-10-22 16:44:45,930 - mmaction - INFO - Epoch [70][220/396] lr: 1.500e-03, eta: 6:39:14, time: 1.038, data_time: 0.002, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9523, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.2550, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7216, loss/aux0: 0.7216 2020-10-22 16:45:25,628 - mmaction - INFO - Epoch [70][240/396] lr: 1.500e-03, eta: 6:38:26, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9466, loss_cls: 0.5980, loss: 0.5980, grad_norm: 4.2102, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7421, loss/aux0: 0.7421 2020-10-22 16:45:26,260 - mmaction - INFO - Epoch [70][240/396] lr: 1.500e-03, eta: 6:38:35, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9466, loss_cls: 0.5980, loss: 0.5980, grad_norm: 4.2289, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7382, loss/aux0: 0.7382 2020-10-22 16:46:06,673 - mmaction - INFO - Epoch [70][260/396] lr: 1.500e-03, eta: 6:37:47, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9552, loss_cls: 0.5615, loss: 0.5615, grad_norm: 4.1939, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7222, loss/aux0: 0.7222 2020-10-22 16:46:07,285 - mmaction - INFO - Epoch [70][260/396] lr: 1.500e-03, eta: 6:37:57, time: 1.069, data_time: 0.002, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9552, loss_cls: 0.5615, loss: 0.5615, grad_norm: 4.1836, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7235, loss/aux0: 0.7235 2020-10-22 16:46:47,088 - mmaction - INFO - Epoch [70][280/396] lr: 1.500e-03, eta: 6:37:09, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9503, loss_cls: 0.5829, loss: 0.5829, grad_norm: 4.2582, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7062, loss/aux0: 0.7062 2020-10-22 16:46:47,729 - mmaction - INFO - Epoch [70][280/396] lr: 1.500e-03, eta: 6:37:17, time: 0.990, data_time: 0.003, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9503, loss_cls: 0.5829, loss: 0.5829, grad_norm: 4.2464, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7149, loss/aux0: 0.7149 2020-10-22 16:47:29,588 - mmaction - INFO - Epoch [70][300/396] lr: 1.500e-03, eta: 6:36:30, time: 1.062, data_time: 0.000, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9479, loss_cls: 0.5947, loss: 0.5947, grad_norm: 4.3774, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-22 16:47:30,232 - mmaction - INFO - Epoch [70][300/396] lr: 1.500e-03, eta: 6:36:39, time: 1.065, data_time: 0.002, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9479, loss_cls: 0.5947, loss: 0.5947, grad_norm: 4.3600, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7810, loss/aux0: 0.7810 2020-10-22 16:48:09,677 - mmaction - INFO - Epoch [70][320/396] lr: 1.500e-03, eta: 6:35:51, time: 1.003, data_time: 0.154, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9549, loss_cls: 0.5631, loss: 0.5631, grad_norm: 4.2298, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7329, loss/aux0: 0.7329 2020-10-22 16:48:10,750 - mmaction - INFO - Epoch [70][320/396] lr: 1.500e-03, eta: 6:36:00, time: 1.027, data_time: 0.156, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9549, loss_cls: 0.5631, loss: 0.5631, grad_norm: 4.2560, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7448, loss/aux0: 0.7448 2020-10-22 16:48:51,356 - mmaction - INFO - Epoch [70][340/396] lr: 1.500e-03, eta: 6:35:11, time: 1.016, data_time: 0.012, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9547, loss_cls: 0.5824, loss: 0.5824, grad_norm: 4.0877, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7583, loss/aux0: 0.7583 2020-10-22 16:48:52,009 - mmaction - INFO - Epoch [70][340/396] lr: 1.500e-03, eta: 6:35:20, time: 1.010, data_time: 0.003, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9547, loss_cls: 0.5824, loss: 0.5824, grad_norm: 4.1177, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7555, loss/aux0: 0.7555 2020-10-22 16:49:34,220 - mmaction - INFO - Epoch [70][360/396] lr: 1.500e-03, eta: 6:34:32, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9586, loss_cls: 0.5387, loss: 0.5387, grad_norm: 4.2311, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7496, loss/aux0: 0.7496 2020-10-22 16:49:34,838 - mmaction - INFO - Epoch [70][360/396] lr: 1.500e-03, eta: 6:34:41, time: 1.021, data_time: 0.002, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9586, loss_cls: 0.5387, loss: 0.5387, grad_norm: 4.2389, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7369, loss/aux0: 0.7369 2020-10-22 16:50:15,296 - mmaction - INFO - Epoch [70][380/396] lr: 1.500e-03, eta: 6:33:53, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9544, loss_cls: 0.5798, loss: 0.5798, grad_norm: 4.4065, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7736, loss/aux0: 0.7736 2020-10-22 16:50:15,888 - mmaction - INFO - Epoch [70][380/396] lr: 1.500e-03, eta: 6:34:01, time: 0.996, data_time: 0.003, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9544, loss_cls: 0.5798, loss: 0.5798, grad_norm: 4.3621, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7725, loss/aux0: 0.7725 2020-10-22 16:51:59,584 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-10-22 16:53:13,389 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 16:53:13,519 - mmaction - INFO - top1_acc 0.7823 top5_acc 0.9299 2020-10-22 16:53:13,519 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 16:53:13,568 - mmaction - INFO - mean_acc 0.7828 2020-10-22 16:53:13,570 - mmaction - INFO - Epoch(val) [70][396] top1_acc: 0.7823, top5_acc: 0.9299, mean_class_accuracy: 0.7828 2020-10-22 16:56:09,389 - mmaction - INFO - Epoch [71][20/396] lr: 1.500e-03, eta: 6:32:28, time: 1.094, data_time: 0.498, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9503, loss_cls: 0.5951, loss: 0.5951, grad_norm: 4.3782, top1_acc/aux0: 0.8054, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7465, loss/aux0: 0.7465 2020-10-22 16:56:09,998 - mmaction - INFO - Epoch [71][20/396] lr: 1.500e-03, eta: 6:32:38, time: 1.094, data_time: 0.499, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9503, loss_cls: 0.5951, loss: 0.5951, grad_norm: 4.3826, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7511, loss/aux0: 0.7511 2020-10-22 16:56:49,279 - mmaction - INFO - Epoch [71][40/396] lr: 1.500e-03, eta: 6:31:50, time: 1.030, data_time: 0.285, memory: 8337, top1_acc: 0.8562, top5_acc: 0.9536, loss_cls: 0.5793, loss: 0.5793, grad_norm: 4.2127, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7099, loss/aux0: 0.7099 2020-10-22 16:56:49,916 - mmaction - INFO - Epoch [71][40/396] lr: 1.500e-03, eta: 6:31:59, time: 1.033, data_time: 0.288, memory: 8337, top1_acc: 0.8562, top5_acc: 0.9536, loss_cls: 0.5793, loss: 0.5793, grad_norm: 4.1966, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6979, loss/aux0: 0.6979 2020-10-22 16:57:30,580 - mmaction - INFO - Epoch [71][60/396] lr: 1.500e-03, eta: 6:31:10, time: 0.981, data_time: 0.000, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9464, loss_cls: 0.5971, loss: 0.5971, grad_norm: 4.1091, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6782, loss/aux0: 0.6782 2020-10-22 16:57:31,236 - mmaction - INFO - Epoch [71][60/396] lr: 1.500e-03, eta: 6:31:19, time: 0.984, data_time: 0.002, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9464, loss_cls: 0.5971, loss: 0.5971, grad_norm: 4.1138, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6851, loss/aux0: 0.6851 2020-10-22 16:58:11,963 - mmaction - INFO - Epoch [71][80/396] lr: 1.500e-03, eta: 6:30:31, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9529, loss_cls: 0.5922, loss: 0.5922, grad_norm: 4.3333, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7304, loss/aux0: 0.7304 2020-10-22 16:58:14,203 - mmaction - INFO - Epoch [71][80/396] lr: 1.500e-03, eta: 6:30:40, time: 1.078, data_time: 0.002, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9529, loss_cls: 0.5922, loss: 0.5922, grad_norm: 4.3027, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7264, loss/aux0: 0.7264 2020-10-22 16:58:53,230 - mmaction - INFO - Epoch [71][100/396] lr: 1.500e-03, eta: 6:29:52, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9560, loss_cls: 0.5566, loss: 0.5566, grad_norm: 4.1790, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7469, loss/aux0: 0.7469 2020-10-22 16:58:54,170 - mmaction - INFO - Epoch [71][100/396] lr: 1.500e-03, eta: 6:30:01, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9560, loss_cls: 0.5566, loss: 0.5566, grad_norm: 4.1657, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7475, loss/aux0: 0.7475 2020-10-22 16:59:33,262 - mmaction - INFO - Epoch [71][120/396] lr: 1.500e-03, eta: 6:29:13, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9539, loss_cls: 0.5568, loss: 0.5568, grad_norm: 4.2299, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7322, loss/aux0: 0.7322 2020-10-22 16:59:35,386 - mmaction - INFO - Epoch [71][120/396] lr: 1.500e-03, eta: 6:29:22, time: 1.042, data_time: 0.001, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9539, loss_cls: 0.5568, loss: 0.5568, grad_norm: 4.2199, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7395, loss/aux0: 0.7395 2020-10-22 17:00:16,025 - mmaction - INFO - Epoch [71][140/396] lr: 1.500e-03, eta: 6:28:34, time: 1.080, data_time: 0.000, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9565, loss_cls: 0.5418, loss: 0.5418, grad_norm: 4.1099, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7336, loss/aux0: 0.7336 2020-10-22 17:00:18,384 - mmaction - INFO - Epoch [71][140/396] lr: 1.500e-03, eta: 6:28:43, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9565, loss_cls: 0.5418, loss: 0.5418, grad_norm: 4.1019, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7289, loss/aux0: 0.7289 2020-10-22 17:00:57,789 - mmaction - INFO - Epoch [71][160/396] lr: 1.500e-03, eta: 6:27:55, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9534, loss_cls: 0.5820, loss: 0.5820, grad_norm: 4.2385, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.7077, loss/aux0: 0.7077 2020-10-22 17:01:00,223 - mmaction - INFO - Epoch [71][160/396] lr: 1.500e-03, eta: 6:28:04, time: 1.005, data_time: 0.002, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9534, loss_cls: 0.5820, loss: 0.5820, grad_norm: 4.2382, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7038, loss/aux0: 0.7038 2020-10-22 17:01:38,484 - mmaction - INFO - Epoch [71][180/396] lr: 1.500e-03, eta: 6:27:16, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9521, loss_cls: 0.5660, loss: 0.5660, grad_norm: 4.1630, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7688, loss/aux0: 0.7688 2020-10-22 17:01:40,680 - mmaction - INFO - Epoch [71][180/396] lr: 1.500e-03, eta: 6:27:24, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9521, loss_cls: 0.5660, loss: 0.5660, grad_norm: 4.2081, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7767, loss/aux0: 0.7767 2020-10-22 17:02:21,501 - mmaction - INFO - Epoch [71][200/396] lr: 1.500e-03, eta: 6:26:37, time: 1.141, data_time: 0.000, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9479, loss_cls: 0.5832, loss: 0.5832, grad_norm: 4.3925, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7369, loss/aux0: 0.7369 2020-10-22 17:02:22,097 - mmaction - INFO - Epoch [71][200/396] lr: 1.500e-03, eta: 6:26:46, time: 1.059, data_time: 0.002, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9479, loss_cls: 0.5832, loss: 0.5832, grad_norm: 4.3392, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7270, loss/aux0: 0.7270 2020-10-22 17:03:03,115 - mmaction - INFO - Epoch [71][220/396] lr: 1.500e-03, eta: 6:25:58, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9503, loss_cls: 0.5920, loss: 0.5920, grad_norm: 4.3048, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7319, loss/aux0: 0.7319 2020-10-22 17:03:03,985 - mmaction - INFO - Epoch [71][220/396] lr: 1.500e-03, eta: 6:26:07, time: 1.010, data_time: 0.002, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9503, loss_cls: 0.5920, loss: 0.5920, grad_norm: 4.3504, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7451, loss/aux0: 0.7451 2020-10-22 17:03:43,499 - mmaction - INFO - Epoch [71][240/396] lr: 1.500e-03, eta: 6:25:19, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9516, loss_cls: 0.5655, loss: 0.5655, grad_norm: 4.2211, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7290, loss/aux0: 0.7290 2020-10-22 17:03:45,284 - mmaction - INFO - Epoch [71][240/396] lr: 1.500e-03, eta: 6:25:28, time: 1.014, data_time: 0.002, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9516, loss_cls: 0.5655, loss: 0.5655, grad_norm: 4.2250, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7195, loss/aux0: 0.7195 2020-10-22 17:04:26,162 - mmaction - INFO - Epoch [71][260/396] lr: 1.500e-03, eta: 6:24:41, time: 1.107, data_time: 0.000, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9477, loss_cls: 0.6039, loss: 0.6039, grad_norm: 4.2994, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7487, loss/aux0: 0.7487 2020-10-22 17:04:26,770 - mmaction - INFO - Epoch [71][260/396] lr: 1.500e-03, eta: 6:24:49, time: 1.041, data_time: 0.002, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9477, loss_cls: 0.6039, loss: 0.6039, grad_norm: 4.2730, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7489, loss/aux0: 0.7489 2020-10-22 17:05:07,470 - mmaction - INFO - Epoch [71][280/396] lr: 1.500e-03, eta: 6:24:02, time: 1.050, data_time: 0.000, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9547, loss_cls: 0.6003, loss: 0.6003, grad_norm: 4.2900, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7566, loss/aux0: 0.7566 2020-10-22 17:05:08,373 - mmaction - INFO - Epoch [71][280/396] lr: 1.500e-03, eta: 6:24:11, time: 1.064, data_time: 0.002, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9547, loss_cls: 0.6003, loss: 0.6003, grad_norm: 4.2992, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7605, loss/aux0: 0.7605 2020-10-22 17:05:47,921 - mmaction - INFO - Epoch [71][300/396] lr: 1.500e-03, eta: 6:23:24, time: 1.117, data_time: 0.020, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9513, loss_cls: 0.5815, loss: 0.5815, grad_norm: 4.2933, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7400, loss/aux0: 0.7400 2020-10-22 17:05:49,966 - mmaction - INFO - Epoch [71][300/396] lr: 1.500e-03, eta: 6:23:33, time: 1.101, data_time: 0.023, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9513, loss_cls: 0.5815, loss: 0.5815, grad_norm: 4.2854, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7359, loss/aux0: 0.7359 2020-10-22 17:06:28,216 - mmaction - INFO - Epoch [71][320/396] lr: 1.500e-03, eta: 6:22:45, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9487, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.3213, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7065, loss/aux0: 0.7065 2020-10-22 17:06:30,017 - mmaction - INFO - Epoch [71][320/396] lr: 1.500e-03, eta: 6:22:53, time: 0.967, data_time: 0.002, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9487, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.2975, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7003, loss/aux0: 0.7003 2020-10-22 17:07:08,785 - mmaction - INFO - Epoch [71][340/396] lr: 1.500e-03, eta: 6:22:05, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9497, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.3405, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7694, loss/aux0: 0.7694 2020-10-22 17:07:10,116 - mmaction - INFO - Epoch [71][340/396] lr: 1.500e-03, eta: 6:22:13, time: 0.946, data_time: 0.002, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9497, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.2843, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7803, loss/aux0: 0.7803 2020-10-22 17:07:50,872 - mmaction - INFO - Epoch [71][360/396] lr: 1.500e-03, eta: 6:21:25, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9479, loss_cls: 0.6016, loss: 0.6016, grad_norm: 4.2024, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7326, loss/aux0: 0.7326 2020-10-22 17:07:53,082 - mmaction - INFO - Epoch [71][360/396] lr: 1.500e-03, eta: 6:21:34, time: 1.053, data_time: 0.003, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9479, loss_cls: 0.6016, loss: 0.6016, grad_norm: 4.2183, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7350, loss/aux0: 0.7350 2020-10-22 17:08:33,284 - mmaction - INFO - Epoch [71][380/396] lr: 1.500e-03, eta: 6:20:47, time: 1.156, data_time: 0.000, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9516, loss_cls: 0.5748, loss: 0.5748, grad_norm: 4.4516, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7527, loss/aux0: 0.7527 2020-10-22 17:08:36,081 - mmaction - INFO - Epoch [71][380/396] lr: 1.500e-03, eta: 6:20:57, time: 1.190, data_time: 0.002, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9516, loss_cls: 0.5748, loss: 0.5748, grad_norm: 4.4178, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7447, loss/aux0: 0.7447 2020-10-22 17:10:41,660 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-10-22 17:13:40,343 - mmaction - INFO - Epoch [72][20/396] lr: 1.500e-03, eta: 6:19:25, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9529, loss_cls: 0.5839, loss: 0.5839, grad_norm: 4.4149, top1_acc/aux0: 0.8002, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7623, loss/aux0: 0.7623 2020-10-22 17:13:41,896 - mmaction - INFO - Epoch [72][20/396] lr: 1.500e-03, eta: 6:19:33, time: 1.054, data_time: 0.002, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9529, loss_cls: 0.5839, loss: 0.5839, grad_norm: 4.3895, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7593, loss/aux0: 0.7593 2020-10-22 17:14:21,073 - mmaction - INFO - Epoch [72][40/396] lr: 1.500e-03, eta: 6:18:46, time: 1.001, data_time: 0.214, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9544, loss_cls: 0.5525, loss: 0.5525, grad_norm: 4.1030, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7306, loss/aux0: 0.7306 2020-10-22 17:14:23,811 - mmaction - INFO - Epoch [72][40/396] lr: 1.500e-03, eta: 6:18:54, time: 1.076, data_time: 0.220, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9544, loss_cls: 0.5525, loss: 0.5525, grad_norm: 4.1108, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7301, loss/aux0: 0.7301 2020-10-22 17:15:03,146 - mmaction - INFO - Epoch [72][60/396] lr: 1.500e-03, eta: 6:18:07, time: 1.059, data_time: 0.378, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9534, loss_cls: 0.5730, loss: 0.5730, grad_norm: 4.1600, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7226, loss/aux0: 0.7226 2020-10-22 17:15:04,973 - mmaction - INFO - Epoch [72][60/396] lr: 1.500e-03, eta: 6:18:15, time: 1.040, data_time: 0.420, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9534, loss_cls: 0.5730, loss: 0.5730, grad_norm: 4.1414, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7231, loss/aux0: 0.7231 2020-10-22 17:15:43,773 - mmaction - INFO - Epoch [72][80/396] lr: 1.500e-03, eta: 6:17:28, time: 1.007, data_time: 0.195, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9521, loss_cls: 0.5695, loss: 0.5695, grad_norm: 4.4899, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7812, loss/aux0: 0.7812 2020-10-22 17:15:45,812 - mmaction - INFO - Epoch [72][80/396] lr: 1.500e-03, eta: 6:17:36, time: 0.992, data_time: 0.202, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9521, loss_cls: 0.5695, loss: 0.5695, grad_norm: 4.4849, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7816, loss/aux0: 0.7816 2020-10-22 17:16:25,250 - mmaction - INFO - Epoch [72][100/396] lr: 1.500e-03, eta: 6:16:48, time: 1.007, data_time: 0.058, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9521, loss_cls: 0.5681, loss: 0.5681, grad_norm: 4.3925, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7181, loss/aux0: 0.7181 2020-10-22 17:16:27,451 - mmaction - INFO - Epoch [72][100/396] lr: 1.500e-03, eta: 6:16:57, time: 1.037, data_time: 0.085, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9521, loss_cls: 0.5681, loss: 0.5681, grad_norm: 4.3931, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7159, loss/aux0: 0.7159 2020-10-22 17:17:06,542 - mmaction - INFO - Epoch [72][120/396] lr: 1.500e-03, eta: 6:16:09, time: 1.040, data_time: 0.031, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9547, loss_cls: 0.5537, loss: 0.5537, grad_norm: 4.2263, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7086, loss/aux0: 0.7086 2020-10-22 17:17:08,485 - mmaction - INFO - Epoch [72][120/396] lr: 1.500e-03, eta: 6:16:17, time: 1.017, data_time: 0.034, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9547, loss_cls: 0.5537, loss: 0.5537, grad_norm: 4.1838, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7146, loss/aux0: 0.7146 2020-10-22 17:17:47,545 - mmaction - INFO - Epoch [72][140/396] lr: 1.500e-03, eta: 6:15:30, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9513, loss_cls: 0.5891, loss: 0.5891, grad_norm: 4.2778, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7334, loss/aux0: 0.7334 2020-10-22 17:17:48,736 - mmaction - INFO - Epoch [72][140/396] lr: 1.500e-03, eta: 6:15:38, time: 0.972, data_time: 0.002, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9513, loss_cls: 0.5891, loss: 0.5891, grad_norm: 4.2742, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7322, loss/aux0: 0.7322 2020-10-22 17:18:27,631 - mmaction - INFO - Epoch [72][160/396] lr: 1.500e-03, eta: 6:14:50, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9487, loss_cls: 0.5782, loss: 0.5782, grad_norm: 4.0623, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6937, loss/aux0: 0.6937 2020-10-22 17:18:30,234 - mmaction - INFO - Epoch [72][160/396] lr: 1.500e-03, eta: 6:14:58, time: 0.979, data_time: 0.002, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9487, loss_cls: 0.5782, loss: 0.5782, grad_norm: 4.0741, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6927, loss/aux0: 0.6927 2020-10-22 17:19:09,358 - mmaction - INFO - Epoch [72][180/396] lr: 1.500e-03, eta: 6:14:10, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9536, loss_cls: 0.5819, loss: 0.5819, grad_norm: 4.3526, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7265, loss/aux0: 0.7265 2020-10-22 17:19:10,602 - mmaction - INFO - Epoch [72][180/396] lr: 1.500e-03, eta: 6:14:19, time: 1.049, data_time: 0.003, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9536, loss_cls: 0.5819, loss: 0.5819, grad_norm: 4.3795, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7296, loss/aux0: 0.7296 2020-10-22 17:19:50,176 - mmaction - INFO - Epoch [72][200/396] lr: 1.500e-03, eta: 6:13:31, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9497, loss_cls: 0.5877, loss: 0.5877, grad_norm: 4.4276, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7447, loss/aux0: 0.7447 2020-10-22 17:19:50,856 - mmaction - INFO - Epoch [72][200/396] lr: 1.500e-03, eta: 6:13:40, time: 1.007, data_time: 0.003, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9497, loss_cls: 0.5877, loss: 0.5877, grad_norm: 4.4039, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7422, loss/aux0: 0.7422 2020-10-22 17:20:32,440 - mmaction - INFO - Epoch [72][220/396] lr: 1.500e-03, eta: 6:12:52, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9555, loss_cls: 0.5510, loss: 0.5510, grad_norm: 4.1364, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7358, loss/aux0: 0.7358 2020-10-22 17:20:33,055 - mmaction - INFO - Epoch [72][220/396] lr: 1.500e-03, eta: 6:13:00, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9555, loss_cls: 0.5510, loss: 0.5510, grad_norm: 4.1602, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7415, loss/aux0: 0.7415 2020-10-22 17:21:13,415 - mmaction - INFO - Epoch [72][240/396] lr: 1.500e-03, eta: 6:12:13, time: 1.041, data_time: 0.000, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9474, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.3071, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7355, loss/aux0: 0.7355 2020-10-22 17:21:14,056 - mmaction - INFO - Epoch [72][240/396] lr: 1.500e-03, eta: 6:12:21, time: 1.027, data_time: 0.003, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9474, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.3493, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7312, loss/aux0: 0.7312 2020-10-22 17:21:53,201 - mmaction - INFO - Epoch [72][260/396] lr: 1.500e-03, eta: 6:11:33, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9510, loss_cls: 0.5741, loss: 0.5741, grad_norm: 4.3207, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7446, loss/aux0: 0.7446 2020-10-22 17:21:53,807 - mmaction - INFO - Epoch [72][260/396] lr: 1.500e-03, eta: 6:11:41, time: 0.941, data_time: 0.002, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9510, loss_cls: 0.5741, loss: 0.5741, grad_norm: 4.3855, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7491, loss/aux0: 0.7491 2020-10-22 17:22:34,983 - mmaction - INFO - Epoch [72][280/396] lr: 1.500e-03, eta: 6:10:53, time: 1.017, data_time: 0.004, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9534, loss_cls: 0.5578, loss: 0.5578, grad_norm: 4.2153, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7422, loss/aux0: 0.7422 2020-10-22 17:22:35,695 - mmaction - INFO - Epoch [72][280/396] lr: 1.500e-03, eta: 6:11:02, time: 1.021, data_time: 0.006, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9534, loss_cls: 0.5578, loss: 0.5578, grad_norm: 4.2329, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7346, loss/aux0: 0.7346 2020-10-22 17:23:15,377 - mmaction - INFO - Epoch [72][300/396] lr: 1.500e-03, eta: 6:10:14, time: 1.052, data_time: 0.008, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9430, loss_cls: 0.6090, loss: 0.6090, grad_norm: 4.3472, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7337, loss/aux0: 0.7337 2020-10-22 17:23:17,239 - mmaction - INFO - Epoch [72][300/396] lr: 1.500e-03, eta: 6:10:23, time: 1.037, data_time: 0.010, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9430, loss_cls: 0.6090, loss: 0.6090, grad_norm: 4.3749, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7294, loss/aux0: 0.7294 2020-10-22 17:23:56,528 - mmaction - INFO - Epoch [72][320/396] lr: 1.500e-03, eta: 6:09:36, time: 1.087, data_time: 0.000, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9542, loss_cls: 0.5553, loss: 0.5553, grad_norm: 4.2236, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7419, loss/aux0: 0.7419 2020-10-22 17:23:57,169 - mmaction - INFO - Epoch [72][320/396] lr: 1.500e-03, eta: 6:09:44, time: 1.016, data_time: 0.003, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9542, loss_cls: 0.5553, loss: 0.5553, grad_norm: 4.2475, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7544, loss/aux0: 0.7544 2020-10-22 17:24:37,833 - mmaction - INFO - Epoch [72][340/396] lr: 1.500e-03, eta: 6:08:57, time: 1.051, data_time: 0.001, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9534, loss_cls: 0.5800, loss: 0.5800, grad_norm: 4.3050, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7587, loss/aux0: 0.7587 2020-10-22 17:24:38,458 - mmaction - INFO - Epoch [72][340/396] lr: 1.500e-03, eta: 6:09:05, time: 1.053, data_time: 0.002, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9534, loss_cls: 0.5800, loss: 0.5800, grad_norm: 4.2622, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7515, loss/aux0: 0.7515 2020-10-22 17:25:17,842 - mmaction - INFO - Epoch [72][360/396] lr: 1.500e-03, eta: 6:08:18, time: 1.025, data_time: 0.038, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9482, loss_cls: 0.5857, loss: 0.5857, grad_norm: 4.2964, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6924, loss/aux0: 0.6924 2020-10-22 17:25:18,453 - mmaction - INFO - Epoch [72][360/396] lr: 1.500e-03, eta: 6:08:26, time: 1.019, data_time: 0.040, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9482, loss_cls: 0.5857, loss: 0.5857, grad_norm: 4.2275, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6801, loss/aux0: 0.6801 2020-10-22 17:25:59,596 - mmaction - INFO - Epoch [72][380/396] lr: 1.500e-03, eta: 6:07:39, time: 1.095, data_time: 0.000, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9534, loss_cls: 0.5697, loss: 0.5697, grad_norm: 4.1569, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7156, loss/aux0: 0.7156 2020-10-22 17:26:00,199 - mmaction - INFO - Epoch [72][380/396] lr: 1.500e-03, eta: 6:07:47, time: 1.053, data_time: 0.003, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9534, loss_cls: 0.5697, loss: 0.5697, grad_norm: 4.1354, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7223, loss/aux0: 0.7223 2020-10-22 17:27:42,885 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-22 17:30:39,380 - mmaction - INFO - Epoch [73][20/396] lr: 1.500e-03, eta: 6:06:16, time: 1.096, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9505, loss_cls: 0.5573, loss: 0.5573, grad_norm: 4.2034, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7497, loss/aux0: 0.7497 2020-10-22 17:30:39,986 - mmaction - INFO - Epoch [73][20/396] lr: 1.500e-03, eta: 6:06:25, time: 1.097, data_time: 0.005, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9505, loss_cls: 0.5573, loss: 0.5573, grad_norm: 4.1903, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7505, loss/aux0: 0.7505 2020-10-22 17:31:22,249 - mmaction - INFO - Epoch [73][40/396] lr: 1.500e-03, eta: 6:05:39, time: 1.139, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9549, loss_cls: 0.5739, loss: 0.5739, grad_norm: 4.2443, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6765, loss/aux0: 0.6765 2020-10-22 17:31:22,919 - mmaction - INFO - Epoch [73][40/396] lr: 1.500e-03, eta: 6:05:47, time: 1.143, data_time: 0.003, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9549, loss_cls: 0.5739, loss: 0.5739, grad_norm: 4.2634, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6801, loss/aux0: 0.6801 2020-10-22 17:32:00,783 - mmaction - INFO - Epoch [73][60/396] lr: 1.500e-03, eta: 6:05:00, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9500, loss_cls: 0.5878, loss: 0.5878, grad_norm: 4.2529, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7826, loss/aux0: 0.7826 2020-10-22 17:32:02,249 - mmaction - INFO - Epoch [73][60/396] lr: 1.500e-03, eta: 6:05:07, time: 0.973, data_time: 0.002, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9500, loss_cls: 0.5878, loss: 0.5878, grad_norm: 4.2320, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7718, loss/aux0: 0.7718 2020-10-22 17:32:42,234 - mmaction - INFO - Epoch [73][80/396] lr: 1.500e-03, eta: 6:04:20, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9560, loss_cls: 0.5713, loss: 0.5713, grad_norm: 4.2393, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7296, loss/aux0: 0.7296 2020-10-22 17:32:42,932 - mmaction - INFO - Epoch [73][80/396] lr: 1.500e-03, eta: 6:04:28, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9560, loss_cls: 0.5713, loss: 0.5713, grad_norm: 4.2401, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7332, loss/aux0: 0.7332 2020-10-22 17:33:25,380 - mmaction - INFO - Epoch [73][100/396] lr: 1.500e-03, eta: 6:03:41, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9526, loss_cls: 0.5734, loss: 0.5734, grad_norm: 4.2897, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7446, loss/aux0: 0.7446 2020-10-22 17:33:26,034 - mmaction - INFO - Epoch [73][100/396] lr: 1.500e-03, eta: 6:03:48, time: 1.026, data_time: 0.002, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9526, loss_cls: 0.5734, loss: 0.5734, grad_norm: 4.3033, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7486, loss/aux0: 0.7486 2020-10-22 17:34:05,917 - mmaction - INFO - Epoch [73][120/396] lr: 1.500e-03, eta: 6:03:01, time: 0.993, data_time: 0.136, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9482, loss_cls: 0.6044, loss: 0.6044, grad_norm: 4.2171, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6982, loss/aux0: 0.6982 2020-10-22 17:34:06,978 - mmaction - INFO - Epoch [73][120/396] lr: 1.500e-03, eta: 6:03:09, time: 1.017, data_time: 0.161, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9482, loss_cls: 0.6044, loss: 0.6044, grad_norm: 4.2694, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7001, loss/aux0: 0.7001 2020-10-22 17:34:47,987 - mmaction - INFO - Epoch [73][140/396] lr: 1.500e-03, eta: 6:02:22, time: 1.022, data_time: 0.123, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9487, loss_cls: 0.5883, loss: 0.5883, grad_norm: 4.3338, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7446, loss/aux0: 0.7446 2020-10-22 17:34:49,590 - mmaction - INFO - Epoch [73][140/396] lr: 1.500e-03, eta: 6:02:30, time: 1.072, data_time: 0.174, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9487, loss_cls: 0.5883, loss: 0.5883, grad_norm: 4.3357, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7407, loss/aux0: 0.7407 2020-10-22 17:35:29,658 - mmaction - INFO - Epoch [73][160/396] lr: 1.500e-03, eta: 6:01:43, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9529, loss_cls: 0.5929, loss: 0.5929, grad_norm: 4.3076, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7326, loss/aux0: 0.7326 2020-10-22 17:35:30,268 - mmaction - INFO - Epoch [73][160/396] lr: 1.500e-03, eta: 6:01:51, time: 1.056, data_time: 0.002, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9529, loss_cls: 0.5929, loss: 0.5929, grad_norm: 4.2740, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7317, loss/aux0: 0.7317 2020-10-22 17:36:09,350 - mmaction - INFO - Epoch [73][180/396] lr: 1.500e-03, eta: 6:01:04, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9568, loss_cls: 0.6026, loss: 0.6026, grad_norm: 4.3888, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7361, loss/aux0: 0.7361 2020-10-22 17:36:11,211 - mmaction - INFO - Epoch [73][180/396] lr: 1.500e-03, eta: 6:01:11, time: 1.027, data_time: 0.001, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9568, loss_cls: 0.6026, loss: 0.6026, grad_norm: 4.3792, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7396, loss/aux0: 0.7396 2020-10-22 17:36:51,178 - mmaction - INFO - Epoch [73][200/396] lr: 1.500e-03, eta: 6:00:24, time: 1.021, data_time: 0.003, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9531, loss_cls: 0.5752, loss: 0.5752, grad_norm: 4.4322, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7627, loss/aux0: 0.7627 2020-10-22 17:36:54,127 - mmaction - INFO - Epoch [73][200/396] lr: 1.500e-03, eta: 6:00:32, time: 1.061, data_time: 0.004, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9531, loss_cls: 0.5752, loss: 0.5752, grad_norm: 4.4549, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7612, loss/aux0: 0.7612 2020-10-22 17:37:32,605 - mmaction - INFO - Epoch [73][220/396] lr: 1.500e-03, eta: 5:59:45, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9534, loss_cls: 0.5475, loss: 0.5475, grad_norm: 4.3078, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7458, loss/aux0: 0.7458 2020-10-22 17:37:33,522 - mmaction - INFO - Epoch [73][220/396] lr: 1.500e-03, eta: 5:59:53, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9534, loss_cls: 0.5475, loss: 0.5475, grad_norm: 4.3164, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7416, loss/aux0: 0.7416 2020-10-22 17:38:13,211 - mmaction - INFO - Epoch [73][240/396] lr: 1.500e-03, eta: 5:59:06, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9495, loss_cls: 0.5776, loss: 0.5776, grad_norm: 4.2903, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7022, loss/aux0: 0.7022 2020-10-22 17:38:15,289 - mmaction - INFO - Epoch [73][240/396] lr: 1.500e-03, eta: 5:59:14, time: 1.023, data_time: 0.002, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9495, loss_cls: 0.5776, loss: 0.5776, grad_norm: 4.3317, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7147, loss/aux0: 0.7147 2020-10-22 17:38:53,630 - mmaction - INFO - Epoch [73][260/396] lr: 1.500e-03, eta: 5:58:26, time: 0.972, data_time: 0.065, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9503, loss_cls: 0.5974, loss: 0.5974, grad_norm: 4.2701, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7140, loss/aux0: 0.7140 2020-10-22 17:38:55,358 - mmaction - INFO - Epoch [73][260/396] lr: 1.500e-03, eta: 5:58:34, time: 1.026, data_time: 0.067, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9503, loss_cls: 0.5974, loss: 0.5974, grad_norm: 4.2617, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7012, loss/aux0: 0.7012 2020-10-22 17:39:35,086 - mmaction - INFO - Epoch [73][280/396] lr: 1.500e-03, eta: 5:57:47, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9490, loss_cls: 0.5850, loss: 0.5850, grad_norm: 4.2556, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7041, loss/aux0: 0.7041 2020-10-22 17:39:35,736 - mmaction - INFO - Epoch [73][280/396] lr: 1.500e-03, eta: 5:57:55, time: 0.991, data_time: 0.005, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9490, loss_cls: 0.5850, loss: 0.5850, grad_norm: 4.2937, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7208, loss/aux0: 0.7208 2020-10-22 17:40:16,419 - mmaction - INFO - Epoch [73][300/396] lr: 1.500e-03, eta: 5:57:08, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9536, loss_cls: 0.5847, loss: 0.5847, grad_norm: 4.3624, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7100, loss/aux0: 0.7100 2020-10-22 17:40:17,079 - mmaction - INFO - Epoch [73][300/396] lr: 1.500e-03, eta: 5:57:15, time: 1.007, data_time: 0.001, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9536, loss_cls: 0.5847, loss: 0.5847, grad_norm: 4.3946, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7068, loss/aux0: 0.7068 2020-10-22 17:40:57,504 - mmaction - INFO - Epoch [73][320/396] lr: 1.500e-03, eta: 5:56:28, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9521, loss_cls: 0.5700, loss: 0.5700, grad_norm: 4.2461, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7356, loss/aux0: 0.7356 2020-10-22 17:40:58,147 - mmaction - INFO - Epoch [73][320/396] lr: 1.500e-03, eta: 5:56:36, time: 1.037, data_time: 0.002, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9521, loss_cls: 0.5700, loss: 0.5700, grad_norm: 4.2867, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7234, loss/aux0: 0.7234 2020-10-22 17:41:37,749 - mmaction - INFO - Epoch [73][340/396] lr: 1.500e-03, eta: 5:55:49, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9508, loss_cls: 0.5605, loss: 0.5605, grad_norm: 4.0575, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6968, loss/aux0: 0.6968 2020-10-22 17:41:39,894 - mmaction - INFO - Epoch [73][340/396] lr: 1.500e-03, eta: 5:55:57, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9508, loss_cls: 0.5605, loss: 0.5605, grad_norm: 4.0941, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7019, loss/aux0: 0.7019 2020-10-22 17:42:19,513 - mmaction - INFO - Epoch [73][360/396] lr: 1.500e-03, eta: 5:55:09, time: 0.973, data_time: 0.000, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9518, loss_cls: 0.5757, loss: 0.5757, grad_norm: 4.1533, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7301, loss/aux0: 0.7301 2020-10-22 17:42:21,714 - mmaction - INFO - Epoch [73][360/396] lr: 1.500e-03, eta: 5:55:17, time: 0.975, data_time: 0.002, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9518, loss_cls: 0.5757, loss: 0.5757, grad_norm: 4.1602, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7245, loss/aux0: 0.7245 2020-10-22 17:43:01,700 - mmaction - INFO - Epoch [73][380/396] lr: 1.500e-03, eta: 5:54:30, time: 1.050, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9536, loss_cls: 0.5776, loss: 0.5776, grad_norm: 4.2564, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7354, loss/aux0: 0.7354 2020-10-22 17:43:04,261 - mmaction - INFO - Epoch [73][380/396] lr: 1.500e-03, eta: 5:54:38, time: 1.077, data_time: 0.002, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9536, loss_cls: 0.5776, loss: 0.5776, grad_norm: 4.2515, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7351, loss/aux0: 0.7351 2020-10-22 17:44:51,490 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-10-22 17:47:50,872 - mmaction - INFO - Epoch [74][20/396] lr: 1.500e-03, eta: 5:53:08, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9544, loss_cls: 0.5454, loss: 0.5454, grad_norm: 4.2350, top1_acc/aux0: 0.8207, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.6918, loss/aux0: 0.6918 2020-10-22 17:47:51,515 - mmaction - INFO - Epoch [74][20/396] lr: 1.500e-03, eta: 5:53:15, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9544, loss_cls: 0.5454, loss: 0.5454, grad_norm: 4.2168, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.6883, loss/aux0: 0.6883 2020-10-22 17:48:33,022 - mmaction - INFO - Epoch [74][40/396] lr: 1.500e-03, eta: 5:52:28, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9552, loss_cls: 0.5469, loss: 0.5469, grad_norm: 4.2568, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6952, loss/aux0: 0.6952 2020-10-22 17:48:33,654 - mmaction - INFO - Epoch [74][40/396] lr: 1.500e-03, eta: 5:52:36, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9552, loss_cls: 0.5469, loss: 0.5469, grad_norm: 4.2648, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7006, loss/aux0: 0.7006 2020-10-22 17:49:14,566 - mmaction - INFO - Epoch [74][60/396] lr: 1.500e-03, eta: 5:51:49, time: 1.066, data_time: 0.000, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9539, loss_cls: 0.5441, loss: 0.5441, grad_norm: 4.3010, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7241, loss/aux0: 0.7241 2020-10-22 17:49:15,203 - mmaction - INFO - Epoch [74][60/396] lr: 1.500e-03, eta: 5:51:57, time: 1.067, data_time: 0.002, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9539, loss_cls: 0.5441, loss: 0.5441, grad_norm: 4.3233, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7245, loss/aux0: 0.7245 2020-10-22 17:49:54,047 - mmaction - INFO - Epoch [74][80/396] lr: 1.500e-03, eta: 5:51:10, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9500, loss_cls: 0.5799, loss: 0.5799, grad_norm: 4.2996, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.6964, loss/aux0: 0.6964 2020-10-22 17:49:55,448 - mmaction - INFO - Epoch [74][80/396] lr: 1.500e-03, eta: 5:51:18, time: 1.070, data_time: 0.003, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9500, loss_cls: 0.5799, loss: 0.5799, grad_norm: 4.3691, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7007, loss/aux0: 0.7007 2020-10-22 17:50:35,708 - mmaction - INFO - Epoch [74][100/396] lr: 1.500e-03, eta: 5:50:31, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9471, loss_cls: 0.6037, loss: 0.6037, grad_norm: 4.3854, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7501, loss/aux0: 0.7501 2020-10-22 17:50:37,275 - mmaction - INFO - Epoch [74][100/396] lr: 1.500e-03, eta: 5:50:39, time: 1.040, data_time: 0.011, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9471, loss_cls: 0.6037, loss: 0.6037, grad_norm: 4.4276, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7509, loss/aux0: 0.7509 2020-10-22 17:51:18,414 - mmaction - INFO - Epoch [74][120/396] lr: 1.500e-03, eta: 5:49:52, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9565, loss_cls: 0.5562, loss: 0.5562, grad_norm: 4.3758, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6810, loss/aux0: 0.6810 2020-10-22 17:51:19,030 - mmaction - INFO - Epoch [74][120/396] lr: 1.500e-03, eta: 5:50:00, time: 1.049, data_time: 0.003, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9565, loss_cls: 0.5562, loss: 0.5562, grad_norm: 4.3643, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6676, loss/aux0: 0.6676 2020-10-22 17:51:57,502 - mmaction - INFO - Epoch [74][140/396] lr: 1.500e-03, eta: 5:49:13, time: 1.000, data_time: 0.000, memory: 8337, top1_acc: 0.8492, top5_acc: 0.9437, loss_cls: 0.6055, loss: 0.6055, grad_norm: 4.3965, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7366, loss/aux0: 0.7366 2020-10-22 17:51:58,803 - mmaction - INFO - Epoch [74][140/396] lr: 1.500e-03, eta: 5:49:20, time: 0.979, data_time: 0.002, memory: 8337, top1_acc: 0.8492, top5_acc: 0.9437, loss_cls: 0.6055, loss: 0.6055, grad_norm: 4.3710, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7462, loss/aux0: 0.7462 2020-10-22 17:52:40,615 - mmaction - INFO - Epoch [74][160/396] lr: 1.500e-03, eta: 5:48:33, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9510, loss_cls: 0.5854, loss: 0.5854, grad_norm: 4.4033, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7370, loss/aux0: 0.7370 2020-10-22 17:52:41,232 - mmaction - INFO - Epoch [74][160/396] lr: 1.500e-03, eta: 5:48:41, time: 1.051, data_time: 0.003, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9510, loss_cls: 0.5854, loss: 0.5854, grad_norm: 4.3806, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7373, loss/aux0: 0.7373 2020-10-22 17:53:21,283 - mmaction - INFO - Epoch [74][180/396] lr: 1.500e-03, eta: 5:47:54, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9492, loss_cls: 0.6045, loss: 0.6045, grad_norm: 4.1782, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7600, loss/aux0: 0.7600 2020-10-22 17:53:21,896 - mmaction - INFO - Epoch [74][180/396] lr: 1.500e-03, eta: 5:48:02, time: 1.010, data_time: 0.003, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9492, loss_cls: 0.6045, loss: 0.6045, grad_norm: 4.1782, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7608, loss/aux0: 0.7608 2020-10-22 17:54:01,661 - mmaction - INFO - Epoch [74][200/396] lr: 1.500e-03, eta: 5:47:15, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9495, loss_cls: 0.5858, loss: 0.5858, grad_norm: 4.4462, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7547, loss/aux0: 0.7547 2020-10-22 17:54:03,623 - mmaction - INFO - Epoch [74][200/396] lr: 1.500e-03, eta: 5:47:22, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9495, loss_cls: 0.5858, loss: 0.5858, grad_norm: 4.4306, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7490, loss/aux0: 0.7490 2020-10-22 17:54:42,095 - mmaction - INFO - Epoch [74][220/396] lr: 1.500e-03, eta: 5:46:36, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9477, loss_cls: 0.5970, loss: 0.5970, grad_norm: 4.0714, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6862, loss/aux0: 0.6862 2020-10-22 17:54:44,103 - mmaction - INFO - Epoch [74][220/396] lr: 1.500e-03, eta: 5:46:43, time: 1.055, data_time: 0.001, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9477, loss_cls: 0.5970, loss: 0.5970, grad_norm: 4.0696, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6918, loss/aux0: 0.6918 2020-10-22 17:55:22,124 - mmaction - INFO - Epoch [74][240/396] lr: 1.500e-03, eta: 5:45:57, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9513, loss_cls: 0.5691, loss: 0.5691, grad_norm: 4.2661, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7275, loss/aux0: 0.7275 2020-10-22 17:55:23,562 - mmaction - INFO - Epoch [74][240/396] lr: 1.500e-03, eta: 5:46:04, time: 1.001, data_time: 0.008, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9513, loss_cls: 0.5691, loss: 0.5691, grad_norm: 4.2650, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7188, loss/aux0: 0.7188 2020-10-22 17:56:02,866 - mmaction - INFO - Epoch [74][260/396] lr: 1.500e-03, eta: 5:45:17, time: 1.005, data_time: 0.244, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9469, loss_cls: 0.5881, loss: 0.5881, grad_norm: 4.2131, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7231, loss/aux0: 0.7231 2020-10-22 17:56:04,044 - mmaction - INFO - Epoch [74][260/396] lr: 1.500e-03, eta: 5:45:24, time: 1.005, data_time: 0.274, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9469, loss_cls: 0.5881, loss: 0.5881, grad_norm: 4.2221, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7387, loss/aux0: 0.7387 2020-10-22 17:56:44,808 - mmaction - INFO - Epoch [74][280/396] lr: 1.500e-03, eta: 5:44:38, time: 1.075, data_time: 0.018, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9547, loss_cls: 0.5654, loss: 0.5654, grad_norm: 4.1477, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7080, loss/aux0: 0.7080 2020-10-22 17:56:45,701 - mmaction - INFO - Epoch [74][280/396] lr: 1.500e-03, eta: 5:44:45, time: 1.029, data_time: 0.004, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9547, loss_cls: 0.5654, loss: 0.5654, grad_norm: 4.1380, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6886, loss/aux0: 0.6886 2020-10-22 17:57:24,759 - mmaction - INFO - Epoch [74][300/396] lr: 1.500e-03, eta: 5:43:59, time: 1.030, data_time: 0.264, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9521, loss_cls: 0.5852, loss: 0.5852, grad_norm: 4.2243, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6864, loss/aux0: 0.6864 2020-10-22 17:57:26,829 - mmaction - INFO - Epoch [74][300/396] lr: 1.500e-03, eta: 5:44:06, time: 1.023, data_time: 0.184, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9521, loss_cls: 0.5852, loss: 0.5852, grad_norm: 4.2686, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6975, loss/aux0: 0.6975 2020-10-22 17:58:06,437 - mmaction - INFO - Epoch [74][320/396] lr: 1.500e-03, eta: 5:43:19, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9586, loss_cls: 0.5586, loss: 0.5586, grad_norm: 4.2836, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7229, loss/aux0: 0.7229 2020-10-22 17:58:07,798 - mmaction - INFO - Epoch [74][320/396] lr: 1.500e-03, eta: 5:43:27, time: 1.035, data_time: 0.002, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9586, loss_cls: 0.5586, loss: 0.5586, grad_norm: 4.3140, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7264, loss/aux0: 0.7264 2020-10-22 17:58:47,163 - mmaction - INFO - Epoch [74][340/396] lr: 1.500e-03, eta: 5:42:40, time: 1.016, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9523, loss_cls: 0.5817, loss: 0.5817, grad_norm: 4.1866, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7427, loss/aux0: 0.7427 2020-10-22 17:58:49,230 - mmaction - INFO - Epoch [74][340/396] lr: 1.500e-03, eta: 5:42:47, time: 1.005, data_time: 0.003, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9523, loss_cls: 0.5817, loss: 0.5817, grad_norm: 4.1539, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7299, loss/aux0: 0.7299 2020-10-22 17:59:28,100 - mmaction - INFO - Epoch [74][360/396] lr: 1.500e-03, eta: 5:42:01, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9508, loss_cls: 0.5768, loss: 0.5768, grad_norm: 4.3979, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7207, loss/aux0: 0.7207 2020-10-22 17:59:29,843 - mmaction - INFO - Epoch [74][360/396] lr: 1.500e-03, eta: 5:42:08, time: 1.070, data_time: 0.003, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9508, loss_cls: 0.5768, loss: 0.5768, grad_norm: 4.4371, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7354, loss/aux0: 0.7354 2020-10-22 18:00:15,658 - mmaction - INFO - Epoch [74][380/396] lr: 1.500e-03, eta: 5:41:24, time: 1.279, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9565, loss_cls: 0.5757, loss: 0.5757, grad_norm: 4.3159, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7486, loss/aux0: 0.7486 2020-10-22 18:00:16,380 - mmaction - INFO - Epoch [74][380/396] lr: 1.500e-03, eta: 5:41:33, time: 1.287, data_time: 0.008, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9565, loss_cls: 0.5757, loss: 0.5757, grad_norm: 4.3206, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7432, loss/aux0: 0.7432 2020-10-22 18:02:16,727 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-10-22 18:05:14,278 - mmaction - INFO - Epoch [75][20/396] lr: 1.500e-03, eta: 5:40:04, time: 1.107, data_time: 0.003, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9549, loss_cls: 0.5740, loss: 0.5740, grad_norm: 4.3938, top1_acc/aux0: 0.8111, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7364, loss/aux0: 0.7364 2020-10-22 18:05:14,927 - mmaction - INFO - Epoch [75][20/396] lr: 1.500e-03, eta: 5:40:12, time: 1.109, data_time: 0.006, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9549, loss_cls: 0.5740, loss: 0.5740, grad_norm: 4.3926, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7353, loss/aux0: 0.7353 2020-10-22 18:05:56,723 - mmaction - INFO - Epoch [75][40/396] lr: 1.500e-03, eta: 5:39:26, time: 1.082, data_time: 0.000, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9565, loss_cls: 0.5411, loss: 0.5411, grad_norm: 4.1891, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7569, loss/aux0: 0.7569 2020-10-22 18:05:57,380 - mmaction - INFO - Epoch [75][40/396] lr: 1.500e-03, eta: 5:39:33, time: 1.086, data_time: 0.002, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9565, loss_cls: 0.5411, loss: 0.5411, grad_norm: 4.2189, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7617, loss/aux0: 0.7617 2020-10-22 18:06:38,137 - mmaction - INFO - Epoch [75][60/396] lr: 1.500e-03, eta: 5:38:46, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9484, loss_cls: 0.5743, loss: 0.5743, grad_norm: 4.2455, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7017, loss/aux0: 0.7017 2020-10-22 18:06:38,742 - mmaction - INFO - Epoch [75][60/396] lr: 1.500e-03, eta: 5:38:53, time: 0.989, data_time: 0.002, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9484, loss_cls: 0.5743, loss: 0.5743, grad_norm: 4.2777, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6973, loss/aux0: 0.6973 2020-10-22 18:07:18,695 - mmaction - INFO - Epoch [75][80/396] lr: 1.500e-03, eta: 5:38:06, time: 0.923, data_time: 0.010, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9609, loss_cls: 0.5351, loss: 0.5351, grad_norm: 4.1454, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7019, loss/aux0: 0.7019 2020-10-22 18:07:21,288 - mmaction - INFO - Epoch [75][80/396] lr: 1.500e-03, eta: 5:38:13, time: 1.024, data_time: 0.109, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9609, loss_cls: 0.5351, loss: 0.5351, grad_norm: 4.1851, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7144, loss/aux0: 0.7144 2020-10-22 18:08:00,410 - mmaction - INFO - Epoch [75][100/396] lr: 1.500e-03, eta: 5:37:27, time: 1.005, data_time: 0.034, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9549, loss_cls: 0.5733, loss: 0.5733, grad_norm: 4.3788, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7409, loss/aux0: 0.7409 2020-10-22 18:08:01,092 - mmaction - INFO - Epoch [75][100/396] lr: 1.500e-03, eta: 5:37:34, time: 0.977, data_time: 0.002, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9549, loss_cls: 0.5733, loss: 0.5733, grad_norm: 4.3914, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7345, loss/aux0: 0.7345 2020-10-22 18:08:40,790 - mmaction - INFO - Epoch [75][120/396] lr: 1.500e-03, eta: 5:36:47, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9505, loss_cls: 0.5804, loss: 0.5804, grad_norm: 4.3789, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7246, loss/aux0: 0.7246 2020-10-22 18:08:43,042 - mmaction - INFO - Epoch [75][120/396] lr: 1.500e-03, eta: 5:36:55, time: 1.063, data_time: 0.002, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9505, loss_cls: 0.5804, loss: 0.5804, grad_norm: 4.3971, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7192, loss/aux0: 0.7192 2020-10-22 18:09:21,455 - mmaction - INFO - Epoch [75][140/396] lr: 1.500e-03, eta: 5:36:08, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9529, loss_cls: 0.5641, loss: 0.5641, grad_norm: 4.2179, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7158, loss/aux0: 0.7158 2020-10-22 18:09:23,618 - mmaction - INFO - Epoch [75][140/396] lr: 1.500e-03, eta: 5:36:15, time: 0.972, data_time: 0.003, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9529, loss_cls: 0.5641, loss: 0.5641, grad_norm: 4.2278, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7188, loss/aux0: 0.7188 2020-10-22 18:10:02,091 - mmaction - INFO - Epoch [75][160/396] lr: 1.500e-03, eta: 5:35:28, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9516, loss_cls: 0.5832, loss: 0.5832, grad_norm: 4.4388, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6984, loss/aux0: 0.6984 2020-10-22 18:10:02,721 - mmaction - INFO - Epoch [75][160/396] lr: 1.500e-03, eta: 5:35:35, time: 0.955, data_time: 0.002, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9516, loss_cls: 0.5832, loss: 0.5832, grad_norm: 4.4370, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6952, loss/aux0: 0.6952 2020-10-22 18:10:42,420 - mmaction - INFO - Epoch [75][180/396] lr: 1.500e-03, eta: 5:34:48, time: 0.933, data_time: 0.032, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9552, loss_cls: 0.5732, loss: 0.5732, grad_norm: 4.3749, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7328, loss/aux0: 0.7328 2020-10-22 18:10:43,812 - mmaction - INFO - Epoch [75][180/396] lr: 1.500e-03, eta: 5:34:55, time: 0.971, data_time: 0.035, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9552, loss_cls: 0.5732, loss: 0.5732, grad_norm: 4.3897, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7318, loss/aux0: 0.7318 2020-10-22 18:11:24,255 - mmaction - INFO - Epoch [75][200/396] lr: 1.500e-03, eta: 5:34:08, time: 1.016, data_time: 0.120, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9565, loss_cls: 0.5514, loss: 0.5514, grad_norm: 4.1960, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7346, loss/aux0: 0.7346 2020-10-22 18:11:25,428 - mmaction - INFO - Epoch [75][200/396] lr: 1.500e-03, eta: 5:34:15, time: 1.045, data_time: 0.151, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9565, loss_cls: 0.5514, loss: 0.5514, grad_norm: 4.1828, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7321, loss/aux0: 0.7321 2020-10-22 18:12:06,479 - mmaction - INFO - Epoch [75][220/396] lr: 1.500e-03, eta: 5:33:30, time: 1.091, data_time: 0.064, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9469, loss_cls: 0.5974, loss: 0.5974, grad_norm: 4.2756, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7124, loss/aux0: 0.7124 2020-10-22 18:12:07,093 - mmaction - INFO - Epoch [75][220/396] lr: 1.500e-03, eta: 5:33:37, time: 1.061, data_time: 0.034, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9469, loss_cls: 0.5974, loss: 0.5974, grad_norm: 4.2945, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7233, loss/aux0: 0.7233 2020-10-22 18:12:46,711 - mmaction - INFO - Epoch [75][240/396] lr: 1.500e-03, eta: 5:32:51, time: 1.031, data_time: 0.015, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9542, loss_cls: 0.5673, loss: 0.5673, grad_norm: 4.3506, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7405, loss/aux0: 0.7405 2020-10-22 18:12:48,918 - mmaction - INFO - Epoch [75][240/396] lr: 1.500e-03, eta: 5:32:58, time: 1.113, data_time: 0.018, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9542, loss_cls: 0.5673, loss: 0.5673, grad_norm: 4.3625, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7363, loss/aux0: 0.7363 2020-10-22 18:13:29,016 - mmaction - INFO - Epoch [75][260/396] lr: 1.500e-03, eta: 5:32:12, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9495, loss_cls: 0.5891, loss: 0.5891, grad_norm: 4.4339, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7531, loss/aux0: 0.7531 2020-10-22 18:13:29,661 - mmaction - INFO - Epoch [75][260/396] lr: 1.500e-03, eta: 5:32:19, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9495, loss_cls: 0.5891, loss: 0.5891, grad_norm: 4.4508, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7435, loss/aux0: 0.7435 2020-10-22 18:14:10,764 - mmaction - INFO - Epoch [75][280/396] lr: 1.500e-03, eta: 5:31:33, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9552, loss_cls: 0.5745, loss: 0.5745, grad_norm: 4.5290, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7486, loss/aux0: 0.7486 2020-10-22 18:14:11,403 - mmaction - INFO - Epoch [75][280/396] lr: 1.500e-03, eta: 5:31:40, time: 1.023, data_time: 0.002, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9552, loss_cls: 0.5745, loss: 0.5745, grad_norm: 4.5216, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7525, loss/aux0: 0.7525 2020-10-22 18:14:51,705 - mmaction - INFO - Epoch [75][300/396] lr: 1.500e-03, eta: 5:30:53, time: 0.998, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9471, loss_cls: 0.5789, loss: 0.5789, grad_norm: 4.3306, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7136, loss/aux0: 0.7136 2020-10-22 18:14:52,340 - mmaction - INFO - Epoch [75][300/396] lr: 1.500e-03, eta: 5:31:00, time: 1.000, data_time: 0.002, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9471, loss_cls: 0.5789, loss: 0.5789, grad_norm: 4.3230, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7135, loss/aux0: 0.7135 2020-10-22 18:15:32,505 - mmaction - INFO - Epoch [75][320/396] lr: 1.500e-03, eta: 5:30:14, time: 1.026, data_time: 0.000, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9526, loss_cls: 0.5811, loss: 0.5811, grad_norm: 4.4202, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7413, loss/aux0: 0.7413 2020-10-22 18:15:34,235 - mmaction - INFO - Epoch [75][320/396] lr: 1.500e-03, eta: 5:30:21, time: 1.083, data_time: 0.003, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9526, loss_cls: 0.5811, loss: 0.5811, grad_norm: 4.3857, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7420, loss/aux0: 0.7420 2020-10-22 18:16:14,940 - mmaction - INFO - Epoch [75][340/396] lr: 1.500e-03, eta: 5:29:35, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9490, loss_cls: 0.5804, loss: 0.5804, grad_norm: 4.3697, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7385, loss/aux0: 0.7385 2020-10-22 18:16:16,960 - mmaction - INFO - Epoch [75][340/396] lr: 1.500e-03, eta: 5:29:42, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9490, loss_cls: 0.5804, loss: 0.5804, grad_norm: 4.3152, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7357, loss/aux0: 0.7357 2020-10-22 18:16:55,652 - mmaction - INFO - Epoch [75][360/396] lr: 1.500e-03, eta: 5:28:56, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9513, loss_cls: 0.5658, loss: 0.5658, grad_norm: 4.3121, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.7160, loss/aux0: 0.7160 2020-10-22 18:16:57,179 - mmaction - INFO - Epoch [75][360/396] lr: 1.500e-03, eta: 5:29:03, time: 0.979, data_time: 0.003, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9513, loss_cls: 0.5658, loss: 0.5658, grad_norm: 4.3517, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7237, loss/aux0: 0.7237 2020-10-22 18:17:38,647 - mmaction - INFO - Epoch [75][380/396] lr: 1.500e-03, eta: 5:28:17, time: 1.096, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9534, loss_cls: 0.5638, loss: 0.5638, grad_norm: 4.2714, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7474, loss/aux0: 0.7474 2020-10-22 18:17:39,271 - mmaction - INFO - Epoch [75][380/396] lr: 1.500e-03, eta: 5:28:24, time: 1.054, data_time: 0.003, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9534, loss_cls: 0.5638, loss: 0.5638, grad_norm: 4.2933, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7426, loss/aux0: 0.7426 2020-10-22 18:19:28,643 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-10-22 18:20:39,086 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 18:20:39,199 - mmaction - INFO - top1_acc 0.7790 top5_acc 0.9316 2020-10-22 18:20:39,199 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 18:20:39,216 - mmaction - INFO - mean_acc 0.7797 2020-10-22 18:20:39,218 - mmaction - INFO - Epoch(val) [75][396] top1_acc: 0.7790, top5_acc: 0.9316, mean_class_accuracy: 0.7797 2020-10-22 18:23:35,420 - mmaction - INFO - Epoch [76][20/396] lr: 1.500e-03, eta: 5:26:56, time: 1.082, data_time: 0.132, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9549, loss_cls: 0.5617, loss: 0.5617, grad_norm: 4.3491, top1_acc/aux0: 0.8202, top5_acc/aux0: 0.9476, loss_cls/aux0: 0.6776, loss/aux0: 0.6776 2020-10-22 18:23:36,042 - mmaction - INFO - Epoch [76][20/396] lr: 1.500e-03, eta: 5:27:03, time: 1.087, data_time: 0.138, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9549, loss_cls: 0.5617, loss: 0.5617, grad_norm: 4.3199, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6683, loss/aux0: 0.6683 2020-10-22 18:24:14,360 - mmaction - INFO - Epoch [76][40/396] lr: 1.500e-03, eta: 5:26:17, time: 0.994, data_time: 0.035, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9547, loss_cls: 0.5856, loss: 0.5856, grad_norm: 4.3399, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6920, loss/aux0: 0.6920 2020-10-22 18:24:14,989 - mmaction - INFO - Epoch [76][40/396] lr: 1.500e-03, eta: 5:26:23, time: 0.997, data_time: 0.037, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9547, loss_cls: 0.5856, loss: 0.5856, grad_norm: 4.3214, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6951, loss/aux0: 0.6951 2020-10-22 18:24:54,307 - mmaction - INFO - Epoch [76][60/396] lr: 1.500e-03, eta: 5:25:37, time: 1.052, data_time: 0.000, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9557, loss_cls: 0.5489, loss: 0.5489, grad_norm: 4.4099, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6665, loss/aux0: 0.6665 2020-10-22 18:24:56,503 - mmaction - INFO - Epoch [76][60/396] lr: 1.500e-03, eta: 5:25:44, time: 1.036, data_time: 0.001, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9557, loss_cls: 0.5489, loss: 0.5489, grad_norm: 4.3655, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6729, loss/aux0: 0.6729 2020-10-22 18:25:35,945 - mmaction - INFO - Epoch [76][80/396] lr: 1.500e-03, eta: 5:24:58, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.8583, top5_acc: 0.9581, loss_cls: 0.5505, loss: 0.5505, grad_norm: 4.2635, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7145, loss/aux0: 0.7145 2020-10-22 18:25:38,020 - mmaction - INFO - Epoch [76][80/396] lr: 1.500e-03, eta: 5:25:05, time: 1.021, data_time: 0.003, memory: 8337, top1_acc: 0.8583, top5_acc: 0.9581, loss_cls: 0.5505, loss: 0.5505, grad_norm: 4.2959, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7105, loss/aux0: 0.7105 2020-10-22 18:26:16,329 - mmaction - INFO - Epoch [76][100/396] lr: 1.500e-03, eta: 5:24:19, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9479, loss_cls: 0.5900, loss: 0.5900, grad_norm: 4.4306, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7386, loss/aux0: 0.7386 2020-10-22 18:26:18,906 - mmaction - INFO - Epoch [76][100/396] lr: 1.500e-03, eta: 5:24:26, time: 1.108, data_time: 0.002, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9479, loss_cls: 0.5900, loss: 0.5900, grad_norm: 4.4576, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7399, loss/aux0: 0.7399 2020-10-22 18:26:59,592 - mmaction - INFO - Epoch [76][120/396] lr: 1.500e-03, eta: 5:23:41, time: 1.094, data_time: 0.000, memory: 8337, top1_acc: 0.8620, top5_acc: 0.9562, loss_cls: 0.5409, loss: 0.5409, grad_norm: 4.3485, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7258, loss/aux0: 0.7258 2020-10-22 18:27:00,221 - mmaction - INFO - Epoch [76][120/396] lr: 1.500e-03, eta: 5:23:48, time: 1.050, data_time: 0.004, memory: 8337, top1_acc: 0.8620, top5_acc: 0.9562, loss_cls: 0.5409, loss: 0.5409, grad_norm: 4.3356, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7243, loss/aux0: 0.7243 2020-10-22 18:27:40,332 - mmaction - INFO - Epoch [76][140/396] lr: 1.500e-03, eta: 5:23:02, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9570, loss_cls: 0.5465, loss: 0.5465, grad_norm: 4.2378, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7452, loss/aux0: 0.7452 2020-10-22 18:27:42,933 - mmaction - INFO - Epoch [76][140/396] lr: 1.500e-03, eta: 5:23:09, time: 1.094, data_time: 0.002, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9570, loss_cls: 0.5465, loss: 0.5465, grad_norm: 4.2267, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7488, loss/aux0: 0.7488 2020-10-22 18:28:23,553 - mmaction - INFO - Epoch [76][160/396] lr: 1.500e-03, eta: 5:22:23, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9549, loss_cls: 0.5636, loss: 0.5636, grad_norm: 4.2588, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7101, loss/aux0: 0.7101 2020-10-22 18:28:24,236 - mmaction - INFO - Epoch [76][160/396] lr: 1.500e-03, eta: 5:22:30, time: 1.049, data_time: 0.002, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9549, loss_cls: 0.5636, loss: 0.5636, grad_norm: 4.2743, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7137, loss/aux0: 0.7137 2020-10-22 18:29:04,506 - mmaction - INFO - Epoch [76][180/396] lr: 1.500e-03, eta: 5:21:44, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9539, loss_cls: 0.5611, loss: 0.5611, grad_norm: 4.3501, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7187, loss/aux0: 0.7187 2020-10-22 18:29:06,294 - mmaction - INFO - Epoch [76][180/396] lr: 1.500e-03, eta: 5:21:51, time: 1.058, data_time: 0.002, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9539, loss_cls: 0.5611, loss: 0.5611, grad_norm: 4.3367, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7184, loss/aux0: 0.7184 2020-10-22 18:29:44,662 - mmaction - INFO - Epoch [76][200/396] lr: 1.500e-03, eta: 5:21:05, time: 1.023, data_time: 0.000, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9549, loss_cls: 0.5729, loss: 0.5729, grad_norm: 4.3042, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7457, loss/aux0: 0.7457 2020-10-22 18:29:47,174 - mmaction - INFO - Epoch [76][200/396] lr: 1.500e-03, eta: 5:21:12, time: 1.043, data_time: 0.002, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9549, loss_cls: 0.5729, loss: 0.5729, grad_norm: 4.2642, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7408, loss/aux0: 0.7408 2020-10-22 18:30:27,817 - mmaction - INFO - Epoch [76][220/396] lr: 1.500e-03, eta: 5:20:27, time: 1.163, data_time: 0.001, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9547, loss_cls: 0.5277, loss: 0.5277, grad_norm: 4.1858, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7053, loss/aux0: 0.7053 2020-10-22 18:30:28,445 - mmaction - INFO - Epoch [76][220/396] lr: 1.500e-03, eta: 5:20:34, time: 1.113, data_time: 0.002, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9547, loss_cls: 0.5277, loss: 0.5277, grad_norm: 4.2202, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7134, loss/aux0: 0.7134 2020-10-22 18:31:09,670 - mmaction - INFO - Epoch [76][240/396] lr: 1.500e-03, eta: 5:19:48, time: 1.070, data_time: 0.000, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9534, loss_cls: 0.5703, loss: 0.5703, grad_norm: 4.4129, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7508, loss/aux0: 0.7508 2020-10-22 18:31:10,402 - mmaction - INFO - Epoch [76][240/396] lr: 1.500e-03, eta: 5:19:55, time: 1.073, data_time: 0.003, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9534, loss_cls: 0.5703, loss: 0.5703, grad_norm: 4.4069, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7491, loss/aux0: 0.7491 2020-10-22 18:31:50,724 - mmaction - INFO - Epoch [76][260/396] lr: 1.500e-03, eta: 5:19:09, time: 1.016, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9555, loss_cls: 0.5692, loss: 0.5692, grad_norm: 4.2901, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6759, loss/aux0: 0.6759 2020-10-22 18:31:51,338 - mmaction - INFO - Epoch [76][260/396] lr: 1.500e-03, eta: 5:19:16, time: 1.016, data_time: 0.002, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9555, loss_cls: 0.5692, loss: 0.5692, grad_norm: 4.3396, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-22 18:32:31,738 - mmaction - INFO - Epoch [76][280/396] lr: 1.500e-03, eta: 5:18:30, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9482, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.3301, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7363, loss/aux0: 0.7363 2020-10-22 18:32:32,367 - mmaction - INFO - Epoch [76][280/396] lr: 1.500e-03, eta: 5:18:37, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9482, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.3206, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7349, loss/aux0: 0.7349 2020-10-22 18:33:12,857 - mmaction - INFO - Epoch [76][300/396] lr: 1.500e-03, eta: 5:17:51, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9503, loss_cls: 0.5876, loss: 0.5876, grad_norm: 4.3762, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7356, loss/aux0: 0.7356 2020-10-22 18:33:14,237 - mmaction - INFO - Epoch [76][300/396] lr: 1.500e-03, eta: 5:17:57, time: 1.039, data_time: 0.002, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9503, loss_cls: 0.5876, loss: 0.5876, grad_norm: 4.4188, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7465, loss/aux0: 0.7465 2020-10-22 18:33:54,333 - mmaction - INFO - Epoch [76][320/396] lr: 1.500e-03, eta: 5:17:12, time: 1.063, data_time: 0.000, memory: 8337, top1_acc: 0.8620, top5_acc: 0.9547, loss_cls: 0.5458, loss: 0.5458, grad_norm: 4.3932, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7363, loss/aux0: 0.7363 2020-10-22 18:33:54,948 - mmaction - INFO - Epoch [76][320/396] lr: 1.500e-03, eta: 5:17:18, time: 1.013, data_time: 0.002, memory: 8337, top1_acc: 0.8620, top5_acc: 0.9547, loss_cls: 0.5458, loss: 0.5458, grad_norm: 4.4130, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7189, loss/aux0: 0.7189 2020-10-22 18:34:37,364 - mmaction - INFO - Epoch [76][340/396] lr: 1.500e-03, eta: 5:16:32, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9521, loss_cls: 0.5764, loss: 0.5764, grad_norm: 4.1789, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7054, loss/aux0: 0.7054 2020-10-22 18:34:37,993 - mmaction - INFO - Epoch [76][340/396] lr: 1.500e-03, eta: 5:16:38, time: 0.996, data_time: 0.002, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9521, loss_cls: 0.5764, loss: 0.5764, grad_norm: 4.2117, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7047, loss/aux0: 0.7047 2020-10-22 18:35:18,085 - mmaction - INFO - Epoch [76][360/396] lr: 1.500e-03, eta: 5:15:52, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9492, loss_cls: 0.5639, loss: 0.5639, grad_norm: 4.1954, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7089, loss/aux0: 0.7089 2020-10-22 18:35:18,753 - mmaction - INFO - Epoch [76][360/396] lr: 1.500e-03, eta: 5:15:58, time: 0.933, data_time: 0.002, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9492, loss_cls: 0.5639, loss: 0.5639, grad_norm: 4.2782, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7101, loss/aux0: 0.7101 2020-10-22 18:35:58,589 - mmaction - INFO - Epoch [76][380/396] lr: 1.500e-03, eta: 5:15:12, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9555, loss_cls: 0.5436, loss: 0.5436, grad_norm: 4.3646, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7345, loss/aux0: 0.7345 2020-10-22 18:36:01,097 - mmaction - INFO - Epoch [76][380/396] lr: 1.500e-03, eta: 5:15:18, time: 1.065, data_time: 0.002, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9555, loss_cls: 0.5436, loss: 0.5436, grad_norm: 4.3432, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7389, loss/aux0: 0.7389 2020-10-22 18:37:46,300 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-10-22 18:40:41,423 - mmaction - INFO - Epoch [77][20/396] lr: 1.500e-03, eta: 5:13:51, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.8562, top5_acc: 0.9549, loss_cls: 0.5474, loss: 0.5474, grad_norm: 4.2840, top1_acc/aux0: 0.8114, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7259, loss/aux0: 0.7259 2020-10-22 18:40:42,038 - mmaction - INFO - Epoch [77][20/396] lr: 1.500e-03, eta: 5:13:57, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.8562, top5_acc: 0.9549, loss_cls: 0.5474, loss: 0.5474, grad_norm: 4.2916, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7328, loss/aux0: 0.7328 2020-10-22 18:41:22,890 - mmaction - INFO - Epoch [77][40/396] lr: 1.500e-03, eta: 5:13:11, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9500, loss_cls: 0.5671, loss: 0.5671, grad_norm: 4.1727, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6797, loss/aux0: 0.6797 2020-10-22 18:41:23,496 - mmaction - INFO - Epoch [77][40/396] lr: 1.500e-03, eta: 5:13:18, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9500, loss_cls: 0.5671, loss: 0.5671, grad_norm: 4.1586, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6640, loss/aux0: 0.6640 2020-10-22 18:42:04,816 - mmaction - INFO - Epoch [77][60/396] lr: 1.500e-03, eta: 5:12:33, time: 1.085, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9555, loss_cls: 0.5723, loss: 0.5723, grad_norm: 4.4445, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7075, loss/aux0: 0.7075 2020-10-22 18:42:05,449 - mmaction - INFO - Epoch [77][60/396] lr: 1.500e-03, eta: 5:12:39, time: 1.091, data_time: 0.006, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9555, loss_cls: 0.5723, loss: 0.5723, grad_norm: 4.4139, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7107, loss/aux0: 0.7107 2020-10-22 18:42:44,620 - mmaction - INFO - Epoch [77][80/396] lr: 1.500e-03, eta: 5:11:54, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9542, loss_cls: 0.5629, loss: 0.5629, grad_norm: 4.4379, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7131, loss/aux0: 0.7131 2020-10-22 18:42:45,254 - mmaction - INFO - Epoch [77][80/396] lr: 1.500e-03, eta: 5:12:00, time: 1.009, data_time: 0.003, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9542, loss_cls: 0.5629, loss: 0.5629, grad_norm: 4.4635, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7236, loss/aux0: 0.7236 2020-10-22 18:43:26,189 - mmaction - INFO - Epoch [77][100/396] lr: 1.500e-03, eta: 5:11:15, time: 1.097, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9542, loss_cls: 0.5659, loss: 0.5659, grad_norm: 4.3319, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7104, loss/aux0: 0.7104 2020-10-22 18:43:29,081 - mmaction - INFO - Epoch [77][100/396] lr: 1.500e-03, eta: 5:11:22, time: 1.163, data_time: 0.002, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9542, loss_cls: 0.5659, loss: 0.5659, grad_norm: 4.3101, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7041, loss/aux0: 0.7041 2020-10-22 18:44:07,854 - mmaction - INFO - Epoch [77][120/396] lr: 1.500e-03, eta: 5:10:37, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9503, loss_cls: 0.5660, loss: 0.5660, grad_norm: 4.2920, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7069, loss/aux0: 0.7069 2020-10-22 18:44:11,216 - mmaction - INFO - Epoch [77][120/396] lr: 1.500e-03, eta: 5:10:44, time: 1.096, data_time: 0.003, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9503, loss_cls: 0.5660, loss: 0.5660, grad_norm: 4.2513, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7036, loss/aux0: 0.7036 2020-10-22 18:44:49,851 - mmaction - INFO - Epoch [77][140/396] lr: 1.500e-03, eta: 5:09:58, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9508, loss_cls: 0.5623, loss: 0.5623, grad_norm: 4.2332, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7130, loss/aux0: 0.7130 2020-10-22 18:44:50,479 - mmaction - INFO - Epoch [77][140/396] lr: 1.500e-03, eta: 5:10:04, time: 0.994, data_time: 0.002, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9508, loss_cls: 0.5623, loss: 0.5623, grad_norm: 4.2558, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7156, loss/aux0: 0.7156 2020-10-22 18:45:29,614 - mmaction - INFO - Epoch [77][160/396] lr: 1.500e-03, eta: 5:09:18, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9583, loss_cls: 0.5533, loss: 0.5533, grad_norm: 4.3653, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7569, loss/aux0: 0.7569 2020-10-22 18:45:32,569 - mmaction - INFO - Epoch [77][160/396] lr: 1.500e-03, eta: 5:09:25, time: 1.113, data_time: 0.002, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9583, loss_cls: 0.5533, loss: 0.5533, grad_norm: 4.3487, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7555, loss/aux0: 0.7555 2020-10-22 18:46:11,019 - mmaction - INFO - Epoch [77][180/396] lr: 1.500e-03, eta: 5:08:39, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9539, loss_cls: 0.5519, loss: 0.5519, grad_norm: 4.2722, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6823, loss/aux0: 0.6823 2020-10-22 18:46:13,005 - mmaction - INFO - Epoch [77][180/396] lr: 1.500e-03, eta: 5:08:46, time: 1.059, data_time: 0.003, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9539, loss_cls: 0.5519, loss: 0.5519, grad_norm: 4.2800, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6848, loss/aux0: 0.6848 2020-10-22 18:46:52,013 - mmaction - INFO - Epoch [77][200/396] lr: 1.500e-03, eta: 5:08:00, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9523, loss_cls: 0.5544, loss: 0.5544, grad_norm: 4.2554, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7240, loss/aux0: 0.7240 2020-10-22 18:46:54,116 - mmaction - INFO - Epoch [77][200/396] lr: 1.500e-03, eta: 5:08:07, time: 1.025, data_time: 0.002, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9523, loss_cls: 0.5544, loss: 0.5544, grad_norm: 4.3169, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7290, loss/aux0: 0.7290 2020-10-22 18:47:34,044 - mmaction - INFO - Epoch [77][220/396] lr: 1.500e-03, eta: 5:07:21, time: 1.063, data_time: 0.000, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9513, loss_cls: 0.5517, loss: 0.5517, grad_norm: 4.3797, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7066, loss/aux0: 0.7066 2020-10-22 18:47:35,517 - mmaction - INFO - Epoch [77][220/396] lr: 1.500e-03, eta: 5:07:28, time: 1.043, data_time: 0.001, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9513, loss_cls: 0.5517, loss: 0.5517, grad_norm: 4.3254, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6994, loss/aux0: 0.6994 2020-10-22 18:48:13,802 - mmaction - INFO - Epoch [77][240/396] lr: 1.500e-03, eta: 5:06:42, time: 1.005, data_time: 0.044, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9531, loss_cls: 0.5734, loss: 0.5734, grad_norm: 4.3770, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7087, loss/aux0: 0.7087 2020-10-22 18:48:15,274 - mmaction - INFO - Epoch [77][240/396] lr: 1.500e-03, eta: 5:06:48, time: 1.028, data_time: 0.044, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9531, loss_cls: 0.5734, loss: 0.5734, grad_norm: 4.3985, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7073, loss/aux0: 0.7073 2020-10-22 18:48:55,293 - mmaction - INFO - Epoch [77][260/396] lr: 1.500e-03, eta: 5:06:03, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9539, loss_cls: 0.5591, loss: 0.5591, grad_norm: 4.4222, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.7165, loss/aux0: 0.7165 2020-10-22 18:48:56,296 - mmaction - INFO - Epoch [77][260/396] lr: 1.500e-03, eta: 5:06:09, time: 1.033, data_time: 0.003, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9539, loss_cls: 0.5591, loss: 0.5591, grad_norm: 4.4312, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.7206, loss/aux0: 0.7206 2020-10-22 18:49:36,173 - mmaction - INFO - Epoch [77][280/396] lr: 1.500e-03, eta: 5:05:23, time: 0.945, data_time: 0.000, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9544, loss_cls: 0.5571, loss: 0.5571, grad_norm: 4.3549, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7269, loss/aux0: 0.7269 2020-10-22 18:49:37,110 - mmaction - INFO - Epoch [77][280/396] lr: 1.500e-03, eta: 5:05:29, time: 0.963, data_time: 0.002, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9544, loss_cls: 0.5571, loss: 0.5571, grad_norm: 4.3647, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7255, loss/aux0: 0.7255 2020-10-22 18:50:16,641 - mmaction - INFO - Epoch [77][300/396] lr: 1.500e-03, eta: 5:04:43, time: 1.013, data_time: 0.173, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9549, loss_cls: 0.5579, loss: 0.5579, grad_norm: 4.5316, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7312, loss/aux0: 0.7312 2020-10-22 18:50:18,044 - mmaction - INFO - Epoch [77][300/396] lr: 1.500e-03, eta: 5:04:49, time: 1.054, data_time: 0.175, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9549, loss_cls: 0.5579, loss: 0.5579, grad_norm: 4.4926, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7252, loss/aux0: 0.7252 2020-10-22 18:50:57,711 - mmaction - INFO - Epoch [77][320/396] lr: 1.500e-03, eta: 5:04:04, time: 0.997, data_time: 0.073, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9497, loss_cls: 0.5858, loss: 0.5858, grad_norm: 4.3286, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6796, loss/aux0: 0.6796 2020-10-22 18:50:59,068 - mmaction - INFO - Epoch [77][320/396] lr: 1.500e-03, eta: 5:04:10, time: 0.996, data_time: 0.075, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9497, loss_cls: 0.5858, loss: 0.5858, grad_norm: 4.3272, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6877, loss/aux0: 0.6877 2020-10-22 18:51:38,095 - mmaction - INFO - Epoch [77][340/396] lr: 1.500e-03, eta: 5:03:24, time: 1.037, data_time: 0.143, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9573, loss_cls: 0.5399, loss: 0.5399, grad_norm: 4.2755, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7561, loss/aux0: 0.7561 2020-10-22 18:51:39,483 - mmaction - INFO - Epoch [77][340/396] lr: 1.500e-03, eta: 5:03:30, time: 0.976, data_time: 0.145, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9573, loss_cls: 0.5399, loss: 0.5399, grad_norm: 4.2692, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7542, loss/aux0: 0.7542 2020-10-22 18:52:20,009 - mmaction - INFO - Epoch [77][360/396] lr: 1.500e-03, eta: 5:02:45, time: 1.051, data_time: 0.056, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9503, loss_cls: 0.5941, loss: 0.5941, grad_norm: 4.3583, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6660, loss/aux0: 0.6660 2020-10-22 18:52:20,635 - mmaction - INFO - Epoch [77][360/396] lr: 1.500e-03, eta: 5:02:51, time: 0.973, data_time: 0.059, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9503, loss_cls: 0.5941, loss: 0.5941, grad_norm: 4.3900, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6751, loss/aux0: 0.6751 2020-10-22 18:53:01,137 - mmaction - INFO - Epoch [77][380/396] lr: 1.500e-03, eta: 5:02:05, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9536, loss_cls: 0.5557, loss: 0.5557, grad_norm: 4.2332, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7217, loss/aux0: 0.7217 2020-10-22 18:53:01,764 - mmaction - INFO - Epoch [77][380/396] lr: 1.500e-03, eta: 5:02:11, time: 1.000, data_time: 0.003, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9536, loss_cls: 0.5557, loss: 0.5557, grad_norm: 4.2601, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7226, loss/aux0: 0.7226 2020-10-22 18:54:47,004 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-10-22 18:57:39,423 - mmaction - INFO - Epoch [78][20/396] lr: 1.500e-03, eta: 5:00:44, time: 1.062, data_time: 0.309, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9518, loss_cls: 0.5649, loss: 0.5649, grad_norm: 4.2537, top1_acc/aux0: 0.8202, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.6936, loss/aux0: 0.6936 2020-10-22 18:57:40,181 - mmaction - INFO - Epoch [78][20/396] lr: 1.500e-03, eta: 5:00:51, time: 1.065, data_time: 0.313, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9518, loss_cls: 0.5649, loss: 0.5649, grad_norm: 4.2983, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6986, loss/aux0: 0.6986 2020-10-22 18:58:20,420 - mmaction - INFO - Epoch [78][40/396] lr: 1.500e-03, eta: 5:00:05, time: 1.042, data_time: 0.291, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9503, loss_cls: 0.5933, loss: 0.5933, grad_norm: 4.3820, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7241, loss/aux0: 0.7241 2020-10-22 18:58:21,032 - mmaction - INFO - Epoch [78][40/396] lr: 1.500e-03, eta: 5:00:11, time: 1.023, data_time: 0.293, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9503, loss_cls: 0.5933, loss: 0.5933, grad_norm: 4.3895, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7195, loss/aux0: 0.7195 2020-10-22 18:59:00,280 - mmaction - INFO - Epoch [78][60/396] lr: 1.500e-03, eta: 4:59:26, time: 1.014, data_time: 0.006, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9518, loss_cls: 0.5555, loss: 0.5555, grad_norm: 4.4403, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7676, loss/aux0: 0.7676 2020-10-22 18:59:02,536 - mmaction - INFO - Epoch [78][60/396] lr: 1.500e-03, eta: 4:59:32, time: 1.017, data_time: 0.007, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9518, loss_cls: 0.5555, loss: 0.5555, grad_norm: 4.4555, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7650, loss/aux0: 0.7650 2020-10-22 18:59:41,024 - mmaction - INFO - Epoch [78][80/396] lr: 1.500e-03, eta: 4:58:47, time: 1.014, data_time: 0.065, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9555, loss_cls: 0.5293, loss: 0.5293, grad_norm: 4.3364, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6927, loss/aux0: 0.6927 2020-10-22 18:59:42,448 - mmaction - INFO - Epoch [78][80/396] lr: 1.500e-03, eta: 4:58:52, time: 0.991, data_time: 0.067, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9555, loss_cls: 0.5293, loss: 0.5293, grad_norm: 4.3017, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6947, loss/aux0: 0.6947 2020-10-22 19:00:22,811 - mmaction - INFO - Epoch [78][100/396] lr: 1.500e-03, eta: 4:58:07, time: 1.021, data_time: 0.249, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9576, loss_cls: 0.5433, loss: 0.5433, grad_norm: 4.3818, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7113, loss/aux0: 0.7113 2020-10-22 19:00:24,339 - mmaction - INFO - Epoch [78][100/396] lr: 1.500e-03, eta: 4:58:13, time: 1.048, data_time: 0.251, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9576, loss_cls: 0.5433, loss: 0.5433, grad_norm: 4.4121, top1_acc/aux0: 0.8206, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.7129, loss/aux0: 0.7129 2020-10-22 19:01:04,644 - mmaction - INFO - Epoch [78][120/396] lr: 1.500e-03, eta: 4:57:28, time: 1.008, data_time: 0.392, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9503, loss_cls: 0.5730, loss: 0.5730, grad_norm: 4.2516, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6873, loss/aux0: 0.6873 2020-10-22 19:01:05,267 - mmaction - INFO - Epoch [78][120/396] lr: 1.500e-03, eta: 4:57:34, time: 1.010, data_time: 0.394, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9503, loss_cls: 0.5730, loss: 0.5730, grad_norm: 4.2970, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6890, loss/aux0: 0.6890 2020-10-22 19:01:44,800 - mmaction - INFO - Epoch [78][140/396] lr: 1.500e-03, eta: 4:56:48, time: 1.059, data_time: 0.398, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9516, loss_cls: 0.5811, loss: 0.5811, grad_norm: 4.3785, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7251, loss/aux0: 0.7251 2020-10-22 19:01:45,406 - mmaction - INFO - Epoch [78][140/396] lr: 1.500e-03, eta: 4:56:55, time: 1.036, data_time: 0.400, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9516, loss_cls: 0.5811, loss: 0.5811, grad_norm: 4.4302, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7313, loss/aux0: 0.7313 2020-10-22 19:02:27,017 - mmaction - INFO - Epoch [78][160/396] lr: 1.500e-03, eta: 4:56:09, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9594, loss_cls: 0.5155, loss: 0.5155, grad_norm: 4.4533, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7367, loss/aux0: 0.7367 2020-10-22 19:02:27,681 - mmaction - INFO - Epoch [78][160/396] lr: 1.500e-03, eta: 4:56:15, time: 1.050, data_time: 0.002, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9594, loss_cls: 0.5155, loss: 0.5155, grad_norm: 4.4514, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7339, loss/aux0: 0.7339 2020-10-22 19:03:08,532 - mmaction - INFO - Epoch [78][180/396] lr: 1.500e-03, eta: 4:55:30, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9531, loss_cls: 0.5611, loss: 0.5611, grad_norm: 4.4595, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7288, loss/aux0: 0.7288 2020-10-22 19:03:10,000 - mmaction - INFO - Epoch [78][180/396] lr: 1.500e-03, eta: 4:55:36, time: 1.061, data_time: 0.001, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9531, loss_cls: 0.5611, loss: 0.5611, grad_norm: 4.4282, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7150, loss/aux0: 0.7150 2020-10-22 19:03:51,009 - mmaction - INFO - Epoch [78][200/396] lr: 1.500e-03, eta: 4:54:51, time: 1.078, data_time: 0.000, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9492, loss_cls: 0.5945, loss: 0.5945, grad_norm: 4.3811, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7606, loss/aux0: 0.7606 2020-10-22 19:03:53,159 - mmaction - INFO - Epoch [78][200/396] lr: 1.500e-03, eta: 4:54:57, time: 1.068, data_time: 0.001, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9492, loss_cls: 0.5945, loss: 0.5945, grad_norm: 4.3821, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-22 19:04:31,230 - mmaction - INFO - Epoch [78][220/396] lr: 1.500e-03, eta: 4:54:12, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9513, loss_cls: 0.5701, loss: 0.5701, grad_norm: 4.2724, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6784, loss/aux0: 0.6784 2020-10-22 19:04:32,692 - mmaction - INFO - Epoch [78][220/396] lr: 1.500e-03, eta: 4:54:18, time: 0.979, data_time: 0.002, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9513, loss_cls: 0.5701, loss: 0.5701, grad_norm: 4.2465, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6615, loss/aux0: 0.6615 2020-10-22 19:05:12,281 - mmaction - INFO - Epoch [78][240/396] lr: 1.500e-03, eta: 4:53:32, time: 1.011, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9534, loss_cls: 0.5733, loss: 0.5733, grad_norm: 4.4261, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6769, loss/aux0: 0.6769 2020-10-22 19:05:12,914 - mmaction - INFO - Epoch [78][240/396] lr: 1.500e-03, eta: 4:53:38, time: 0.986, data_time: 0.003, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9534, loss_cls: 0.5733, loss: 0.5733, grad_norm: 4.4361, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6861, loss/aux0: 0.6861 2020-10-22 19:05:51,726 - mmaction - INFO - Epoch [78][260/396] lr: 1.500e-03, eta: 4:52:53, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9552, loss_cls: 0.5868, loss: 0.5868, grad_norm: 4.5360, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7309, loss/aux0: 0.7309 2020-10-22 19:05:53,293 - mmaction - INFO - Epoch [78][260/396] lr: 1.500e-03, eta: 4:52:58, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9552, loss_cls: 0.5868, loss: 0.5868, grad_norm: 4.5236, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7214, loss/aux0: 0.7214 2020-10-22 19:06:32,545 - mmaction - INFO - Epoch [78][280/396] lr: 1.500e-03, eta: 4:52:13, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9594, loss_cls: 0.5218, loss: 0.5218, grad_norm: 4.3983, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6834, loss/aux0: 0.6834 2020-10-22 19:06:34,329 - mmaction - INFO - Epoch [78][280/396] lr: 1.500e-03, eta: 4:52:19, time: 1.028, data_time: 0.003, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9594, loss_cls: 0.5218, loss: 0.5218, grad_norm: 4.4049, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6901, loss/aux0: 0.6901 2020-10-22 19:07:13,098 - mmaction - INFO - Epoch [78][300/396] lr: 1.500e-03, eta: 4:51:33, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9589, loss_cls: 0.5337, loss: 0.5337, grad_norm: 4.2396, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7159, loss/aux0: 0.7159 2020-10-22 19:07:14,925 - mmaction - INFO - Epoch [78][300/396] lr: 1.500e-03, eta: 4:51:39, time: 1.030, data_time: 0.021, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9589, loss_cls: 0.5337, loss: 0.5337, grad_norm: 4.2300, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7068, loss/aux0: 0.7068 2020-10-22 19:07:55,082 - mmaction - INFO - Epoch [78][320/396] lr: 1.500e-03, eta: 4:50:54, time: 1.081, data_time: 0.035, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9508, loss_cls: 0.5984, loss: 0.5984, grad_norm: 4.4479, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7251, loss/aux0: 0.7251 2020-10-22 19:07:57,839 - mmaction - INFO - Epoch [78][320/396] lr: 1.500e-03, eta: 4:51:01, time: 1.115, data_time: 0.030, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9508, loss_cls: 0.5984, loss: 0.5984, grad_norm: 4.4722, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7329, loss/aux0: 0.7329 2020-10-22 19:08:36,612 - mmaction - INFO - Epoch [78][340/396] lr: 1.500e-03, eta: 4:50:16, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9542, loss_cls: 0.5607, loss: 0.5607, grad_norm: 4.2337, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6461, loss/aux0: 0.6461 2020-10-22 19:08:39,371 - mmaction - INFO - Epoch [78][340/396] lr: 1.500e-03, eta: 4:50:22, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9542, loss_cls: 0.5607, loss: 0.5607, grad_norm: 4.2299, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6477, loss/aux0: 0.6477 2020-10-22 19:09:18,042 - mmaction - INFO - Epoch [78][360/396] lr: 1.500e-03, eta: 4:49:37, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9516, loss_cls: 0.5586, loss: 0.5586, grad_norm: 4.4145, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7178, loss/aux0: 0.7178 2020-10-22 19:09:20,220 - mmaction - INFO - Epoch [78][360/396] lr: 1.500e-03, eta: 4:49:43, time: 1.052, data_time: 0.002, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9516, loss_cls: 0.5586, loss: 0.5586, grad_norm: 4.4045, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7105, loss/aux0: 0.7105 2020-10-22 19:10:01,040 - mmaction - INFO - Epoch [78][380/396] lr: 1.500e-03, eta: 4:48:58, time: 1.079, data_time: 0.000, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9500, loss_cls: 0.5554, loss: 0.5554, grad_norm: 4.3893, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6988, loss/aux0: 0.6988 2020-10-22 19:10:03,800 - mmaction - INFO - Epoch [78][380/396] lr: 1.500e-03, eta: 4:49:04, time: 1.125, data_time: 0.002, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9500, loss_cls: 0.5554, loss: 0.5554, grad_norm: 4.3771, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.7012, loss/aux0: 0.7012 2020-10-22 19:11:47,058 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-10-22 19:14:45,771 - mmaction - INFO - Epoch [79][20/396] lr: 1.500e-03, eta: 4:47:38, time: 1.008, data_time: 0.031, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9510, loss_cls: 0.5714, loss: 0.5714, grad_norm: 4.3200, top1_acc/aux0: 0.8139, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7196, loss/aux0: 0.7196 2020-10-22 19:14:46,433 - mmaction - INFO - Epoch [79][20/396] lr: 1.500e-03, eta: 4:47:44, time: 1.013, data_time: 0.035, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9510, loss_cls: 0.5714, loss: 0.5714, grad_norm: 4.3979, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7214, loss/aux0: 0.7214 2020-10-22 19:15:26,989 - mmaction - INFO - Epoch [79][40/396] lr: 1.500e-03, eta: 4:46:59, time: 1.000, data_time: 0.045, memory: 8337, top1_acc: 0.8607, top5_acc: 0.9521, loss_cls: 0.5541, loss: 0.5541, grad_norm: 4.3844, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7103, loss/aux0: 0.7103 2020-10-22 19:15:27,625 - mmaction - INFO - Epoch [79][40/396] lr: 1.500e-03, eta: 4:47:04, time: 1.000, data_time: 0.046, memory: 8337, top1_acc: 0.8607, top5_acc: 0.9521, loss_cls: 0.5541, loss: 0.5541, grad_norm: 4.3714, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7047, loss/aux0: 0.7047 2020-10-22 19:16:08,082 - mmaction - INFO - Epoch [79][60/396] lr: 1.500e-03, eta: 4:46:19, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9557, loss_cls: 0.5668, loss: 0.5668, grad_norm: 4.5016, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7410, loss/aux0: 0.7410 2020-10-22 19:16:08,692 - mmaction - INFO - Epoch [79][60/396] lr: 1.500e-03, eta: 4:46:25, time: 1.018, data_time: 0.001, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9557, loss_cls: 0.5668, loss: 0.5668, grad_norm: 4.4182, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7370, loss/aux0: 0.7370 2020-10-22 19:16:49,298 - mmaction - INFO - Epoch [79][80/396] lr: 1.500e-03, eta: 4:45:40, time: 1.087, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9583, loss_cls: 0.5277, loss: 0.5277, grad_norm: 4.3861, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7182, loss/aux0: 0.7182 2020-10-22 19:16:49,911 - mmaction - INFO - Epoch [79][80/396] lr: 1.500e-03, eta: 4:45:46, time: 1.017, data_time: 0.003, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9583, loss_cls: 0.5277, loss: 0.5277, grad_norm: 4.3603, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7225, loss/aux0: 0.7225 2020-10-22 19:17:30,156 - mmaction - INFO - Epoch [79][100/396] lr: 1.500e-03, eta: 4:45:01, time: 1.057, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9549, loss_cls: 0.5679, loss: 0.5679, grad_norm: 4.4168, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6986, loss/aux0: 0.6986 2020-10-22 19:17:30,774 - mmaction - INFO - Epoch [79][100/396] lr: 1.500e-03, eta: 4:45:07, time: 1.056, data_time: 0.002, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9549, loss_cls: 0.5679, loss: 0.5679, grad_norm: 4.3912, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6943, loss/aux0: 0.6943 2020-10-22 19:18:12,312 - mmaction - INFO - Epoch [79][120/396] lr: 1.500e-03, eta: 4:44:22, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9536, loss_cls: 0.5560, loss: 0.5560, grad_norm: 4.3665, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.7025, loss/aux0: 0.7025 2020-10-22 19:18:12,947 - mmaction - INFO - Epoch [79][120/396] lr: 1.500e-03, eta: 4:44:27, time: 1.018, data_time: 0.002, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9536, loss_cls: 0.5560, loss: 0.5560, grad_norm: 4.3471, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7079, loss/aux0: 0.7079 2020-10-22 19:18:52,630 - mmaction - INFO - Epoch [79][140/396] lr: 1.500e-03, eta: 4:43:42, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.8568, top5_acc: 0.9523, loss_cls: 0.5448, loss: 0.5448, grad_norm: 4.3584, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6609, loss/aux0: 0.6609 2020-10-22 19:18:54,339 - mmaction - INFO - Epoch [79][140/396] lr: 1.500e-03, eta: 4:43:48, time: 1.019, data_time: 0.002, memory: 8337, top1_acc: 0.8568, top5_acc: 0.9523, loss_cls: 0.5448, loss: 0.5448, grad_norm: 4.3544, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6612, loss/aux0: 0.6612 2020-10-22 19:19:32,899 - mmaction - INFO - Epoch [79][160/396] lr: 1.500e-03, eta: 4:43:02, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9560, loss_cls: 0.5599, loss: 0.5599, grad_norm: 4.5023, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6956, loss/aux0: 0.6956 2020-10-22 19:19:35,262 - mmaction - INFO - Epoch [79][160/396] lr: 1.500e-03, eta: 4:43:08, time: 1.015, data_time: 0.002, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9560, loss_cls: 0.5599, loss: 0.5599, grad_norm: 4.5116, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6995, loss/aux0: 0.6995 2020-10-22 19:20:14,482 - mmaction - INFO - Epoch [79][180/396] lr: 1.500e-03, eta: 4:42:23, time: 1.022, data_time: 0.050, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9474, loss_cls: 0.5667, loss: 0.5667, grad_norm: 4.1696, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6827, loss/aux0: 0.6827 2020-10-22 19:20:15,103 - mmaction - INFO - Epoch [79][180/396] lr: 1.500e-03, eta: 4:42:28, time: 0.990, data_time: 0.052, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9474, loss_cls: 0.5667, loss: 0.5667, grad_norm: 4.1617, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6722, loss/aux0: 0.6722 2020-10-22 19:20:55,966 - mmaction - INFO - Epoch [79][200/396] lr: 1.500e-03, eta: 4:41:43, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9604, loss_cls: 0.5362, loss: 0.5362, grad_norm: 4.4311, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7288, loss/aux0: 0.7288 2020-10-22 19:20:56,594 - mmaction - INFO - Epoch [79][200/396] lr: 1.500e-03, eta: 4:41:49, time: 0.996, data_time: 0.003, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9604, loss_cls: 0.5362, loss: 0.5362, grad_norm: 4.4516, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7349, loss/aux0: 0.7349 2020-10-22 19:21:39,511 - mmaction - INFO - Epoch [79][220/396] lr: 1.500e-03, eta: 4:41:04, time: 1.129, data_time: 0.000, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9557, loss_cls: 0.5421, loss: 0.5421, grad_norm: 4.3799, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6966, loss/aux0: 0.6966 2020-10-22 19:21:40,149 - mmaction - INFO - Epoch [79][220/396] lr: 1.500e-03, eta: 4:41:10, time: 1.081, data_time: 0.002, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9557, loss_cls: 0.5421, loss: 0.5421, grad_norm: 4.3503, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7023, loss/aux0: 0.7023 2020-10-22 19:22:19,922 - mmaction - INFO - Epoch [79][240/396] lr: 1.500e-03, eta: 4:40:25, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9568, loss_cls: 0.5561, loss: 0.5561, grad_norm: 4.3602, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6708, loss/aux0: 0.6708 2020-10-22 19:22:21,737 - mmaction - INFO - Epoch [79][240/396] lr: 1.500e-03, eta: 4:40:31, time: 1.076, data_time: 0.002, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9568, loss_cls: 0.5561, loss: 0.5561, grad_norm: 4.3507, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6677, loss/aux0: 0.6677 2020-10-22 19:23:02,547 - mmaction - INFO - Epoch [79][260/396] lr: 1.500e-03, eta: 4:39:47, time: 1.098, data_time: 0.000, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9536, loss_cls: 0.5786, loss: 0.5786, grad_norm: 4.4439, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7228, loss/aux0: 0.7228 2020-10-22 19:23:03,716 - mmaction - INFO - Epoch [79][260/396] lr: 1.500e-03, eta: 4:39:52, time: 1.017, data_time: 0.003, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9536, loss_cls: 0.5786, loss: 0.5786, grad_norm: 4.4521, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7180, loss/aux0: 0.7180 2020-10-22 19:23:43,202 - mmaction - INFO - Epoch [79][280/396] lr: 1.500e-03, eta: 4:39:07, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9534, loss_cls: 0.5638, loss: 0.5638, grad_norm: 4.3096, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6619, loss/aux0: 0.6619 2020-10-22 19:23:43,803 - mmaction - INFO - Epoch [79][280/396] lr: 1.500e-03, eta: 4:39:13, time: 1.024, data_time: 0.002, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9534, loss_cls: 0.5638, loss: 0.5638, grad_norm: 4.2883, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6605, loss/aux0: 0.6605 2020-10-22 19:24:23,049 - mmaction - INFO - Epoch [79][300/396] lr: 1.500e-03, eta: 4:38:28, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9513, loss_cls: 0.5861, loss: 0.5861, grad_norm: 4.5214, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6794, loss/aux0: 0.6794 2020-10-22 19:24:23,644 - mmaction - INFO - Epoch [79][300/396] lr: 1.500e-03, eta: 4:38:33, time: 0.982, data_time: 0.003, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9513, loss_cls: 0.5861, loss: 0.5861, grad_norm: 4.5193, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6857, loss/aux0: 0.6857 2020-10-22 19:25:04,026 - mmaction - INFO - Epoch [79][320/396] lr: 1.500e-03, eta: 4:37:48, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9484, loss_cls: 0.5805, loss: 0.5805, grad_norm: 4.4842, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.7136, loss/aux0: 0.7136 2020-10-22 19:25:06,287 - mmaction - INFO - Epoch [79][320/396] lr: 1.500e-03, eta: 4:37:54, time: 1.098, data_time: 0.002, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9484, loss_cls: 0.5805, loss: 0.5805, grad_norm: 4.4178, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7094, loss/aux0: 0.7094 2020-10-22 19:25:45,496 - mmaction - INFO - Epoch [79][340/396] lr: 1.500e-03, eta: 4:37:09, time: 1.012, data_time: 0.156, memory: 8337, top1_acc: 0.8630, top5_acc: 0.9552, loss_cls: 0.5528, loss: 0.5528, grad_norm: 4.4796, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7255, loss/aux0: 0.7255 2020-10-22 19:25:47,828 - mmaction - INFO - Epoch [79][340/396] lr: 1.500e-03, eta: 4:37:14, time: 1.029, data_time: 0.243, memory: 8337, top1_acc: 0.8630, top5_acc: 0.9552, loss_cls: 0.5528, loss: 0.5528, grad_norm: 4.5043, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7364, loss/aux0: 0.7364 2020-10-22 19:26:26,846 - mmaction - INFO - Epoch [79][360/396] lr: 1.500e-03, eta: 4:36:29, time: 1.022, data_time: 0.375, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9544, loss_cls: 0.5655, loss: 0.5655, grad_norm: 4.3908, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7221, loss/aux0: 0.7221 2020-10-22 19:26:29,286 - mmaction - INFO - Epoch [79][360/396] lr: 1.500e-03, eta: 4:36:35, time: 1.009, data_time: 0.390, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9544, loss_cls: 0.5655, loss: 0.5655, grad_norm: 4.4057, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7162, loss/aux0: 0.7162 2020-10-22 19:27:08,493 - mmaction - INFO - Epoch [79][380/396] lr: 1.500e-03, eta: 4:35:50, time: 1.040, data_time: 0.347, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9503, loss_cls: 0.5668, loss: 0.5668, grad_norm: 4.4178, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6933, loss/aux0: 0.6933 2020-10-22 19:27:11,496 - mmaction - INFO - Epoch [79][380/396] lr: 1.500e-03, eta: 4:35:56, time: 1.070, data_time: 0.378, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9503, loss_cls: 0.5668, loss: 0.5668, grad_norm: 4.4095, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-22 19:29:01,459 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-10-22 19:32:15,780 - mmaction - INFO - Epoch [80][20/396] lr: 1.500e-03, eta: 4:34:31, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9583, loss_cls: 0.5316, loss: 0.5316, grad_norm: 4.4266, top1_acc/aux0: 0.8139, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7306, loss/aux0: 0.7306 2020-10-22 19:32:16,394 - mmaction - INFO - Epoch [80][20/396] lr: 1.500e-03, eta: 4:34:37, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9583, loss_cls: 0.5316, loss: 0.5316, grad_norm: 4.4748, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7314, loss/aux0: 0.7314 2020-10-22 19:32:58,772 - mmaction - INFO - Epoch [80][40/396] lr: 1.500e-03, eta: 4:33:52, time: 1.077, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9565, loss_cls: 0.5623, loss: 0.5623, grad_norm: 4.4196, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7100, loss/aux0: 0.7100 2020-10-22 19:32:59,487 - mmaction - INFO - Epoch [80][40/396] lr: 1.500e-03, eta: 4:33:58, time: 1.083, data_time: 0.002, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9565, loss_cls: 0.5623, loss: 0.5623, grad_norm: 4.4130, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7025, loss/aux0: 0.7025 2020-10-22 19:33:39,835 - mmaction - INFO - Epoch [80][60/396] lr: 1.500e-03, eta: 4:33:13, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9552, loss_cls: 0.5798, loss: 0.5798, grad_norm: 4.4013, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7150, loss/aux0: 0.7150 2020-10-22 19:33:40,967 - mmaction - INFO - Epoch [80][60/396] lr: 1.500e-03, eta: 4:33:19, time: 1.054, data_time: 0.002, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9552, loss_cls: 0.5798, loss: 0.5798, grad_norm: 4.3925, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7212, loss/aux0: 0.7212 2020-10-22 19:34:21,014 - mmaction - INFO - Epoch [80][80/396] lr: 1.500e-03, eta: 4:32:34, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9576, loss_cls: 0.5387, loss: 0.5387, grad_norm: 4.3151, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7020, loss/aux0: 0.7020 2020-10-22 19:34:21,626 - mmaction - INFO - Epoch [80][80/396] lr: 1.500e-03, eta: 4:32:39, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9576, loss_cls: 0.5387, loss: 0.5387, grad_norm: 4.2889, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7030, loss/aux0: 0.7030 2020-10-22 19:35:03,078 - mmaction - INFO - Epoch [80][100/396] lr: 1.500e-03, eta: 4:31:55, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9529, loss_cls: 0.5639, loss: 0.5639, grad_norm: 4.3437, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6855, loss/aux0: 0.6855 2020-10-22 19:35:03,832 - mmaction - INFO - Epoch [80][100/396] lr: 1.500e-03, eta: 4:32:00, time: 1.079, data_time: 0.003, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9529, loss_cls: 0.5639, loss: 0.5639, grad_norm: 4.3312, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6765, loss/aux0: 0.6765 2020-10-22 19:35:42,684 - mmaction - INFO - Epoch [80][120/396] lr: 1.500e-03, eta: 4:31:15, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9599, loss_cls: 0.5242, loss: 0.5242, grad_norm: 4.4914, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7146, loss/aux0: 0.7146 2020-10-22 19:35:44,454 - mmaction - INFO - Epoch [80][120/396] lr: 1.500e-03, eta: 4:31:21, time: 1.025, data_time: 0.005, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9599, loss_cls: 0.5242, loss: 0.5242, grad_norm: 4.4393, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7225, loss/aux0: 0.7225 2020-10-22 19:36:24,908 - mmaction - INFO - Epoch [80][140/396] lr: 1.500e-03, eta: 4:30:36, time: 1.059, data_time: 0.000, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9477, loss_cls: 0.5814, loss: 0.5814, grad_norm: 4.4259, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7010, loss/aux0: 0.7010 2020-10-22 19:36:25,527 - mmaction - INFO - Epoch [80][140/396] lr: 1.500e-03, eta: 4:30:42, time: 1.053, data_time: 0.002, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9477, loss_cls: 0.5814, loss: 0.5814, grad_norm: 4.4017, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6968, loss/aux0: 0.6968 2020-10-22 19:37:05,045 - mmaction - INFO - Epoch [80][160/396] lr: 1.500e-03, eta: 4:29:57, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9526, loss_cls: 0.5762, loss: 0.5762, grad_norm: 4.4153, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6981, loss/aux0: 0.6981 2020-10-22 19:37:06,540 - mmaction - INFO - Epoch [80][160/396] lr: 1.500e-03, eta: 4:30:02, time: 0.967, data_time: 0.002, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9526, loss_cls: 0.5762, loss: 0.5762, grad_norm: 4.3603, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7022, loss/aux0: 0.7022 2020-10-22 19:37:47,201 - mmaction - INFO - Epoch [80][180/396] lr: 1.500e-03, eta: 4:29:17, time: 1.066, data_time: 0.000, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9526, loss_cls: 0.5604, loss: 0.5604, grad_norm: 4.2893, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6735, loss/aux0: 0.6735 2020-10-22 19:37:49,549 - mmaction - INFO - Epoch [80][180/396] lr: 1.500e-03, eta: 4:29:23, time: 1.030, data_time: 0.002, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9526, loss_cls: 0.5604, loss: 0.5604, grad_norm: 4.3510, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6776, loss/aux0: 0.6776 2020-10-22 19:38:27,754 - mmaction - INFO - Epoch [80][200/396] lr: 1.500e-03, eta: 4:28:38, time: 1.050, data_time: 0.001, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9539, loss_cls: 0.5473, loss: 0.5473, grad_norm: 4.4503, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7218, loss/aux0: 0.7218 2020-10-22 19:38:28,691 - mmaction - INFO - Epoch [80][200/396] lr: 1.500e-03, eta: 4:28:43, time: 0.969, data_time: 0.003, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9539, loss_cls: 0.5473, loss: 0.5473, grad_norm: 4.5104, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7227, loss/aux0: 0.7227 2020-10-22 19:39:09,233 - mmaction - INFO - Epoch [80][220/396] lr: 1.500e-03, eta: 4:27:59, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9503, loss_cls: 0.5719, loss: 0.5719, grad_norm: 4.5574, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7321, loss/aux0: 0.7321 2020-10-22 19:39:09,864 - mmaction - INFO - Epoch [80][220/396] lr: 1.500e-03, eta: 4:28:04, time: 1.054, data_time: 0.002, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9503, loss_cls: 0.5719, loss: 0.5719, grad_norm: 4.5422, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7201, loss/aux0: 0.7201 2020-10-22 19:39:49,492 - mmaction - INFO - Epoch [80][240/396] lr: 1.500e-03, eta: 4:27:19, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9565, loss_cls: 0.5502, loss: 0.5502, grad_norm: 4.4377, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7126, loss/aux0: 0.7126 2020-10-22 19:39:50,240 - mmaction - INFO - Epoch [80][240/396] lr: 1.500e-03, eta: 4:27:24, time: 0.962, data_time: 0.002, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9565, loss_cls: 0.5502, loss: 0.5502, grad_norm: 4.4611, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7189, loss/aux0: 0.7189 2020-10-22 19:40:30,991 - mmaction - INFO - Epoch [80][260/396] lr: 1.500e-03, eta: 4:26:40, time: 1.087, data_time: 0.000, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9516, loss_cls: 0.5727, loss: 0.5727, grad_norm: 4.4200, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.6944, loss/aux0: 0.6944 2020-10-22 19:40:33,480 - mmaction - INFO - Epoch [80][260/396] lr: 1.500e-03, eta: 4:26:45, time: 1.126, data_time: 0.002, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9516, loss_cls: 0.5727, loss: 0.5727, grad_norm: 4.4633, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.6972, loss/aux0: 0.6972 2020-10-22 19:41:11,529 - mmaction - INFO - Epoch [80][280/396] lr: 1.500e-03, eta: 4:26:01, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9510, loss_cls: 0.5628, loss: 0.5628, grad_norm: 4.4386, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7328, loss/aux0: 0.7328 2020-10-22 19:41:12,375 - mmaction - INFO - Epoch [80][280/396] lr: 1.500e-03, eta: 4:26:06, time: 0.964, data_time: 0.002, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9510, loss_cls: 0.5628, loss: 0.5628, grad_norm: 4.5049, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7365, loss/aux0: 0.7365 2020-10-22 19:41:52,507 - mmaction - INFO - Epoch [80][300/396] lr: 1.500e-03, eta: 4:25:21, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9508, loss_cls: 0.5871, loss: 0.5871, grad_norm: 4.6338, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7597, loss/aux0: 0.7597 2020-10-22 19:41:53,303 - mmaction - INFO - Epoch [80][300/396] lr: 1.500e-03, eta: 4:25:26, time: 0.988, data_time: 0.002, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9508, loss_cls: 0.5871, loss: 0.5871, grad_norm: 4.5893, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7547, loss/aux0: 0.7547 2020-10-22 19:42:34,280 - mmaction - INFO - Epoch [80][320/396] lr: 1.500e-03, eta: 4:24:42, time: 1.060, data_time: 0.000, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9534, loss_cls: 0.5645, loss: 0.5645, grad_norm: 4.3731, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6981, loss/aux0: 0.6981 2020-10-22 19:42:35,088 - mmaction - INFO - Epoch [80][320/396] lr: 1.500e-03, eta: 4:24:47, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9534, loss_cls: 0.5645, loss: 0.5645, grad_norm: 4.3785, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7019, loss/aux0: 0.7019 2020-10-22 19:43:15,717 - mmaction - INFO - Epoch [80][340/396] lr: 1.500e-03, eta: 4:24:03, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9669, loss_cls: 0.4935, loss: 0.4935, grad_norm: 4.3054, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7044, loss/aux0: 0.7044 2020-10-22 19:43:16,351 - mmaction - INFO - Epoch [80][340/396] lr: 1.500e-03, eta: 4:24:08, time: 1.057, data_time: 0.002, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9669, loss_cls: 0.4935, loss: 0.4935, grad_norm: 4.2934, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6958, loss/aux0: 0.6958 2020-10-22 19:43:54,824 - mmaction - INFO - Epoch [80][360/396] lr: 1.500e-03, eta: 4:23:23, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9568, loss_cls: 0.5387, loss: 0.5387, grad_norm: 4.2856, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6959, loss/aux0: 0.6959 2020-10-22 19:43:56,509 - mmaction - INFO - Epoch [80][360/396] lr: 1.500e-03, eta: 4:23:29, time: 1.044, data_time: 0.003, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9568, loss_cls: 0.5387, loss: 0.5387, grad_norm: 4.2757, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7002, loss/aux0: 0.7002 2020-10-22 19:44:35,650 - mmaction - INFO - Epoch [80][380/396] lr: 1.500e-03, eta: 4:22:44, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9529, loss_cls: 0.5518, loss: 0.5518, grad_norm: 4.3376, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6902, loss/aux0: 0.6902 2020-10-22 19:44:38,810 - mmaction - INFO - Epoch [80][380/396] lr: 1.500e-03, eta: 4:22:49, time: 1.058, data_time: 0.002, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9529, loss_cls: 0.5518, loss: 0.5518, grad_norm: 4.3454, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6915, loss/aux0: 0.6915 2020-10-22 19:46:21,906 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-22 19:47:33,610 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 19:47:33,722 - mmaction - INFO - top1_acc 0.7772 top5_acc 0.9326 2020-10-22 19:47:33,723 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 19:47:33,744 - mmaction - INFO - mean_acc 0.7777 2020-10-22 19:47:33,746 - mmaction - INFO - Epoch(val) [80][396] top1_acc: 0.7772, top5_acc: 0.9326, mean_class_accuracy: 0.7777 2020-10-22 19:50:48,916 - mmaction - INFO - Epoch [81][20/396] lr: 1.500e-04, eta: 4:21:25, time: 1.061, data_time: 0.000, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9549, loss_cls: 0.5333, loss: 0.5333, grad_norm: 4.2607, top1_acc/aux0: 0.8265, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.6889, loss/aux0: 0.6889 2020-10-22 19:50:49,559 - mmaction - INFO - Epoch [81][20/396] lr: 1.500e-04, eta: 4:21:31, time: 1.064, data_time: 0.004, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9549, loss_cls: 0.5333, loss: 0.5333, grad_norm: 4.2184, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6851, loss/aux0: 0.6851 2020-10-22 19:51:30,759 - mmaction - INFO - Epoch [81][40/396] lr: 1.500e-04, eta: 4:20:46, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9534, loss_cls: 0.5608, loss: 0.5608, grad_norm: 4.2333, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6492, loss/aux0: 0.6492 2020-10-22 19:51:31,401 - mmaction - INFO - Epoch [81][40/396] lr: 1.500e-04, eta: 4:20:51, time: 1.024, data_time: 0.004, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9534, loss_cls: 0.5608, loss: 0.5608, grad_norm: 4.2108, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6595, loss/aux0: 0.6595 2020-10-22 19:52:13,642 - mmaction - INFO - Epoch [81][60/396] lr: 1.500e-04, eta: 4:20:07, time: 1.095, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9607, loss_cls: 0.5353, loss: 0.5353, grad_norm: 4.2422, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6736, loss/aux0: 0.6736 2020-10-22 19:52:14,249 - mmaction - INFO - Epoch [81][60/396] lr: 1.500e-04, eta: 4:20:12, time: 1.094, data_time: 0.002, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9607, loss_cls: 0.5353, loss: 0.5353, grad_norm: 4.2162, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6678, loss/aux0: 0.6678 2020-10-22 19:52:55,449 - mmaction - INFO - Epoch [81][80/396] lr: 1.500e-04, eta: 4:19:28, time: 1.010, data_time: 0.000, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9552, loss_cls: 0.5426, loss: 0.5426, grad_norm: 4.2253, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6916, loss/aux0: 0.6916 2020-10-22 19:52:56,077 - mmaction - INFO - Epoch [81][80/396] lr: 1.500e-04, eta: 4:19:33, time: 1.011, data_time: 0.004, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9552, loss_cls: 0.5426, loss: 0.5426, grad_norm: 4.2603, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6886, loss/aux0: 0.6886 2020-10-22 19:53:36,567 - mmaction - INFO - Epoch [81][100/396] lr: 1.500e-04, eta: 4:18:48, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9594, loss_cls: 0.5314, loss: 0.5314, grad_norm: 4.2639, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7114, loss/aux0: 0.7114 2020-10-22 19:53:39,033 - mmaction - INFO - Epoch [81][100/396] lr: 1.500e-04, eta: 4:18:54, time: 1.074, data_time: 0.002, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9594, loss_cls: 0.5314, loss: 0.5314, grad_norm: 4.1744, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7113, loss/aux0: 0.7113 2020-10-22 19:54:17,531 - mmaction - INFO - Epoch [81][120/396] lr: 1.500e-04, eta: 4:18:10, time: 1.099, data_time: 0.000, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9578, loss_cls: 0.5271, loss: 0.5271, grad_norm: 4.3934, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6917, loss/aux0: 0.6917 2020-10-22 19:54:18,153 - mmaction - INFO - Epoch [81][120/396] lr: 1.500e-04, eta: 4:18:15, time: 1.043, data_time: 0.003, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9578, loss_cls: 0.5271, loss: 0.5271, grad_norm: 4.3531, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6888, loss/aux0: 0.6888 2020-10-22 19:54:58,879 - mmaction - INFO - Epoch [81][140/396] lr: 1.500e-04, eta: 4:17:31, time: 1.077, data_time: 0.000, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9622, loss_cls: 0.5115, loss: 0.5115, grad_norm: 4.2485, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7140, loss/aux0: 0.7140 2020-10-22 19:54:59,529 - mmaction - INFO - Epoch [81][140/396] lr: 1.500e-04, eta: 4:17:36, time: 1.064, data_time: 0.002, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9622, loss_cls: 0.5115, loss: 0.5115, grad_norm: 4.2371, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7181, loss/aux0: 0.7181 2020-10-22 19:55:40,633 - mmaction - INFO - Epoch [81][160/396] lr: 1.500e-04, eta: 4:16:51, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9568, loss_cls: 0.5095, loss: 0.5095, grad_norm: 4.3122, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7057, loss/aux0: 0.7057 2020-10-22 19:55:41,286 - mmaction - INFO - Epoch [81][160/396] lr: 1.500e-04, eta: 4:16:56, time: 1.038, data_time: 0.002, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9568, loss_cls: 0.5095, loss: 0.5095, grad_norm: 4.2792, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7054, loss/aux0: 0.7054 2020-10-22 19:56:18,704 - mmaction - INFO - Epoch [81][180/396] lr: 1.500e-04, eta: 4:16:12, time: 0.996, data_time: 0.095, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9534, loss_cls: 0.5394, loss: 0.5394, grad_norm: 4.3819, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6844, loss/aux0: 0.6844 2020-10-22 19:56:20,708 - mmaction - INFO - Epoch [81][180/396] lr: 1.500e-04, eta: 4:16:17, time: 0.988, data_time: 0.132, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9534, loss_cls: 0.5394, loss: 0.5394, grad_norm: 4.3862, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6822, loss/aux0: 0.6822 2020-10-22 19:56:59,961 - mmaction - INFO - Epoch [81][200/396] lr: 1.500e-04, eta: 4:15:32, time: 1.044, data_time: 0.024, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9560, loss_cls: 0.5180, loss: 0.5180, grad_norm: 4.3352, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6872, loss/aux0: 0.6872 2020-10-22 19:57:01,016 - mmaction - INFO - Epoch [81][200/396] lr: 1.500e-04, eta: 4:15:37, time: 1.010, data_time: 0.026, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9560, loss_cls: 0.5180, loss: 0.5180, grad_norm: 4.3483, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6853, loss/aux0: 0.6853 2020-10-22 19:57:42,866 - mmaction - INFO - Epoch [81][220/396] lr: 1.500e-04, eta: 4:14:53, time: 1.117, data_time: 0.404, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9513, loss_cls: 0.5472, loss: 0.5472, grad_norm: 4.3263, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6946, loss/aux0: 0.6946 2020-10-22 19:57:43,479 - mmaction - INFO - Epoch [81][220/396] lr: 1.500e-04, eta: 4:14:58, time: 1.046, data_time: 0.405, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9513, loss_cls: 0.5472, loss: 0.5472, grad_norm: 4.3627, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.7012, loss/aux0: 0.7012 2020-10-22 19:58:22,230 - mmaction - INFO - Epoch [81][240/396] lr: 1.500e-04, eta: 4:14:14, time: 0.988, data_time: 0.046, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9568, loss_cls: 0.5338, loss: 0.5338, grad_norm: 4.3574, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7054, loss/aux0: 0.7054 2020-10-22 19:58:23,987 - mmaction - INFO - Epoch [81][240/396] lr: 1.500e-04, eta: 4:14:19, time: 1.027, data_time: 0.048, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9568, loss_cls: 0.5338, loss: 0.5338, grad_norm: 4.3606, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7076, loss/aux0: 0.7076 2020-10-22 19:59:04,389 - mmaction - INFO - Epoch [81][260/396] lr: 1.500e-04, eta: 4:13:34, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9578, loss_cls: 0.5298, loss: 0.5298, grad_norm: 4.2375, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6879, loss/aux0: 0.6879 2020-10-22 19:59:05,840 - mmaction - INFO - Epoch [81][260/396] lr: 1.500e-04, eta: 4:13:39, time: 0.991, data_time: 0.006, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9578, loss_cls: 0.5298, loss: 0.5298, grad_norm: 4.2069, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-22 19:59:44,932 - mmaction - INFO - Epoch [81][280/396] lr: 1.500e-04, eta: 4:12:55, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9581, loss_cls: 0.5338, loss: 0.5338, grad_norm: 4.3889, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6954, loss/aux0: 0.6954 2020-10-22 19:59:45,783 - mmaction - INFO - Epoch [81][280/396] lr: 1.500e-04, eta: 4:13:00, time: 1.001, data_time: 0.003, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9581, loss_cls: 0.5338, loss: 0.5338, grad_norm: 4.4345, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7081, loss/aux0: 0.7081 2020-10-22 20:00:26,698 - mmaction - INFO - Epoch [81][300/396] lr: 1.500e-04, eta: 4:12:15, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9589, loss_cls: 0.5119, loss: 0.5119, grad_norm: 4.2619, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6822, loss/aux0: 0.6822 2020-10-22 20:00:27,885 - mmaction - INFO - Epoch [81][300/396] lr: 1.500e-04, eta: 4:12:20, time: 1.062, data_time: 0.002, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9589, loss_cls: 0.5119, loss: 0.5119, grad_norm: 4.2435, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6739, loss/aux0: 0.6739 2020-10-22 20:01:07,527 - mmaction - INFO - Epoch [81][320/396] lr: 1.500e-04, eta: 4:11:36, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9557, loss_cls: 0.5571, loss: 0.5571, grad_norm: 4.4133, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7061, loss/aux0: 0.7061 2020-10-22 20:01:09,032 - mmaction - INFO - Epoch [81][320/396] lr: 1.500e-04, eta: 4:11:41, time: 0.975, data_time: 0.002, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9557, loss_cls: 0.5571, loss: 0.5571, grad_norm: 4.4247, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7073, loss/aux0: 0.7073 2020-10-22 20:01:49,228 - mmaction - INFO - Epoch [81][340/396] lr: 1.500e-04, eta: 4:10:56, time: 1.056, data_time: 0.083, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9576, loss_cls: 0.5238, loss: 0.5238, grad_norm: 4.2811, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6672, loss/aux0: 0.6672 2020-10-22 20:01:50,602 - mmaction - INFO - Epoch [81][340/396] lr: 1.500e-04, eta: 4:11:01, time: 1.026, data_time: 0.070, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9576, loss_cls: 0.5238, loss: 0.5238, grad_norm: 4.3059, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6716, loss/aux0: 0.6716 2020-10-22 20:02:33,307 - mmaction - INFO - Epoch [81][360/396] lr: 1.500e-04, eta: 4:10:17, time: 1.116, data_time: 0.000, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9531, loss_cls: 0.5589, loss: 0.5589, grad_norm: 4.4205, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6787, loss/aux0: 0.6787 2020-10-22 20:02:33,919 - mmaction - INFO - Epoch [81][360/396] lr: 1.500e-04, eta: 4:10:23, time: 1.120, data_time: 0.008, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9531, loss_cls: 0.5589, loss: 0.5589, grad_norm: 4.4198, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6757, loss/aux0: 0.6757 2020-10-22 20:03:13,204 - mmaction - INFO - Epoch [81][380/396] lr: 1.500e-04, eta: 4:09:38, time: 0.988, data_time: 0.017, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9552, loss_cls: 0.5232, loss: 0.5232, grad_norm: 4.2633, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6624, loss/aux0: 0.6624 2020-10-22 20:03:13,846 - mmaction - INFO - Epoch [81][380/396] lr: 1.500e-04, eta: 4:09:43, time: 0.989, data_time: 0.020, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9552, loss_cls: 0.5232, loss: 0.5232, grad_norm: 4.2587, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-22 20:05:03,056 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-10-22 20:07:57,677 - mmaction - INFO - Epoch [82][20/396] lr: 1.500e-04, eta: 4:08:19, time: 1.013, data_time: 0.001, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9586, loss_cls: 0.5033, loss: 0.5033, grad_norm: 4.1772, top1_acc/aux0: 0.8207, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6958, loss/aux0: 0.6958 2020-10-22 20:07:58,662 - mmaction - INFO - Epoch [82][20/396] lr: 1.500e-04, eta: 4:08:24, time: 1.031, data_time: 0.003, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9586, loss_cls: 0.5033, loss: 0.5033, grad_norm: 4.1842, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-22 20:08:39,412 - mmaction - INFO - Epoch [82][40/396] lr: 1.500e-04, eta: 4:07:40, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.8750, top5_acc: 0.9607, loss_cls: 0.5051, loss: 0.5051, grad_norm: 4.3058, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6910, loss/aux0: 0.6910 2020-10-22 20:08:40,023 - mmaction - INFO - Epoch [82][40/396] lr: 1.500e-04, eta: 4:07:45, time: 1.043, data_time: 0.004, memory: 8337, top1_acc: 0.8750, top5_acc: 0.9607, loss_cls: 0.5051, loss: 0.5051, grad_norm: 4.3615, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6997, loss/aux0: 0.6997 2020-10-22 20:09:20,675 - mmaction - INFO - Epoch [82][60/396] lr: 1.500e-04, eta: 4:07:01, time: 1.074, data_time: 0.000, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9562, loss_cls: 0.5292, loss: 0.5292, grad_norm: 4.2602, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6794, loss/aux0: 0.6794 2020-10-22 20:09:21,280 - mmaction - INFO - Epoch [82][60/396] lr: 1.500e-04, eta: 4:07:06, time: 1.074, data_time: 0.003, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9562, loss_cls: 0.5292, loss: 0.5292, grad_norm: 4.2576, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6716, loss/aux0: 0.6716 2020-10-22 20:10:02,127 - mmaction - INFO - Epoch [82][80/396] lr: 1.500e-04, eta: 4:06:22, time: 0.992, data_time: 0.000, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9583, loss_cls: 0.5019, loss: 0.5019, grad_norm: 4.2832, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6725, loss/aux0: 0.6725 2020-10-22 20:10:02,757 - mmaction - INFO - Epoch [82][80/396] lr: 1.500e-04, eta: 4:06:26, time: 0.993, data_time: 0.003, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9583, loss_cls: 0.5019, loss: 0.5019, grad_norm: 4.2741, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6674, loss/aux0: 0.6674 2020-10-22 20:10:43,210 - mmaction - INFO - Epoch [82][100/396] lr: 1.500e-04, eta: 4:05:43, time: 1.098, data_time: 0.000, memory: 8337, top1_acc: 0.8771, top5_acc: 0.9599, loss_cls: 0.4925, loss: 0.4925, grad_norm: 4.2099, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6783, loss/aux0: 0.6783 2020-10-22 20:10:45,360 - mmaction - INFO - Epoch [82][100/396] lr: 1.500e-04, eta: 4:05:48, time: 1.091, data_time: 0.002, memory: 8337, top1_acc: 0.8771, top5_acc: 0.9599, loss_cls: 0.4925, loss: 0.4925, grad_norm: 4.1980, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6860, loss/aux0: 0.6860 2020-10-22 20:11:24,483 - mmaction - INFO - Epoch [82][120/396] lr: 1.500e-04, eta: 4:05:03, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9549, loss_cls: 0.5286, loss: 0.5286, grad_norm: 4.3333, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6572, loss/aux0: 0.6572 2020-10-22 20:11:26,943 - mmaction - INFO - Epoch [82][120/396] lr: 1.500e-04, eta: 4:05:08, time: 1.028, data_time: 0.003, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9549, loss_cls: 0.5286, loss: 0.5286, grad_norm: 4.3382, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6540, loss/aux0: 0.6540 2020-10-22 20:12:05,405 - mmaction - INFO - Epoch [82][140/396] lr: 1.500e-04, eta: 4:04:24, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9602, loss_cls: 0.5182, loss: 0.5182, grad_norm: 4.3454, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7048, loss/aux0: 0.7048 2020-10-22 20:12:06,019 - mmaction - INFO - Epoch [82][140/396] lr: 1.500e-04, eta: 4:04:28, time: 0.955, data_time: 0.003, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9602, loss_cls: 0.5182, loss: 0.5182, grad_norm: 4.3070, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7108, loss/aux0: 0.7108 2020-10-22 20:12:48,091 - mmaction - INFO - Epoch [82][160/396] lr: 1.500e-04, eta: 4:03:44, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9555, loss_cls: 0.5452, loss: 0.5452, grad_norm: 4.3251, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.6932, loss/aux0: 0.6932 2020-10-22 20:12:48,724 - mmaction - INFO - Epoch [82][160/396] lr: 1.500e-04, eta: 4:03:49, time: 1.044, data_time: 0.003, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9555, loss_cls: 0.5452, loss: 0.5452, grad_norm: 4.3239, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.6942, loss/aux0: 0.6942 2020-10-22 20:13:30,489 - mmaction - INFO - Epoch [82][180/396] lr: 1.500e-04, eta: 4:03:05, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9583, loss_cls: 0.5208, loss: 0.5208, grad_norm: 4.3351, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7297, loss/aux0: 0.7297 2020-10-22 20:13:32,566 - mmaction - INFO - Epoch [82][180/396] lr: 1.500e-04, eta: 4:03:10, time: 1.090, data_time: 0.002, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9583, loss_cls: 0.5208, loss: 0.5208, grad_norm: 4.3972, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7302, loss/aux0: 0.7302 2020-10-22 20:14:11,988 - mmaction - INFO - Epoch [82][200/396] lr: 1.500e-04, eta: 4:02:26, time: 1.064, data_time: 0.000, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9555, loss_cls: 0.5309, loss: 0.5309, grad_norm: 4.2322, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6867, loss/aux0: 0.6867 2020-10-22 20:14:14,291 - mmaction - INFO - Epoch [82][200/396] lr: 1.500e-04, eta: 4:02:31, time: 1.014, data_time: 0.003, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9555, loss_cls: 0.5309, loss: 0.5309, grad_norm: 4.2540, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6830, loss/aux0: 0.6830 2020-10-22 20:14:52,822 - mmaction - INFO - Epoch [82][220/396] lr: 1.500e-04, eta: 4:01:47, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9508, loss_cls: 0.5461, loss: 0.5461, grad_norm: 4.3368, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7067, loss/aux0: 0.7067 2020-10-22 20:14:54,172 - mmaction - INFO - Epoch [82][220/396] lr: 1.500e-04, eta: 4:01:51, time: 1.002, data_time: 0.002, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9508, loss_cls: 0.5461, loss: 0.5461, grad_norm: 4.3184, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7035, loss/aux0: 0.7035 2020-10-22 20:15:33,792 - mmaction - INFO - Epoch [82][240/396] lr: 1.500e-04, eta: 4:01:07, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.8677, top5_acc: 0.9589, loss_cls: 0.5293, loss: 0.5293, grad_norm: 4.2151, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6536, loss/aux0: 0.6536 2020-10-22 20:15:36,015 - mmaction - INFO - Epoch [82][240/396] lr: 1.500e-04, eta: 4:01:12, time: 1.057, data_time: 0.002, memory: 8337, top1_acc: 0.8677, top5_acc: 0.9589, loss_cls: 0.5293, loss: 0.5293, grad_norm: 4.2267, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6613, loss/aux0: 0.6613 2020-10-22 20:16:16,518 - mmaction - INFO - Epoch [82][260/396] lr: 1.500e-04, eta: 4:00:28, time: 1.084, data_time: 0.000, memory: 8337, top1_acc: 0.8688, top5_acc: 0.9576, loss_cls: 0.5034, loss: 0.5034, grad_norm: 4.2542, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6874, loss/aux0: 0.6874 2020-10-22 20:16:17,150 - mmaction - INFO - Epoch [82][260/396] lr: 1.500e-04, eta: 4:00:33, time: 1.008, data_time: 0.003, memory: 8337, top1_acc: 0.8688, top5_acc: 0.9576, loss_cls: 0.5034, loss: 0.5034, grad_norm: 4.2730, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6759, loss/aux0: 0.6759 2020-10-22 20:16:56,867 - mmaction - INFO - Epoch [82][280/396] lr: 1.500e-04, eta: 3:59:49, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9578, loss_cls: 0.5291, loss: 0.5291, grad_norm: 4.1652, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6447, loss/aux0: 0.6447 2020-10-22 20:16:58,377 - mmaction - INFO - Epoch [82][280/396] lr: 1.500e-04, eta: 3:59:53, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9578, loss_cls: 0.5291, loss: 0.5291, grad_norm: 4.1884, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6532, loss/aux0: 0.6532 2020-10-22 20:17:41,070 - mmaction - INFO - Epoch [82][300/396] lr: 1.500e-04, eta: 3:59:10, time: 1.113, data_time: 0.000, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9534, loss_cls: 0.5339, loss: 0.5339, grad_norm: 4.3288, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6665, loss/aux0: 0.6665 2020-10-22 20:17:41,694 - mmaction - INFO - Epoch [82][300/396] lr: 1.500e-04, eta: 3:59:15, time: 1.114, data_time: 0.003, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9534, loss_cls: 0.5339, loss: 0.5339, grad_norm: 4.3435, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6634, loss/aux0: 0.6634 2020-10-22 20:18:19,815 - mmaction - INFO - Epoch [82][320/396] lr: 1.500e-04, eta: 3:58:31, time: 1.009, data_time: 0.097, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9557, loss_cls: 0.5305, loss: 0.5305, grad_norm: 4.2898, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6671, loss/aux0: 0.6671 2020-10-22 20:18:21,774 - mmaction - INFO - Epoch [82][320/396] lr: 1.500e-04, eta: 3:58:35, time: 1.036, data_time: 0.105, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9557, loss_cls: 0.5305, loss: 0.5305, grad_norm: 4.3393, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6650, loss/aux0: 0.6650 2020-10-22 20:19:00,371 - mmaction - INFO - Epoch [82][340/396] lr: 1.500e-04, eta: 3:57:51, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9557, loss_cls: 0.5302, loss: 0.5302, grad_norm: 4.3167, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6799, loss/aux0: 0.6799 2020-10-22 20:19:02,421 - mmaction - INFO - Epoch [82][340/396] lr: 1.500e-04, eta: 3:57:56, time: 1.004, data_time: 0.006, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9557, loss_cls: 0.5302, loss: 0.5302, grad_norm: 4.3492, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6835, loss/aux0: 0.6835 2020-10-22 20:19:41,662 - mmaction - INFO - Epoch [82][360/396] lr: 1.500e-04, eta: 3:57:12, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.8607, top5_acc: 0.9521, loss_cls: 0.5419, loss: 0.5419, grad_norm: 4.4337, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7124, loss/aux0: 0.7124 2020-10-22 20:19:45,159 - mmaction - INFO - Epoch [82][360/396] lr: 1.500e-04, eta: 3:57:16, time: 1.068, data_time: 0.002, memory: 8337, top1_acc: 0.8607, top5_acc: 0.9521, loss_cls: 0.5419, loss: 0.5419, grad_norm: 4.4379, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7185, loss/aux0: 0.7185 2020-10-22 20:20:25,109 - mmaction - INFO - Epoch [82][380/396] lr: 1.500e-04, eta: 3:56:32, time: 1.052, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9518, loss_cls: 0.5786, loss: 0.5786, grad_norm: 4.3533, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7077, loss/aux0: 0.7077 2020-10-22 20:20:27,275 - mmaction - INFO - Epoch [82][380/396] lr: 1.500e-04, eta: 3:56:37, time: 1.074, data_time: 0.003, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9518, loss_cls: 0.5786, loss: 0.5786, grad_norm: 4.3417, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7017, loss/aux0: 0.7017 2020-10-22 20:22:10,281 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-10-22 20:25:05,225 - mmaction - INFO - Epoch [83][20/396] lr: 1.500e-04, eta: 3:55:15, time: 1.141, data_time: 0.109, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9573, loss_cls: 0.5319, loss: 0.5319, grad_norm: 4.3659, top1_acc/aux0: 0.8243, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.6898, loss/aux0: 0.6898 2020-10-22 20:25:05,845 - mmaction - INFO - Epoch [83][20/396] lr: 1.500e-04, eta: 3:55:20, time: 1.135, data_time: 0.107, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9573, loss_cls: 0.5319, loss: 0.5319, grad_norm: 4.3445, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6894, loss/aux0: 0.6894 2020-10-22 20:25:45,214 - mmaction - INFO - Epoch [83][40/396] lr: 1.500e-04, eta: 3:54:36, time: 1.010, data_time: 0.000, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9560, loss_cls: 0.5016, loss: 0.5016, grad_norm: 4.2753, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6670, loss/aux0: 0.6670 2020-10-22 20:25:45,827 - mmaction - INFO - Epoch [83][40/396] lr: 1.500e-04, eta: 3:54:40, time: 1.011, data_time: 0.002, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9560, loss_cls: 0.5016, loss: 0.5016, grad_norm: 4.2732, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6616, loss/aux0: 0.6616 2020-10-22 20:26:27,703 - mmaction - INFO - Epoch [83][60/396] lr: 1.500e-04, eta: 3:53:57, time: 1.084, data_time: 0.000, memory: 8337, top1_acc: 0.8810, top5_acc: 0.9591, loss_cls: 0.4941, loss: 0.4941, grad_norm: 4.4757, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6813, loss/aux0: 0.6813 2020-10-22 20:26:28,294 - mmaction - INFO - Epoch [83][60/396] lr: 1.500e-04, eta: 3:54:01, time: 1.049, data_time: 0.001, memory: 8337, top1_acc: 0.8810, top5_acc: 0.9591, loss_cls: 0.4941, loss: 0.4941, grad_norm: 4.5037, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6831, loss/aux0: 0.6831 2020-10-22 20:27:06,791 - mmaction - INFO - Epoch [83][80/396] lr: 1.500e-04, eta: 3:53:17, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9565, loss_cls: 0.5131, loss: 0.5131, grad_norm: 4.2500, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-22 20:27:08,308 - mmaction - INFO - Epoch [83][80/396] lr: 1.500e-04, eta: 3:53:21, time: 0.993, data_time: 0.003, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9565, loss_cls: 0.5131, loss: 0.5131, grad_norm: 4.2394, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7032, loss/aux0: 0.7032 2020-10-22 20:27:50,116 - mmaction - INFO - Epoch [83][100/396] lr: 1.500e-04, eta: 3:52:38, time: 1.081, data_time: 0.000, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9617, loss_cls: 0.5204, loss: 0.5204, grad_norm: 4.2072, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6911, loss/aux0: 0.6911 2020-10-22 20:27:50,738 - mmaction - INFO - Epoch [83][100/396] lr: 1.500e-04, eta: 3:52:42, time: 1.055, data_time: 0.002, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9617, loss_cls: 0.5204, loss: 0.5204, grad_norm: 4.1900, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6830, loss/aux0: 0.6830 2020-10-22 20:28:30,167 - mmaction - INFO - Epoch [83][120/396] lr: 1.500e-04, eta: 3:51:58, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9586, loss_cls: 0.5293, loss: 0.5293, grad_norm: 4.3593, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6690, loss/aux0: 0.6690 2020-10-22 20:28:31,866 - mmaction - INFO - Epoch [83][120/396] lr: 1.500e-04, eta: 3:52:03, time: 1.044, data_time: 0.002, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9586, loss_cls: 0.5293, loss: 0.5293, grad_norm: 4.4280, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6687, loss/aux0: 0.6687 2020-10-22 20:29:10,688 - mmaction - INFO - Epoch [83][140/396] lr: 1.500e-04, eta: 3:51:19, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9518, loss_cls: 0.5310, loss: 0.5310, grad_norm: 4.3054, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6984, loss/aux0: 0.6984 2020-10-22 20:29:12,935 - mmaction - INFO - Epoch [83][140/396] lr: 1.500e-04, eta: 3:51:23, time: 1.038, data_time: 0.002, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9518, loss_cls: 0.5310, loss: 0.5310, grad_norm: 4.2910, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6989, loss/aux0: 0.6989 2020-10-22 20:29:52,409 - mmaction - INFO - Epoch [83][160/396] lr: 1.500e-04, eta: 3:50:40, time: 1.050, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9568, loss_cls: 0.5203, loss: 0.5203, grad_norm: 4.3611, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6424, loss/aux0: 0.6424 2020-10-22 20:29:54,615 - mmaction - INFO - Epoch [83][160/396] lr: 1.500e-04, eta: 3:50:44, time: 1.060, data_time: 0.004, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9568, loss_cls: 0.5203, loss: 0.5203, grad_norm: 4.3698, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6510, loss/aux0: 0.6510 2020-10-22 20:30:32,661 - mmaction - INFO - Epoch [83][180/396] lr: 1.500e-04, eta: 3:50:00, time: 0.923, data_time: 0.000, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9536, loss_cls: 0.5541, loss: 0.5541, grad_norm: 4.2835, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6961, loss/aux0: 0.6961 2020-10-22 20:30:35,102 - mmaction - INFO - Epoch [83][180/396] lr: 1.500e-04, eta: 3:50:04, time: 0.950, data_time: 0.002, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9536, loss_cls: 0.5541, loss: 0.5541, grad_norm: 4.2325, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6811, loss/aux0: 0.6811 2020-10-22 20:31:14,863 - mmaction - INFO - Epoch [83][200/396] lr: 1.500e-04, eta: 3:49:20, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9497, loss_cls: 0.5461, loss: 0.5461, grad_norm: 4.2871, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6494, loss/aux0: 0.6494 2020-10-22 20:31:16,741 - mmaction - INFO - Epoch [83][200/396] lr: 1.500e-04, eta: 3:49:25, time: 1.031, data_time: 0.003, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9497, loss_cls: 0.5461, loss: 0.5461, grad_norm: 4.2858, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6600, loss/aux0: 0.6600 2020-10-22 20:31:55,312 - mmaction - INFO - Epoch [83][220/396] lr: 1.500e-04, eta: 3:48:41, time: 1.023, data_time: 0.000, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9555, loss_cls: 0.5268, loss: 0.5268, grad_norm: 4.4488, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.6997, loss/aux0: 0.6997 2020-10-22 20:31:57,050 - mmaction - INFO - Epoch [83][220/396] lr: 1.500e-04, eta: 3:48:45, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9555, loss_cls: 0.5268, loss: 0.5268, grad_norm: 4.4303, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.6944, loss/aux0: 0.6944 2020-10-22 20:32:37,282 - mmaction - INFO - Epoch [83][240/396] lr: 1.500e-04, eta: 3:48:01, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9521, loss_cls: 0.5312, loss: 0.5312, grad_norm: 4.3580, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.6904, loss/aux0: 0.6904 2020-10-22 20:32:39,480 - mmaction - INFO - Epoch [83][240/396] lr: 1.500e-04, eta: 3:48:06, time: 1.062, data_time: 0.001, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9521, loss_cls: 0.5312, loss: 0.5312, grad_norm: 4.3570, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.6965, loss/aux0: 0.6965 2020-10-22 20:33:17,722 - mmaction - INFO - Epoch [83][260/396] lr: 1.500e-04, eta: 3:47:22, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9549, loss_cls: 0.5161, loss: 0.5161, grad_norm: 4.2157, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6973, loss/aux0: 0.6973 2020-10-22 20:33:19,913 - mmaction - INFO - Epoch [83][260/396] lr: 1.500e-04, eta: 3:47:26, time: 0.988, data_time: 0.002, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9549, loss_cls: 0.5161, loss: 0.5161, grad_norm: 4.2190, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6902, loss/aux0: 0.6902 2020-10-22 20:33:59,366 - mmaction - INFO - Epoch [83][280/396] lr: 1.500e-04, eta: 3:46:43, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.8745, top5_acc: 0.9622, loss_cls: 0.4911, loss: 0.4911, grad_norm: 4.2941, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6817, loss/aux0: 0.6817 2020-10-22 20:34:00,246 - mmaction - INFO - Epoch [83][280/396] lr: 1.500e-04, eta: 3:46:47, time: 0.988, data_time: 0.002, memory: 8337, top1_acc: 0.8745, top5_acc: 0.9622, loss_cls: 0.4911, loss: 0.4911, grad_norm: 4.2753, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6821, loss/aux0: 0.6821 2020-10-22 20:34:40,783 - mmaction - INFO - Epoch [83][300/396] lr: 1.500e-04, eta: 3:46:03, time: 0.993, data_time: 0.013, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9562, loss_cls: 0.5094, loss: 0.5094, grad_norm: 4.4741, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6888, loss/aux0: 0.6888 2020-10-22 20:34:41,413 - mmaction - INFO - Epoch [83][300/396] lr: 1.500e-04, eta: 3:46:07, time: 0.994, data_time: 0.014, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9562, loss_cls: 0.5094, loss: 0.5094, grad_norm: 4.4767, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6896, loss/aux0: 0.6896 2020-10-22 20:35:19,632 - mmaction - INFO - Epoch [83][320/396] lr: 1.500e-04, eta: 3:45:23, time: 0.955, data_time: 0.025, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9500, loss_cls: 0.5356, loss: 0.5356, grad_norm: 4.2870, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6963, loss/aux0: 0.6963 2020-10-22 20:35:21,882 - mmaction - INFO - Epoch [83][320/396] lr: 1.500e-04, eta: 3:45:27, time: 1.037, data_time: 0.110, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9500, loss_cls: 0.5356, loss: 0.5356, grad_norm: 4.2747, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6966, loss/aux0: 0.6966 2020-10-22 20:36:00,982 - mmaction - INFO - Epoch [83][340/396] lr: 1.500e-04, eta: 3:44:44, time: 1.051, data_time: 0.302, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9573, loss_cls: 0.5315, loss: 0.5315, grad_norm: 4.3469, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6681, loss/aux0: 0.6681 2020-10-22 20:36:03,016 - mmaction - INFO - Epoch [83][340/396] lr: 1.500e-04, eta: 3:44:48, time: 1.028, data_time: 0.216, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9573, loss_cls: 0.5315, loss: 0.5315, grad_norm: 4.3453, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6700, loss/aux0: 0.6700 2020-10-22 20:36:40,497 - mmaction - INFO - Epoch [83][360/396] lr: 1.500e-04, eta: 3:44:04, time: 1.010, data_time: 0.000, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9568, loss_cls: 0.5357, loss: 0.5357, grad_norm: 4.2154, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6883, loss/aux0: 0.6883 2020-10-22 20:36:42,980 - mmaction - INFO - Epoch [83][360/396] lr: 1.500e-04, eta: 3:44:08, time: 1.045, data_time: 0.003, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9568, loss_cls: 0.5357, loss: 0.5357, grad_norm: 4.2117, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6879, loss/aux0: 0.6879 2020-10-22 20:37:23,281 - mmaction - INFO - Epoch [83][380/396] lr: 1.500e-04, eta: 3:43:25, time: 1.054, data_time: 0.000, memory: 8337, top1_acc: 0.8810, top5_acc: 0.9576, loss_cls: 0.4886, loss: 0.4886, grad_norm: 4.3513, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6658, loss/aux0: 0.6658 2020-10-22 20:37:24,878 - mmaction - INFO - Epoch [83][380/396] lr: 1.500e-04, eta: 3:43:29, time: 1.022, data_time: 0.003, memory: 8337, top1_acc: 0.8810, top5_acc: 0.9576, loss_cls: 0.4886, loss: 0.4886, grad_norm: 4.3687, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6673, loss/aux0: 0.6673 2020-10-22 20:39:11,887 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-10-22 20:42:06,720 - mmaction - INFO - Epoch [84][20/396] lr: 1.500e-04, eta: 3:42:07, time: 1.067, data_time: 0.215, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9560, loss_cls: 0.5316, loss: 0.5316, grad_norm: 4.2652, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6900, loss/aux0: 0.6900 2020-10-22 20:42:07,362 - mmaction - INFO - Epoch [84][20/396] lr: 1.500e-04, eta: 3:42:12, time: 1.069, data_time: 0.218, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9560, loss_cls: 0.5316, loss: 0.5316, grad_norm: 4.2978, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6879, loss/aux0: 0.6879 2020-10-22 20:42:49,991 - mmaction - INFO - Epoch [84][40/396] lr: 1.500e-04, eta: 3:41:29, time: 1.204, data_time: 0.125, memory: 8337, top1_acc: 0.8620, top5_acc: 0.9557, loss_cls: 0.5443, loss: 0.5443, grad_norm: 4.3850, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6772, loss/aux0: 0.6772 2020-10-22 20:42:50,582 - mmaction - INFO - Epoch [84][40/396] lr: 1.500e-04, eta: 3:41:34, time: 1.204, data_time: 0.128, memory: 8337, top1_acc: 0.8620, top5_acc: 0.9557, loss_cls: 0.5443, loss: 0.5443, grad_norm: 4.3371, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6671, loss/aux0: 0.6671 2020-10-22 20:43:28,931 - mmaction - INFO - Epoch [84][60/396] lr: 1.500e-04, eta: 3:40:50, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9586, loss_cls: 0.5065, loss: 0.5065, grad_norm: 4.2252, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6353, loss/aux0: 0.6353 2020-10-22 20:43:29,544 - mmaction - INFO - Epoch [84][60/396] lr: 1.500e-04, eta: 3:40:54, time: 1.014, data_time: 0.002, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9586, loss_cls: 0.5065, loss: 0.5065, grad_norm: 4.2191, top1_acc/aux0: 0.8352, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-22 20:44:09,460 - mmaction - INFO - Epoch [84][80/396] lr: 1.500e-04, eta: 3:40:10, time: 1.006, data_time: 0.000, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9534, loss_cls: 0.5279, loss: 0.5279, grad_norm: 4.3270, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7165, loss/aux0: 0.7165 2020-10-22 20:44:10,439 - mmaction - INFO - Epoch [84][80/396] lr: 1.500e-04, eta: 3:40:14, time: 1.022, data_time: 0.002, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9534, loss_cls: 0.5279, loss: 0.5279, grad_norm: 4.3046, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7145, loss/aux0: 0.7145 2020-10-22 20:44:50,118 - mmaction - INFO - Epoch [84][100/396] lr: 1.500e-04, eta: 3:39:31, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9552, loss_cls: 0.5148, loss: 0.5148, grad_norm: 4.4115, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6863, loss/aux0: 0.6863 2020-10-22 20:44:51,347 - mmaction - INFO - Epoch [84][100/396] lr: 1.500e-04, eta: 3:39:35, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9552, loss_cls: 0.5148, loss: 0.5148, grad_norm: 4.3847, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6838, loss/aux0: 0.6838 2020-10-22 20:45:32,657 - mmaction - INFO - Epoch [84][120/396] lr: 1.500e-04, eta: 3:38:52, time: 1.098, data_time: 0.000, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9607, loss_cls: 0.5285, loss: 0.5285, grad_norm: 4.3800, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6866, loss/aux0: 0.6866 2020-10-22 20:45:33,285 - mmaction - INFO - Epoch [84][120/396] lr: 1.500e-04, eta: 3:38:56, time: 1.100, data_time: 0.004, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9607, loss_cls: 0.5285, loss: 0.5285, grad_norm: 4.3529, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6852, loss/aux0: 0.6852 2020-10-22 20:46:12,557 - mmaction - INFO - Epoch [84][140/396] lr: 1.500e-04, eta: 3:38:12, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9484, loss_cls: 0.5555, loss: 0.5555, grad_norm: 4.2870, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6692, loss/aux0: 0.6692 2020-10-22 20:46:15,470 - mmaction - INFO - Epoch [84][140/396] lr: 1.500e-04, eta: 3:38:17, time: 1.142, data_time: 0.003, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9484, loss_cls: 0.5555, loss: 0.5555, grad_norm: 4.2677, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6732, loss/aux0: 0.6732 2020-10-22 20:46:54,704 - mmaction - INFO - Epoch [84][160/396] lr: 1.500e-04, eta: 3:37:33, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9641, loss_cls: 0.4890, loss: 0.4890, grad_norm: 4.1682, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6818, loss/aux0: 0.6818 2020-10-22 20:46:57,408 - mmaction - INFO - Epoch [84][160/396] lr: 1.500e-04, eta: 3:37:38, time: 1.031, data_time: 0.003, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9641, loss_cls: 0.4890, loss: 0.4890, grad_norm: 4.2028, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.6900, loss/aux0: 0.6900 2020-10-22 20:47:35,528 - mmaction - INFO - Epoch [84][180/396] lr: 1.500e-04, eta: 3:36:54, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9578, loss_cls: 0.4956, loss: 0.4956, grad_norm: 4.2481, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6827, loss/aux0: 0.6827 2020-10-22 20:47:38,199 - mmaction - INFO - Epoch [84][180/396] lr: 1.500e-04, eta: 3:36:58, time: 1.040, data_time: 0.003, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9578, loss_cls: 0.4956, loss: 0.4956, grad_norm: 4.2421, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6771, loss/aux0: 0.6771 2020-10-22 20:48:17,082 - mmaction - INFO - Epoch [84][200/396] lr: 1.500e-04, eta: 3:36:15, time: 1.036, data_time: 0.016, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9531, loss_cls: 0.5618, loss: 0.5618, grad_norm: 4.3398, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-22 20:48:17,703 - mmaction - INFO - Epoch [84][200/396] lr: 1.500e-04, eta: 3:36:18, time: 0.982, data_time: 0.018, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9531, loss_cls: 0.5618, loss: 0.5618, grad_norm: 4.3077, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6463, loss/aux0: 0.6463 2020-10-22 20:48:56,945 - mmaction - INFO - Epoch [84][220/396] lr: 1.500e-04, eta: 3:35:35, time: 0.963, data_time: 0.061, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9622, loss_cls: 0.5031, loss: 0.5031, grad_norm: 4.2372, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-22 20:48:58,723 - mmaction - INFO - Epoch [84][220/396] lr: 1.500e-04, eta: 3:35:39, time: 1.013, data_time: 0.064, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9622, loss_cls: 0.5031, loss: 0.5031, grad_norm: 4.2349, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6500, loss/aux0: 0.6500 2020-10-22 20:49:38,655 - mmaction - INFO - Epoch [84][240/396] lr: 1.500e-04, eta: 3:34:55, time: 1.028, data_time: 0.402, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9617, loss_cls: 0.5201, loss: 0.5201, grad_norm: 4.2795, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6854, loss/aux0: 0.6854 2020-10-22 20:49:39,284 - mmaction - INFO - Epoch [84][240/396] lr: 1.500e-04, eta: 3:34:59, time: 1.028, data_time: 0.404, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9617, loss_cls: 0.5201, loss: 0.5201, grad_norm: 4.2524, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6795, loss/aux0: 0.6795 2020-10-22 20:50:20,647 - mmaction - INFO - Epoch [84][260/396] lr: 1.500e-04, eta: 3:34:16, time: 1.039, data_time: 0.434, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9547, loss_cls: 0.5158, loss: 0.5158, grad_norm: 4.2131, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6724, loss/aux0: 0.6724 2020-10-22 20:50:21,278 - mmaction - INFO - Epoch [84][260/396] lr: 1.500e-04, eta: 3:34:20, time: 1.041, data_time: 0.436, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9547, loss_cls: 0.5158, loss: 0.5158, grad_norm: 4.1373, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6738, loss/aux0: 0.6738 2020-10-22 20:51:03,926 - mmaction - INFO - Epoch [84][280/396] lr: 1.500e-04, eta: 3:33:37, time: 1.166, data_time: 0.564, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9497, loss_cls: 0.5439, loss: 0.5439, grad_norm: 4.3929, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6463, loss/aux0: 0.6463 2020-10-22 20:51:04,536 - mmaction - INFO - Epoch [84][280/396] lr: 1.500e-04, eta: 3:33:41, time: 1.165, data_time: 0.567, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9497, loss_cls: 0.5439, loss: 0.5439, grad_norm: 4.4080, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6568, loss/aux0: 0.6568 2020-10-22 20:51:44,421 - mmaction - INFO - Epoch [84][300/396] lr: 1.500e-04, eta: 3:32:58, time: 1.076, data_time: 0.387, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9560, loss_cls: 0.5187, loss: 0.5187, grad_norm: 4.4048, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7169, loss/aux0: 0.7169 2020-10-22 20:51:45,053 - mmaction - INFO - Epoch [84][300/396] lr: 1.500e-04, eta: 3:33:02, time: 1.077, data_time: 0.389, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9560, loss_cls: 0.5187, loss: 0.5187, grad_norm: 4.4246, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7132, loss/aux0: 0.7132 2020-10-22 20:52:24,928 - mmaction - INFO - Epoch [84][320/396] lr: 1.500e-04, eta: 3:32:19, time: 0.947, data_time: 0.304, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9570, loss_cls: 0.5341, loss: 0.5341, grad_norm: 4.3198, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6611, loss/aux0: 0.6611 2020-10-22 20:52:26,297 - mmaction - INFO - Epoch [84][320/396] lr: 1.500e-04, eta: 3:32:22, time: 0.975, data_time: 0.306, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9570, loss_cls: 0.5341, loss: 0.5341, grad_norm: 4.3720, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6722, loss/aux0: 0.6722 2020-10-22 20:53:03,700 - mmaction - INFO - Epoch [84][340/396] lr: 1.500e-04, eta: 3:31:39, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9523, loss_cls: 0.5523, loss: 0.5523, grad_norm: 4.3553, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6886, loss/aux0: 0.6886 2020-10-22 20:53:06,160 - mmaction - INFO - Epoch [84][340/396] lr: 1.500e-04, eta: 3:31:42, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9523, loss_cls: 0.5523, loss: 0.5523, grad_norm: 4.3622, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6794, loss/aux0: 0.6794 2020-10-22 20:53:45,310 - mmaction - INFO - Epoch [84][360/396] lr: 1.500e-04, eta: 3:30:59, time: 1.044, data_time: 0.051, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9547, loss_cls: 0.5240, loss: 0.5240, grad_norm: 4.2726, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6658, loss/aux0: 0.6658 2020-10-22 20:53:46,220 - mmaction - INFO - Epoch [84][360/396] lr: 1.500e-04, eta: 3:31:03, time: 0.984, data_time: 0.052, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9547, loss_cls: 0.5240, loss: 0.5240, grad_norm: 4.2970, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6722, loss/aux0: 0.6722 2020-10-22 20:54:27,274 - mmaction - INFO - Epoch [84][380/396] lr: 1.500e-04, eta: 3:30:19, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9617, loss_cls: 0.5032, loss: 0.5032, grad_norm: 4.2760, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6923, loss/aux0: 0.6923 2020-10-22 20:54:27,882 - mmaction - INFO - Epoch [84][380/396] lr: 1.500e-04, eta: 3:30:23, time: 1.024, data_time: 0.002, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9617, loss_cls: 0.5032, loss: 0.5032, grad_norm: 4.1933, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6851, loss/aux0: 0.6851 2020-10-22 20:56:09,998 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-10-22 20:59:05,967 - mmaction - INFO - Epoch [85][20/396] lr: 1.500e-04, eta: 3:29:02, time: 0.980, data_time: 0.019, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9586, loss_cls: 0.4992, loss: 0.4992, grad_norm: 4.3145, top1_acc/aux0: 0.8314, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6722, loss/aux0: 0.6722 2020-10-22 20:59:06,606 - mmaction - INFO - Epoch [85][20/396] lr: 1.500e-04, eta: 3:29:06, time: 0.982, data_time: 0.022, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9586, loss_cls: 0.4992, loss: 0.4992, grad_norm: 4.3463, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6760, loss/aux0: 0.6760 2020-10-22 20:59:46,401 - mmaction - INFO - Epoch [85][40/396] lr: 1.500e-04, eta: 3:28:22, time: 0.987, data_time: 0.104, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9539, loss_cls: 0.5428, loss: 0.5428, grad_norm: 4.3370, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6582, loss/aux0: 0.6582 2020-10-22 20:59:47,723 - mmaction - INFO - Epoch [85][40/396] lr: 1.500e-04, eta: 3:28:26, time: 1.022, data_time: 0.106, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9539, loss_cls: 0.5428, loss: 0.5428, grad_norm: 4.3478, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6551, loss/aux0: 0.6551 2020-10-22 21:00:32,184 - mmaction - INFO - Epoch [85][60/396] lr: 1.500e-04, eta: 3:27:42, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9581, loss_cls: 0.5096, loss: 0.5096, grad_norm: 4.3300, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6739, loss/aux0: 0.6739 2020-10-22 21:00:32,925 - mmaction - INFO - Epoch [85][60/396] lr: 1.500e-04, eta: 3:27:46, time: 0.951, data_time: 0.010, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9581, loss_cls: 0.5096, loss: 0.5096, grad_norm: 4.3893, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6764, loss/aux0: 0.6764 2020-10-22 21:01:13,721 - mmaction - INFO - Epoch [85][80/396] lr: 1.500e-04, eta: 3:27:03, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.8568, top5_acc: 0.9518, loss_cls: 0.5649, loss: 0.5649, grad_norm: 4.2605, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6558, loss/aux0: 0.6558 2020-10-22 21:01:14,392 - mmaction - INFO - Epoch [85][80/396] lr: 1.500e-04, eta: 3:27:06, time: 1.004, data_time: 0.002, memory: 8337, top1_acc: 0.8568, top5_acc: 0.9518, loss_cls: 0.5649, loss: 0.5649, grad_norm: 4.2850, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6583, loss/aux0: 0.6583 2020-10-22 21:01:56,696 - mmaction - INFO - Epoch [85][100/396] lr: 1.500e-04, eta: 3:26:23, time: 1.089, data_time: 0.000, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9591, loss_cls: 0.5131, loss: 0.5131, grad_norm: 4.1979, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6477, loss/aux0: 0.6477 2020-10-22 21:01:57,289 - mmaction - INFO - Epoch [85][100/396] lr: 1.500e-04, eta: 3:26:27, time: 1.062, data_time: 0.002, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9591, loss_cls: 0.5131, loss: 0.5131, grad_norm: 4.1999, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6419, loss/aux0: 0.6419 2020-10-22 21:02:36,387 - mmaction - INFO - Epoch [85][120/396] lr: 1.500e-04, eta: 3:25:44, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9576, loss_cls: 0.5226, loss: 0.5226, grad_norm: 4.2772, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6634, loss/aux0: 0.6634 2020-10-22 21:02:38,716 - mmaction - INFO - Epoch [85][120/396] lr: 1.500e-04, eta: 3:25:48, time: 1.065, data_time: 0.002, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9576, loss_cls: 0.5226, loss: 0.5226, grad_norm: 4.2599, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6580, loss/aux0: 0.6580 2020-10-22 21:03:18,768 - mmaction - INFO - Epoch [85][140/396] lr: 1.500e-04, eta: 3:25:05, time: 1.054, data_time: 0.000, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9583, loss_cls: 0.5075, loss: 0.5075, grad_norm: 4.3416, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6812, loss/aux0: 0.6812 2020-10-22 21:03:21,047 - mmaction - INFO - Epoch [85][140/396] lr: 1.500e-04, eta: 3:25:09, time: 1.050, data_time: 0.002, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9583, loss_cls: 0.5075, loss: 0.5075, grad_norm: 4.3371, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6855, loss/aux0: 0.6855 2020-10-22 21:04:01,435 - mmaction - INFO - Epoch [85][160/396] lr: 1.500e-04, eta: 3:24:26, time: 1.112, data_time: 0.001, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9573, loss_cls: 0.5178, loss: 0.5178, grad_norm: 4.1941, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6690, loss/aux0: 0.6690 2020-10-22 21:04:03,224 - mmaction - INFO - Epoch [85][160/396] lr: 1.500e-04, eta: 3:24:29, time: 1.027, data_time: 0.003, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9573, loss_cls: 0.5178, loss: 0.5178, grad_norm: 4.2298, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6725, loss/aux0: 0.6725 2020-10-22 21:04:41,054 - mmaction - INFO - Epoch [85][180/396] lr: 1.500e-04, eta: 3:23:46, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9568, loss_cls: 0.5325, loss: 0.5325, grad_norm: 4.5246, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6886, loss/aux0: 0.6886 2020-10-22 21:04:41,669 - mmaction - INFO - Epoch [85][180/396] lr: 1.500e-04, eta: 3:23:50, time: 1.006, data_time: 0.003, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9568, loss_cls: 0.5325, loss: 0.5325, grad_norm: 4.5421, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6887, loss/aux0: 0.6887 2020-10-22 21:05:22,389 - mmaction - INFO - Epoch [85][200/396] lr: 1.500e-04, eta: 3:23:07, time: 0.987, data_time: 0.000, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9596, loss_cls: 0.5147, loss: 0.5147, grad_norm: 4.1324, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6696, loss/aux0: 0.6696 2020-10-22 21:05:23,037 - mmaction - INFO - Epoch [85][200/396] lr: 1.500e-04, eta: 3:23:10, time: 0.989, data_time: 0.003, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9596, loss_cls: 0.5147, loss: 0.5147, grad_norm: 4.1725, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6672, loss/aux0: 0.6672 2020-10-22 21:06:04,808 - mmaction - INFO - Epoch [85][220/396] lr: 1.500e-04, eta: 3:22:27, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9552, loss_cls: 0.5406, loss: 0.5406, grad_norm: 4.2039, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6848, loss/aux0: 0.6848 2020-10-22 21:06:05,473 - mmaction - INFO - Epoch [85][220/396] lr: 1.500e-04, eta: 3:22:31, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9552, loss_cls: 0.5406, loss: 0.5406, grad_norm: 4.2016, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6846, loss/aux0: 0.6846 2020-10-22 21:06:45,004 - mmaction - INFO - Epoch [85][240/396] lr: 1.500e-04, eta: 3:21:47, time: 1.012, data_time: 0.394, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9552, loss_cls: 0.5325, loss: 0.5325, grad_norm: 4.2735, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6859, loss/aux0: 0.6859 2020-10-22 21:06:45,949 - mmaction - INFO - Epoch [85][240/396] lr: 1.500e-04, eta: 3:21:51, time: 1.029, data_time: 0.396, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9552, loss_cls: 0.5325, loss: 0.5325, grad_norm: 4.2624, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6855, loss/aux0: 0.6855 2020-10-22 21:07:27,756 - mmaction - INFO - Epoch [85][260/396] lr: 1.500e-04, eta: 3:21:08, time: 1.089, data_time: 0.495, memory: 8337, top1_acc: 0.8677, top5_acc: 0.9531, loss_cls: 0.5286, loss: 0.5286, grad_norm: 4.3564, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7218, loss/aux0: 0.7218 2020-10-22 21:07:28,374 - mmaction - INFO - Epoch [85][260/396] lr: 1.500e-04, eta: 3:21:12, time: 1.089, data_time: 0.497, memory: 8337, top1_acc: 0.8677, top5_acc: 0.9531, loss_cls: 0.5286, loss: 0.5286, grad_norm: 4.3860, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7233, loss/aux0: 0.7233 2020-10-22 21:08:07,782 - mmaction - INFO - Epoch [85][280/396] lr: 1.500e-04, eta: 3:20:29, time: 1.003, data_time: 0.039, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9544, loss_cls: 0.5286, loss: 0.5286, grad_norm: 4.2051, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6661, loss/aux0: 0.6661 2020-10-22 21:08:09,937 - mmaction - INFO - Epoch [85][280/396] lr: 1.500e-04, eta: 3:20:33, time: 1.080, data_time: 0.041, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9544, loss_cls: 0.5286, loss: 0.5286, grad_norm: 4.1958, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6646, loss/aux0: 0.6646 2020-10-22 21:08:50,694 - mmaction - INFO - Epoch [85][300/396] lr: 1.500e-04, eta: 3:19:50, time: 1.064, data_time: 0.000, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9586, loss_cls: 0.5167, loss: 0.5167, grad_norm: 4.3461, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6697, loss/aux0: 0.6697 2020-10-22 21:08:52,926 - mmaction - INFO - Epoch [85][300/396] lr: 1.500e-04, eta: 3:19:53, time: 1.046, data_time: 0.003, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9586, loss_cls: 0.5167, loss: 0.5167, grad_norm: 4.3685, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6678, loss/aux0: 0.6678 2020-10-22 21:09:30,081 - mmaction - INFO - Epoch [85][320/396] lr: 1.500e-04, eta: 3:19:10, time: 0.939, data_time: 0.000, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9523, loss_cls: 0.5332, loss: 0.5332, grad_norm: 4.3069, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6810, loss/aux0: 0.6810 2020-10-22 21:09:32,700 - mmaction - INFO - Epoch [85][320/396] lr: 1.500e-04, eta: 3:19:13, time: 0.949, data_time: 0.002, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9523, loss_cls: 0.5332, loss: 0.5332, grad_norm: 4.2631, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6797, loss/aux0: 0.6797 2020-10-22 21:10:13,739 - mmaction - INFO - Epoch [85][340/396] lr: 1.500e-04, eta: 3:18:30, time: 1.088, data_time: 0.000, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9630, loss_cls: 0.5113, loss: 0.5113, grad_norm: 4.3027, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6544, loss/aux0: 0.6544 2020-10-22 21:10:15,442 - mmaction - INFO - Epoch [85][340/396] lr: 1.500e-04, eta: 3:18:34, time: 1.053, data_time: 0.002, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9630, loss_cls: 0.5113, loss: 0.5113, grad_norm: 4.3411, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6552, loss/aux0: 0.6552 2020-10-22 21:10:55,227 - mmaction - INFO - Epoch [85][360/396] lr: 1.500e-04, eta: 3:17:51, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9570, loss_cls: 0.5247, loss: 0.5247, grad_norm: 4.3892, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6257, loss/aux0: 0.6257 2020-10-22 21:10:57,465 - mmaction - INFO - Epoch [85][360/396] lr: 1.500e-04, eta: 3:17:55, time: 1.035, data_time: 0.002, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9570, loss_cls: 0.5247, loss: 0.5247, grad_norm: 4.4199, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-22 21:11:36,127 - mmaction - INFO - Epoch [85][380/396] lr: 1.500e-04, eta: 3:17:12, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9586, loss_cls: 0.5259, loss: 0.5259, grad_norm: 4.2465, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6683, loss/aux0: 0.6683 2020-10-22 21:11:38,161 - mmaction - INFO - Epoch [85][380/396] lr: 1.500e-04, eta: 3:17:15, time: 1.054, data_time: 0.003, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9586, loss_cls: 0.5259, loss: 0.5259, grad_norm: 4.2389, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6614, loss/aux0: 0.6614 2020-10-22 21:13:39,200 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-10-22 21:14:56,749 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 21:14:56,866 - mmaction - INFO - top1_acc 0.7828 top5_acc 0.9316 2020-10-22 21:14:56,866 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 21:14:56,880 - mmaction - INFO - mean_acc 0.7834 2020-10-22 21:14:56,883 - mmaction - INFO - Epoch(val) [85][396] top1_acc: 0.7828, top5_acc: 0.9316, mean_class_accuracy: 0.7834 2020-10-22 21:18:05,448 - mmaction - INFO - Epoch [86][20/396] lr: 1.500e-04, eta: 3:15:55, time: 1.011, data_time: 0.400, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9555, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.3658, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6919, loss/aux0: 0.6919 2020-10-22 21:18:06,061 - mmaction - INFO - Epoch [86][20/396] lr: 1.500e-04, eta: 3:15:58, time: 1.012, data_time: 0.403, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9555, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.4106, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.6974, loss/aux0: 0.6974 2020-10-22 21:18:46,821 - mmaction - INFO - Epoch [86][40/396] lr: 1.500e-04, eta: 3:15:15, time: 0.989, data_time: 0.392, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9576, loss_cls: 0.5118, loss: 0.5118, grad_norm: 4.2003, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6611, loss/aux0: 0.6611 2020-10-22 21:18:47,433 - mmaction - INFO - Epoch [86][40/396] lr: 1.500e-04, eta: 3:15:19, time: 0.987, data_time: 0.394, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9576, loss_cls: 0.5118, loss: 0.5118, grad_norm: 4.2322, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6565, loss/aux0: 0.6565 2020-10-22 21:19:29,961 - mmaction - INFO - Epoch [86][60/396] lr: 1.500e-04, eta: 3:14:36, time: 1.039, data_time: 0.048, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9617, loss_cls: 0.5191, loss: 0.5191, grad_norm: 4.2930, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6575, loss/aux0: 0.6575 2020-10-22 21:19:30,603 - mmaction - INFO - Epoch [86][60/396] lr: 1.500e-04, eta: 3:14:39, time: 1.044, data_time: 0.053, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9617, loss_cls: 0.5191, loss: 0.5191, grad_norm: 4.2917, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6610, loss/aux0: 0.6610 2020-10-22 21:20:10,391 - mmaction - INFO - Epoch [86][80/396] lr: 1.500e-04, eta: 3:13:56, time: 0.980, data_time: 0.011, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9568, loss_cls: 0.5299, loss: 0.5299, grad_norm: 4.2674, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6871, loss/aux0: 0.6871 2020-10-22 21:20:11,046 - mmaction - INFO - Epoch [86][80/396] lr: 1.500e-04, eta: 3:13:59, time: 0.983, data_time: 0.015, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9568, loss_cls: 0.5299, loss: 0.5299, grad_norm: 4.2921, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6869, loss/aux0: 0.6869 2020-10-22 21:20:52,669 - mmaction - INFO - Epoch [86][100/396] lr: 1.500e-04, eta: 3:13:16, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.8771, top5_acc: 0.9594, loss_cls: 0.5017, loss: 0.5017, grad_norm: 4.2597, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6803, loss/aux0: 0.6803 2020-10-22 21:20:53,297 - mmaction - INFO - Epoch [86][100/396] lr: 1.500e-04, eta: 3:13:20, time: 1.050, data_time: 0.004, memory: 8337, top1_acc: 0.8771, top5_acc: 0.9594, loss_cls: 0.5017, loss: 0.5017, grad_norm: 4.2646, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6775, loss/aux0: 0.6775 2020-10-22 21:21:33,024 - mmaction - INFO - Epoch [86][120/396] lr: 1.500e-04, eta: 3:12:37, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9596, loss_cls: 0.5056, loss: 0.5056, grad_norm: 4.1892, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6689, loss/aux0: 0.6689 2020-10-22 21:21:33,630 - mmaction - INFO - Epoch [86][120/396] lr: 1.500e-04, eta: 3:12:41, time: 1.036, data_time: 0.002, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9596, loss_cls: 0.5056, loss: 0.5056, grad_norm: 4.2292, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6716, loss/aux0: 0.6716 2020-10-22 21:22:15,117 - mmaction - INFO - Epoch [86][140/396] lr: 1.500e-04, eta: 3:11:58, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9565, loss_cls: 0.5389, loss: 0.5389, grad_norm: 4.2771, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7000, loss/aux0: 0.7000 2020-10-22 21:22:15,764 - mmaction - INFO - Epoch [86][140/396] lr: 1.500e-04, eta: 3:12:01, time: 1.031, data_time: 0.003, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9565, loss_cls: 0.5389, loss: 0.5389, grad_norm: 4.3141, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.6978, loss/aux0: 0.6978 2020-10-22 21:22:55,595 - mmaction - INFO - Epoch [86][160/396] lr: 1.500e-04, eta: 3:11:18, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9591, loss_cls: 0.5054, loss: 0.5054, grad_norm: 4.1227, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-22 21:22:56,216 - mmaction - INFO - Epoch [86][160/396] lr: 1.500e-04, eta: 3:11:21, time: 1.008, data_time: 0.003, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9591, loss_cls: 0.5054, loss: 0.5054, grad_norm: 4.1046, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6517, loss/aux0: 0.6517 2020-10-22 21:23:35,493 - mmaction - INFO - Epoch [86][180/396] lr: 1.500e-04, eta: 3:10:39, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9508, loss_cls: 0.5438, loss: 0.5438, grad_norm: 4.2695, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-22 21:23:36,163 - mmaction - INFO - Epoch [86][180/396] lr: 1.500e-04, eta: 3:10:42, time: 1.023, data_time: 0.002, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9508, loss_cls: 0.5438, loss: 0.5438, grad_norm: 4.2302, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-22 21:24:16,710 - mmaction - INFO - Epoch [86][200/396] lr: 1.500e-04, eta: 3:09:59, time: 0.946, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9547, loss_cls: 0.5244, loss: 0.5244, grad_norm: 4.2452, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-22 21:24:18,106 - mmaction - INFO - Epoch [86][200/396] lr: 1.500e-04, eta: 3:10:02, time: 0.986, data_time: 0.003, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9547, loss_cls: 0.5244, loss: 0.5244, grad_norm: 4.2366, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6507, loss/aux0: 0.6507 2020-10-22 21:24:57,342 - mmaction - INFO - Epoch [86][220/396] lr: 1.500e-04, eta: 3:09:19, time: 0.960, data_time: 0.000, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9557, loss_cls: 0.5282, loss: 0.5282, grad_norm: 4.4146, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7108, loss/aux0: 0.7108 2020-10-22 21:24:57,976 - mmaction - INFO - Epoch [86][220/396] lr: 1.500e-04, eta: 3:09:22, time: 0.962, data_time: 0.003, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9557, loss_cls: 0.5282, loss: 0.5282, grad_norm: 4.4192, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7198, loss/aux0: 0.7198 2020-10-22 21:25:38,427 - mmaction - INFO - Epoch [86][240/396] lr: 1.500e-04, eta: 3:08:39, time: 1.076, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9596, loss_cls: 0.5101, loss: 0.5101, grad_norm: 4.3264, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.6899, loss/aux0: 0.6899 2020-10-22 21:25:39,102 - mmaction - INFO - Epoch [86][240/396] lr: 1.500e-04, eta: 3:08:43, time: 1.009, data_time: 0.002, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9596, loss_cls: 0.5101, loss: 0.5101, grad_norm: 4.3157, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6874, loss/aux0: 0.6874 2020-10-22 21:26:21,595 - mmaction - INFO - Epoch [86][260/396] lr: 1.500e-04, eta: 3:08:00, time: 1.103, data_time: 0.000, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9583, loss_cls: 0.5248, loss: 0.5248, grad_norm: 4.2927, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6432, loss/aux0: 0.6432 2020-10-22 21:26:22,200 - mmaction - INFO - Epoch [86][260/396] lr: 1.500e-04, eta: 3:08:04, time: 1.103, data_time: 0.002, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9583, loss_cls: 0.5248, loss: 0.5248, grad_norm: 4.3510, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6477, loss/aux0: 0.6477 2020-10-22 21:26:59,761 - mmaction - INFO - Epoch [86][280/396] lr: 1.500e-04, eta: 3:07:21, time: 0.958, data_time: 0.000, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9557, loss_cls: 0.5182, loss: 0.5182, grad_norm: 4.2149, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7023, loss/aux0: 0.7023 2020-10-22 21:27:01,814 - mmaction - INFO - Epoch [86][280/396] lr: 1.500e-04, eta: 3:07:24, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9557, loss_cls: 0.5182, loss: 0.5182, grad_norm: 4.2061, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6933, loss/aux0: 0.6933 2020-10-22 21:27:41,204 - mmaction - INFO - Epoch [86][300/396] lr: 1.500e-04, eta: 3:06:41, time: 1.061, data_time: 0.000, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9500, loss_cls: 0.5469, loss: 0.5469, grad_norm: 4.4656, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6696, loss/aux0: 0.6696 2020-10-22 21:27:42,522 - mmaction - INFO - Epoch [86][300/396] lr: 1.500e-04, eta: 3:06:44, time: 1.004, data_time: 0.002, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9500, loss_cls: 0.5469, loss: 0.5469, grad_norm: 4.3892, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6579, loss/aux0: 0.6579 2020-10-22 21:28:24,251 - mmaction - INFO - Epoch [86][320/396] lr: 1.500e-04, eta: 3:06:02, time: 1.087, data_time: 0.000, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9578, loss_cls: 0.5098, loss: 0.5098, grad_norm: 4.3109, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6671, loss/aux0: 0.6671 2020-10-22 21:28:24,860 - mmaction - INFO - Epoch [86][320/396] lr: 1.500e-04, eta: 3:06:05, time: 1.065, data_time: 0.002, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9578, loss_cls: 0.5098, loss: 0.5098, grad_norm: 4.2391, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6801, loss/aux0: 0.6801 2020-10-22 21:29:03,965 - mmaction - INFO - Epoch [86][340/396] lr: 1.500e-04, eta: 3:05:22, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9612, loss_cls: 0.5028, loss: 0.5028, grad_norm: 4.3917, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6734, loss/aux0: 0.6734 2020-10-22 21:29:06,498 - mmaction - INFO - Epoch [86][340/396] lr: 1.500e-04, eta: 3:05:26, time: 1.083, data_time: 0.002, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9612, loss_cls: 0.5028, loss: 0.5028, grad_norm: 4.3706, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6725, loss/aux0: 0.6725 2020-10-22 21:29:44,829 - mmaction - INFO - Epoch [86][360/396] lr: 1.500e-04, eta: 3:04:43, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.8742, top5_acc: 0.9604, loss_cls: 0.5103, loss: 0.5103, grad_norm: 4.4078, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6733, loss/aux0: 0.6733 2020-10-22 21:29:47,118 - mmaction - INFO - Epoch [86][360/396] lr: 1.500e-04, eta: 3:04:47, time: 1.045, data_time: 0.002, memory: 8337, top1_acc: 0.8742, top5_acc: 0.9604, loss_cls: 0.5103, loss: 0.5103, grad_norm: 4.4295, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6728, loss/aux0: 0.6728 2020-10-22 21:30:28,611 - mmaction - INFO - Epoch [86][380/396] lr: 1.500e-04, eta: 3:04:04, time: 1.114, data_time: 0.000, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9542, loss_cls: 0.5237, loss: 0.5237, grad_norm: 4.3340, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6965, loss/aux0: 0.6965 2020-10-22 21:30:30,538 - mmaction - INFO - Epoch [86][380/396] lr: 1.500e-04, eta: 3:04:08, time: 1.110, data_time: 0.002, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9542, loss_cls: 0.5237, loss: 0.5237, grad_norm: 4.3080, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7044, loss/aux0: 0.7044 2020-10-22 21:32:20,195 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-10-22 21:35:27,879 - mmaction - INFO - Epoch [87][20/396] lr: 1.500e-04, eta: 3:02:48, time: 1.096, data_time: 0.000, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9630, loss_cls: 0.5114, loss: 0.5114, grad_norm: 4.1888, top1_acc/aux0: 0.8405, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-22 21:35:28,506 - mmaction - INFO - Epoch [87][20/396] lr: 1.500e-04, eta: 3:02:52, time: 1.099, data_time: 0.003, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9630, loss_cls: 0.5114, loss: 0.5114, grad_norm: 4.2253, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6384, loss/aux0: 0.6384 2020-10-22 21:36:06,977 - mmaction - INFO - Epoch [87][40/396] lr: 1.500e-04, eta: 3:02:09, time: 0.973, data_time: 0.000, memory: 8337, top1_acc: 0.8687, top5_acc: 0.9573, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.3495, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7146, loss/aux0: 0.7146 2020-10-22 21:36:07,744 - mmaction - INFO - Epoch [87][40/396] lr: 1.500e-04, eta: 3:02:12, time: 0.982, data_time: 0.002, memory: 8337, top1_acc: 0.8687, top5_acc: 0.9573, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.3005, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7088, loss/aux0: 0.7088 2020-10-22 21:36:48,477 - mmaction - INFO - Epoch [87][60/396] lr: 1.500e-04, eta: 3:01:29, time: 1.093, data_time: 0.000, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9510, loss_cls: 0.5465, loss: 0.5465, grad_norm: 4.2999, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6690, loss/aux0: 0.6690 2020-10-22 21:36:49,306 - mmaction - INFO - Epoch [87][60/396] lr: 1.500e-04, eta: 3:01:32, time: 1.023, data_time: 0.002, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9510, loss_cls: 0.5465, loss: 0.5465, grad_norm: 4.2852, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6664, loss/aux0: 0.6664 2020-10-22 21:37:30,252 - mmaction - INFO - Epoch [87][80/396] lr: 1.500e-04, eta: 3:00:50, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9555, loss_cls: 0.5381, loss: 0.5381, grad_norm: 4.3803, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6910, loss/aux0: 0.6910 2020-10-22 21:37:31,360 - mmaction - INFO - Epoch [87][80/396] lr: 1.500e-04, eta: 3:00:53, time: 1.055, data_time: 0.004, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9555, loss_cls: 0.5381, loss: 0.5381, grad_norm: 4.3988, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6974, loss/aux0: 0.6974 2020-10-22 21:38:13,420 - mmaction - INFO - Epoch [87][100/396] lr: 1.500e-04, eta: 3:00:10, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9570, loss_cls: 0.5360, loss: 0.5360, grad_norm: 4.2918, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-22 21:38:14,039 - mmaction - INFO - Epoch [87][100/396] lr: 1.500e-04, eta: 3:00:14, time: 1.050, data_time: 0.002, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9570, loss_cls: 0.5360, loss: 0.5360, grad_norm: 4.3349, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6338, loss/aux0: 0.6338 2020-10-22 21:38:52,810 - mmaction - INFO - Epoch [87][120/396] lr: 1.500e-04, eta: 2:59:31, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9562, loss_cls: 0.5206, loss: 0.5206, grad_norm: 4.2979, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6809, loss/aux0: 0.6809 2020-10-22 21:38:53,418 - mmaction - INFO - Epoch [87][120/396] lr: 1.500e-04, eta: 2:59:34, time: 0.970, data_time: 0.003, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9562, loss_cls: 0.5206, loss: 0.5206, grad_norm: 4.2829, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6728, loss/aux0: 0.6728 2020-10-22 21:39:34,537 - mmaction - INFO - Epoch [87][140/396] lr: 1.500e-04, eta: 2:58:51, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9549, loss_cls: 0.5425, loss: 0.5425, grad_norm: 4.3114, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6528, loss/aux0: 0.6528 2020-10-22 21:39:35,149 - mmaction - INFO - Epoch [87][140/396] lr: 1.500e-04, eta: 2:58:54, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9549, loss_cls: 0.5425, loss: 0.5425, grad_norm: 4.3350, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6586, loss/aux0: 0.6586 2020-10-22 21:40:15,214 - mmaction - INFO - Epoch [87][160/396] lr: 1.500e-04, eta: 2:58:12, time: 1.011, data_time: 0.000, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9560, loss_cls: 0.5373, loss: 0.5373, grad_norm: 4.3715, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7008, loss/aux0: 0.7008 2020-10-22 21:40:16,263 - mmaction - INFO - Epoch [87][160/396] lr: 1.500e-04, eta: 2:58:15, time: 1.034, data_time: 0.003, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9560, loss_cls: 0.5373, loss: 0.5373, grad_norm: 4.4120, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7126, loss/aux0: 0.7126 2020-10-22 21:40:57,605 - mmaction - INFO - Epoch [87][180/396] lr: 1.500e-04, eta: 2:57:32, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9578, loss_cls: 0.5330, loss: 0.5330, grad_norm: 4.3546, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7252, loss/aux0: 0.7252 2020-10-22 21:40:58,218 - mmaction - INFO - Epoch [87][180/396] lr: 1.500e-04, eta: 2:57:35, time: 0.999, data_time: 0.002, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9578, loss_cls: 0.5330, loss: 0.5330, grad_norm: 4.3401, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7117, loss/aux0: 0.7117 2020-10-22 21:41:37,874 - mmaction - INFO - Epoch [87][200/396] lr: 1.500e-04, eta: 2:56:53, time: 1.029, data_time: 0.000, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9581, loss_cls: 0.5326, loss: 0.5326, grad_norm: 4.2091, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6707, loss/aux0: 0.6707 2020-10-22 21:41:38,480 - mmaction - INFO - Epoch [87][200/396] lr: 1.500e-04, eta: 2:56:56, time: 0.994, data_time: 0.002, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9581, loss_cls: 0.5326, loss: 0.5326, grad_norm: 4.2529, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6703, loss/aux0: 0.6703 2020-10-22 21:42:19,549 - mmaction - INFO - Epoch [87][220/396] lr: 1.500e-04, eta: 2:56:13, time: 1.041, data_time: 0.000, memory: 8337, top1_acc: 0.8747, top5_acc: 0.9589, loss_cls: 0.5110, loss: 0.5110, grad_norm: 4.3128, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6866, loss/aux0: 0.6866 2020-10-22 21:42:21,679 - mmaction - INFO - Epoch [87][220/396] lr: 1.500e-04, eta: 2:56:16, time: 1.063, data_time: 0.003, memory: 8337, top1_acc: 0.8747, top5_acc: 0.9589, loss_cls: 0.5110, loss: 0.5110, grad_norm: 4.3298, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6891, loss/aux0: 0.6891 2020-10-22 21:43:00,400 - mmaction - INFO - Epoch [87][240/396] lr: 1.500e-04, eta: 2:55:34, time: 1.041, data_time: 0.000, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9628, loss_cls: 0.4768, loss: 0.4768, grad_norm: 4.3490, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7087, loss/aux0: 0.7087 2020-10-22 21:43:01,324 - mmaction - INFO - Epoch [87][240/396] lr: 1.500e-04, eta: 2:55:37, time: 1.056, data_time: 0.002, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9628, loss_cls: 0.4768, loss: 0.4768, grad_norm: 4.3048, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7066, loss/aux0: 0.7066 2020-10-22 21:43:41,544 - mmaction - INFO - Epoch [87][260/396] lr: 1.500e-04, eta: 2:54:54, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9542, loss_cls: 0.5313, loss: 0.5313, grad_norm: 4.2784, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6670, loss/aux0: 0.6670 2020-10-22 21:43:42,931 - mmaction - INFO - Epoch [87][260/396] lr: 1.500e-04, eta: 2:54:57, time: 1.049, data_time: 0.002, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9542, loss_cls: 0.5313, loss: 0.5313, grad_norm: 4.2972, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6623, loss/aux0: 0.6623 2020-10-22 21:44:25,767 - mmaction - INFO - Epoch [87][280/396] lr: 1.500e-04, eta: 2:54:15, time: 1.159, data_time: 0.000, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9596, loss_cls: 0.5026, loss: 0.5026, grad_norm: 4.2662, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6743, loss/aux0: 0.6743 2020-10-22 21:44:26,395 - mmaction - INFO - Epoch [87][280/396] lr: 1.500e-04, eta: 2:54:19, time: 1.159, data_time: 0.002, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9596, loss_cls: 0.5026, loss: 0.5026, grad_norm: 4.2751, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6790, loss/aux0: 0.6790 2020-10-22 21:45:04,292 - mmaction - INFO - Epoch [87][300/396] lr: 1.500e-04, eta: 2:53:36, time: 0.946, data_time: 0.005, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9526, loss_cls: 0.5330, loss: 0.5330, grad_norm: 4.2445, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6547, loss/aux0: 0.6547 2020-10-22 21:45:06,137 - mmaction - INFO - Epoch [87][300/396] lr: 1.500e-04, eta: 2:53:39, time: 1.007, data_time: 0.007, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9526, loss_cls: 0.5330, loss: 0.5330, grad_norm: 4.2912, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6594, loss/aux0: 0.6594 2020-10-22 21:45:44,937 - mmaction - INFO - Epoch [87][320/396] lr: 1.500e-04, eta: 2:52:56, time: 1.050, data_time: 0.006, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9542, loss_cls: 0.5225, loss: 0.5225, grad_norm: 4.2366, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6570, loss/aux0: 0.6570 2020-10-22 21:45:46,423 - mmaction - INFO - Epoch [87][320/396] lr: 1.500e-04, eta: 2:52:59, time: 0.971, data_time: 0.002, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9542, loss_cls: 0.5225, loss: 0.5225, grad_norm: 4.2000, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6468, loss/aux0: 0.6468 2020-10-22 21:46:25,929 - mmaction - INFO - Epoch [87][340/396] lr: 1.500e-04, eta: 2:52:16, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9576, loss_cls: 0.5245, loss: 0.5245, grad_norm: 4.4095, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6566, loss/aux0: 0.6566 2020-10-22 21:46:29,160 - mmaction - INFO - Epoch [87][340/396] lr: 1.500e-04, eta: 2:52:19, time: 1.016, data_time: 0.003, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9576, loss_cls: 0.5245, loss: 0.5245, grad_norm: 4.3911, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6595, loss/aux0: 0.6595 2020-10-22 21:47:09,159 - mmaction - INFO - Epoch [87][360/396] lr: 1.500e-04, eta: 2:51:37, time: 1.090, data_time: 0.000, memory: 8337, top1_acc: 0.8776, top5_acc: 0.9604, loss_cls: 0.4865, loss: 0.4865, grad_norm: 4.3425, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6829, loss/aux0: 0.6829 2020-10-22 21:47:11,241 - mmaction - INFO - Epoch [87][360/396] lr: 1.500e-04, eta: 2:51:40, time: 1.008, data_time: 0.005, memory: 8337, top1_acc: 0.8776, top5_acc: 0.9604, loss_cls: 0.4865, loss: 0.4865, grad_norm: 4.3384, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6806, loss/aux0: 0.6806 2020-10-22 21:47:49,910 - mmaction - INFO - Epoch [87][380/396] lr: 1.500e-04, eta: 2:50:58, time: 1.085, data_time: 0.000, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9568, loss_cls: 0.5350, loss: 0.5350, grad_norm: 4.3354, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6526, loss/aux0: 0.6526 2020-10-22 21:47:50,566 - mmaction - INFO - Epoch [87][380/396] lr: 1.500e-04, eta: 2:51:01, time: 1.020, data_time: 0.002, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9568, loss_cls: 0.5350, loss: 0.5350, grad_norm: 4.3695, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6536, loss/aux0: 0.6536 2020-10-22 21:49:34,273 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-10-22 21:52:28,910 - mmaction - INFO - Epoch [88][20/396] lr: 1.500e-04, eta: 2:49:41, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9604, loss_cls: 0.5182, loss: 0.5182, grad_norm: 4.2994, top1_acc/aux0: 0.8322, top5_acc/aux0: 0.9454, loss_cls/aux0: 0.6583, loss/aux0: 0.6583 2020-10-22 21:52:29,521 - mmaction - INFO - Epoch [88][20/396] lr: 1.500e-04, eta: 2:49:44, time: 1.010, data_time: 0.001, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9604, loss_cls: 0.5182, loss: 0.5182, grad_norm: 4.3421, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6627, loss/aux0: 0.6627 2020-10-22 21:53:11,753 - mmaction - INFO - Epoch [88][40/396] lr: 1.500e-04, eta: 2:49:02, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9573, loss_cls: 0.5229, loss: 0.5229, grad_norm: 4.3566, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6463, loss/aux0: 0.6463 2020-10-22 21:53:12,371 - mmaction - INFO - Epoch [88][40/396] lr: 1.500e-04, eta: 2:49:05, time: 0.984, data_time: 0.002, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9573, loss_cls: 0.5229, loss: 0.5229, grad_norm: 4.3138, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-22 21:53:55,068 - mmaction - INFO - Epoch [88][60/396] lr: 1.500e-04, eta: 2:48:22, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9568, loss_cls: 0.5330, loss: 0.5330, grad_norm: 4.3620, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7026, loss/aux0: 0.7026 2020-10-22 21:53:55,699 - mmaction - INFO - Epoch [88][60/396] lr: 1.500e-04, eta: 2:48:25, time: 1.039, data_time: 0.003, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9568, loss_cls: 0.5330, loss: 0.5330, grad_norm: 4.3633, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7131, loss/aux0: 0.7131 2020-10-22 21:54:35,216 - mmaction - INFO - Epoch [88][80/396] lr: 1.500e-04, eta: 2:47:43, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9542, loss_cls: 0.5515, loss: 0.5515, grad_norm: 4.3767, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6780, loss/aux0: 0.6780 2020-10-22 21:54:35,834 - mmaction - INFO - Epoch [88][80/396] lr: 1.500e-04, eta: 2:47:46, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9542, loss_cls: 0.5515, loss: 0.5515, grad_norm: 4.3877, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6716, loss/aux0: 0.6716 2020-10-22 21:55:16,743 - mmaction - INFO - Epoch [88][100/396] lr: 1.500e-04, eta: 2:47:03, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9594, loss_cls: 0.5180, loss: 0.5180, grad_norm: 4.3186, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6733, loss/aux0: 0.6733 2020-10-22 21:55:17,544 - mmaction - INFO - Epoch [88][100/396] lr: 1.500e-04, eta: 2:47:06, time: 1.046, data_time: 0.003, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9594, loss_cls: 0.5180, loss: 0.5180, grad_norm: 4.3435, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6765, loss/aux0: 0.6765 2020-10-22 21:56:00,572 - mmaction - INFO - Epoch [88][120/396] lr: 1.500e-04, eta: 2:46:24, time: 1.139, data_time: 0.000, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9531, loss_cls: 0.5546, loss: 0.5546, grad_norm: 4.3652, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6538, loss/aux0: 0.6538 2020-10-22 21:56:01,159 - mmaction - INFO - Epoch [88][120/396] lr: 1.500e-04, eta: 2:46:28, time: 1.139, data_time: 0.002, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9531, loss_cls: 0.5546, loss: 0.5546, grad_norm: 4.3540, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6503, loss/aux0: 0.6503 2020-10-22 21:56:40,324 - mmaction - INFO - Epoch [88][140/396] lr: 1.500e-04, eta: 2:45:45, time: 0.961, data_time: 0.000, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9607, loss_cls: 0.5149, loss: 0.5149, grad_norm: 4.4421, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7000, loss/aux0: 0.7000 2020-10-22 21:56:41,114 - mmaction - INFO - Epoch [88][140/396] lr: 1.500e-04, eta: 2:45:48, time: 0.970, data_time: 0.003, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9607, loss_cls: 0.5149, loss: 0.5149, grad_norm: 4.5175, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7131, loss/aux0: 0.7131 2020-10-22 21:57:23,801 - mmaction - INFO - Epoch [88][160/396] lr: 1.500e-04, eta: 2:45:05, time: 1.130, data_time: 0.000, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9583, loss_cls: 0.5282, loss: 0.5282, grad_norm: 4.3540, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6809, loss/aux0: 0.6809 2020-10-22 21:57:24,415 - mmaction - INFO - Epoch [88][160/396] lr: 1.500e-04, eta: 2:45:09, time: 1.107, data_time: 0.002, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9583, loss_cls: 0.5282, loss: 0.5282, grad_norm: 4.3340, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6706, loss/aux0: 0.6706 2020-10-22 21:58:06,008 - mmaction - INFO - Epoch [88][180/396] lr: 1.500e-04, eta: 2:44:26, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9534, loss_cls: 0.5377, loss: 0.5377, grad_norm: 4.2986, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7023, loss/aux0: 0.7023 2020-10-22 21:58:06,616 - mmaction - INFO - Epoch [88][180/396] lr: 1.500e-04, eta: 2:44:29, time: 1.014, data_time: 0.003, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9534, loss_cls: 0.5377, loss: 0.5377, grad_norm: 4.2509, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6985, loss/aux0: 0.6985 2020-10-22 21:58:46,194 - mmaction - INFO - Epoch [88][200/396] lr: 1.500e-04, eta: 2:43:46, time: 0.946, data_time: 0.000, memory: 8337, top1_acc: 0.8839, top5_acc: 0.9607, loss_cls: 0.4988, loss: 0.4988, grad_norm: 4.0918, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6413, loss/aux0: 0.6413 2020-10-22 21:58:46,816 - mmaction - INFO - Epoch [88][200/396] lr: 1.500e-04, eta: 2:43:49, time: 0.943, data_time: 0.002, memory: 8337, top1_acc: 0.8839, top5_acc: 0.9607, loss_cls: 0.4988, loss: 0.4988, grad_norm: 4.1134, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6435, loss/aux0: 0.6435 2020-10-22 21:59:28,180 - mmaction - INFO - Epoch [88][220/396] lr: 1.500e-04, eta: 2:43:07, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9609, loss_cls: 0.5057, loss: 0.5057, grad_norm: 4.3399, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6766, loss/aux0: 0.6766 2020-10-22 21:59:28,793 - mmaction - INFO - Epoch [88][220/396] lr: 1.500e-04, eta: 2:43:10, time: 1.039, data_time: 0.002, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9609, loss_cls: 0.5057, loss: 0.5057, grad_norm: 4.3066, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6828, loss/aux0: 0.6828 2020-10-22 22:00:09,137 - mmaction - INFO - Epoch [88][240/396] lr: 1.500e-04, eta: 2:42:27, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9583, loss_cls: 0.4954, loss: 0.4954, grad_norm: 4.3368, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6928, loss/aux0: 0.6928 2020-10-22 22:00:10,659 - mmaction - INFO - Epoch [88][240/396] lr: 1.500e-04, eta: 2:42:30, time: 1.018, data_time: 0.001, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9583, loss_cls: 0.4954, loss: 0.4954, grad_norm: 4.2942, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6884, loss/aux0: 0.6884 2020-10-22 22:00:50,855 - mmaction - INFO - Epoch [88][260/396] lr: 1.500e-04, eta: 2:41:47, time: 1.034, data_time: 0.004, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9586, loss_cls: 0.5305, loss: 0.5305, grad_norm: 4.3662, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7028, loss/aux0: 0.7028 2020-10-22 22:00:52,641 - mmaction - INFO - Epoch [88][260/396] lr: 1.500e-04, eta: 2:41:50, time: 1.027, data_time: 0.004, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9586, loss_cls: 0.5305, loss: 0.5305, grad_norm: 4.3128, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7074, loss/aux0: 0.7074 2020-10-22 22:01:31,903 - mmaction - INFO - Epoch [88][280/396] lr: 1.500e-04, eta: 2:41:08, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8695, top5_acc: 0.9622, loss_cls: 0.5017, loss: 0.5017, grad_norm: 4.4182, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7110, loss/aux0: 0.7110 2020-10-22 22:01:33,994 - mmaction - INFO - Epoch [88][280/396] lr: 1.500e-04, eta: 2:41:11, time: 1.036, data_time: 0.003, memory: 8337, top1_acc: 0.8695, top5_acc: 0.9622, loss_cls: 0.5017, loss: 0.5017, grad_norm: 4.4066, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7042, loss/aux0: 0.7042 2020-10-22 22:02:13,790 - mmaction - INFO - Epoch [88][300/396] lr: 1.500e-04, eta: 2:40:29, time: 1.073, data_time: 0.000, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9563, loss_cls: 0.5448, loss: 0.5448, grad_norm: 4.4946, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6960, loss/aux0: 0.6960 2020-10-22 22:02:16,294 - mmaction - INFO - Epoch [88][300/396] lr: 1.500e-04, eta: 2:40:32, time: 1.095, data_time: 0.001, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9563, loss_cls: 0.5448, loss: 0.5448, grad_norm: 4.4670, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6952, loss/aux0: 0.6952 2020-10-22 22:02:54,283 - mmaction - INFO - Epoch [88][320/396] lr: 1.500e-04, eta: 2:39:49, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9604, loss_cls: 0.5124, loss: 0.5124, grad_norm: 4.2760, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6499, loss/aux0: 0.6499 2020-10-22 22:02:56,176 - mmaction - INFO - Epoch [88][320/396] lr: 1.500e-04, eta: 2:39:52, time: 1.011, data_time: 0.003, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9604, loss_cls: 0.5124, loss: 0.5124, grad_norm: 4.2925, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6457, loss/aux0: 0.6457 2020-10-22 22:03:35,961 - mmaction - INFO - Epoch [88][340/396] lr: 1.500e-04, eta: 2:39:10, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9573, loss_cls: 0.5291, loss: 0.5291, grad_norm: 4.3648, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6609, loss/aux0: 0.6609 2020-10-22 22:03:38,329 - mmaction - INFO - Epoch [88][340/396] lr: 1.500e-04, eta: 2:39:12, time: 1.039, data_time: 0.002, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9573, loss_cls: 0.5291, loss: 0.5291, grad_norm: 4.3566, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-22 22:04:16,941 - mmaction - INFO - Epoch [88][360/396] lr: 1.500e-04, eta: 2:38:30, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9560, loss_cls: 0.5318, loss: 0.5318, grad_norm: 4.2513, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6525, loss/aux0: 0.6525 2020-10-22 22:04:19,359 - mmaction - INFO - Epoch [88][360/396] lr: 1.500e-04, eta: 2:38:33, time: 1.009, data_time: 0.002, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9560, loss_cls: 0.5318, loss: 0.5318, grad_norm: 4.2181, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6504, loss/aux0: 0.6504 2020-10-22 22:04:58,627 - mmaction - INFO - Epoch [88][380/396] lr: 1.500e-04, eta: 2:37:50, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.8776, top5_acc: 0.9578, loss_cls: 0.5121, loss: 0.5121, grad_norm: 4.4856, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7012, loss/aux0: 0.7012 2020-10-22 22:04:59,257 - mmaction - INFO - Epoch [88][380/396] lr: 1.500e-04, eta: 2:37:53, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.8776, top5_acc: 0.9578, loss_cls: 0.5121, loss: 0.5121, grad_norm: 4.4500, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6985, loss/aux0: 0.6985 2020-10-22 22:06:46,457 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-22 22:09:39,217 - mmaction - INFO - Epoch [89][20/396] lr: 1.500e-04, eta: 2:36:35, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9612, loss_cls: 0.5088, loss: 0.5088, grad_norm: 4.3086, top1_acc/aux0: 0.8317, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-22 22:09:39,837 - mmaction - INFO - Epoch [89][20/396] lr: 1.500e-04, eta: 2:36:37, time: 1.002, data_time: 0.002, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9612, loss_cls: 0.5088, loss: 0.5088, grad_norm: 4.3599, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6550, loss/aux0: 0.6550 2020-10-22 22:10:19,762 - mmaction - INFO - Epoch [89][40/396] lr: 1.500e-04, eta: 2:35:55, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9583, loss_cls: 0.5140, loss: 0.5140, grad_norm: 4.2623, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6629, loss/aux0: 0.6629 2020-10-22 22:10:20,473 - mmaction - INFO - Epoch [89][40/396] lr: 1.500e-04, eta: 2:35:58, time: 1.033, data_time: 0.008, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9583, loss_cls: 0.5140, loss: 0.5140, grad_norm: 4.2567, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6526, loss/aux0: 0.6526 2020-10-22 22:10:59,917 - mmaction - INFO - Epoch [89][60/396] lr: 1.500e-04, eta: 2:35:15, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9625, loss_cls: 0.5012, loss: 0.5012, grad_norm: 4.2282, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6577, loss/aux0: 0.6577 2020-10-22 22:11:02,093 - mmaction - INFO - Epoch [89][60/396] lr: 1.500e-04, eta: 2:35:18, time: 1.074, data_time: 0.002, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9625, loss_cls: 0.5012, loss: 0.5012, grad_norm: 4.2560, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6605, loss/aux0: 0.6605 2020-10-22 22:11:41,430 - mmaction - INFO - Epoch [89][80/396] lr: 1.500e-04, eta: 2:34:36, time: 0.958, data_time: 0.000, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9549, loss_cls: 0.5394, loss: 0.5394, grad_norm: 4.4299, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6752, loss/aux0: 0.6752 2020-10-22 22:11:42,582 - mmaction - INFO - Epoch [89][80/396] lr: 1.500e-04, eta: 2:34:38, time: 0.986, data_time: 0.002, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9549, loss_cls: 0.5394, loss: 0.5394, grad_norm: 4.4269, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6726, loss/aux0: 0.6726 2020-10-22 22:12:22,634 - mmaction - INFO - Epoch [89][100/396] lr: 1.500e-04, eta: 2:33:56, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9578, loss_cls: 0.5189, loss: 0.5189, grad_norm: 4.3927, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6547, loss/aux0: 0.6547 2020-10-22 22:12:23,960 - mmaction - INFO - Epoch [89][100/396] lr: 1.500e-04, eta: 2:33:59, time: 1.047, data_time: 0.002, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9578, loss_cls: 0.5189, loss: 0.5189, grad_norm: 4.3928, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6514, loss/aux0: 0.6514 2020-10-22 22:13:04,315 - mmaction - INFO - Epoch [89][120/396] lr: 1.500e-04, eta: 2:33:17, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9568, loss_cls: 0.5399, loss: 0.5399, grad_norm: 4.3032, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6950, loss/aux0: 0.6950 2020-10-22 22:13:04,916 - mmaction - INFO - Epoch [89][120/396] lr: 1.500e-04, eta: 2:33:19, time: 0.943, data_time: 0.001, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9568, loss_cls: 0.5399, loss: 0.5399, grad_norm: 4.2545, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6972, loss/aux0: 0.6972 2020-10-22 22:13:45,451 - mmaction - INFO - Epoch [89][140/396] lr: 1.500e-04, eta: 2:32:37, time: 1.039, data_time: 0.057, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9602, loss_cls: 0.4909, loss: 0.4909, grad_norm: 4.2262, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6501, loss/aux0: 0.6501 2020-10-22 22:13:46,048 - mmaction - INFO - Epoch [89][140/396] lr: 1.500e-04, eta: 2:32:40, time: 1.038, data_time: 0.058, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9602, loss_cls: 0.4909, loss: 0.4909, grad_norm: 4.2146, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6518, loss/aux0: 0.6518 2020-10-22 22:14:26,041 - mmaction - INFO - Epoch [89][160/396] lr: 1.500e-04, eta: 2:31:58, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8750, top5_acc: 0.9612, loss_cls: 0.4988, loss: 0.4988, grad_norm: 4.2792, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.6923, loss/aux0: 0.6923 2020-10-22 22:14:27,753 - mmaction - INFO - Epoch [89][160/396] lr: 1.500e-04, eta: 2:32:00, time: 1.059, data_time: 0.003, memory: 8337, top1_acc: 0.8750, top5_acc: 0.9612, loss_cls: 0.4988, loss: 0.4988, grad_norm: 4.3045, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.6993, loss/aux0: 0.6993 2020-10-22 22:15:06,197 - mmaction - INFO - Epoch [89][180/396] lr: 1.500e-04, eta: 2:31:18, time: 0.996, data_time: 0.019, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9549, loss_cls: 0.5186, loss: 0.5186, grad_norm: 4.2775, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6503, loss/aux0: 0.6503 2020-10-22 22:15:08,583 - mmaction - INFO - Epoch [89][180/396] lr: 1.500e-04, eta: 2:31:21, time: 1.078, data_time: 0.068, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9549, loss_cls: 0.5186, loss: 0.5186, grad_norm: 4.2851, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6398, loss/aux0: 0.6398 2020-10-22 22:15:46,954 - mmaction - INFO - Epoch [89][200/396] lr: 1.500e-04, eta: 2:30:39, time: 1.050, data_time: 0.119, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9529, loss_cls: 0.5279, loss: 0.5279, grad_norm: 4.3465, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6678, loss/aux0: 0.6678 2020-10-22 22:15:48,243 - mmaction - INFO - Epoch [89][200/396] lr: 1.500e-04, eta: 2:30:41, time: 1.006, data_time: 0.116, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9529, loss_cls: 0.5279, loss: 0.5279, grad_norm: 4.3775, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6819, loss/aux0: 0.6819 2020-10-22 22:16:29,574 - mmaction - INFO - Epoch [89][220/396] lr: 1.500e-04, eta: 2:29:59, time: 1.123, data_time: 0.000, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9544, loss_cls: 0.5297, loss: 0.5297, grad_norm: 4.4494, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6683, loss/aux0: 0.6683 2020-10-22 22:16:31,439 - mmaction - INFO - Epoch [89][220/396] lr: 1.500e-04, eta: 2:30:02, time: 1.058, data_time: 0.002, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9544, loss_cls: 0.5297, loss: 0.5297, grad_norm: 4.4375, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6601, loss/aux0: 0.6601 2020-10-22 22:17:10,591 - mmaction - INFO - Epoch [89][240/396] lr: 1.500e-04, eta: 2:29:20, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9560, loss_cls: 0.5184, loss: 0.5184, grad_norm: 4.1999, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6737, loss/aux0: 0.6737 2020-10-22 22:17:12,075 - mmaction - INFO - Epoch [89][240/396] lr: 1.500e-04, eta: 2:29:23, time: 1.051, data_time: 0.002, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9560, loss_cls: 0.5184, loss: 0.5184, grad_norm: 4.2249, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6712, loss/aux0: 0.6712 2020-10-22 22:17:51,771 - mmaction - INFO - Epoch [89][260/396] lr: 1.500e-04, eta: 2:28:41, time: 1.051, data_time: 0.009, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9552, loss_cls: 0.5211, loss: 0.5211, grad_norm: 4.3704, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6762, loss/aux0: 0.6762 2020-10-22 22:17:53,014 - mmaction - INFO - Epoch [89][260/396] lr: 1.500e-04, eta: 2:28:43, time: 0.983, data_time: 0.012, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9552, loss_cls: 0.5211, loss: 0.5211, grad_norm: 4.4103, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6761, loss/aux0: 0.6761 2020-10-22 22:18:32,172 - mmaction - INFO - Epoch [89][280/396] lr: 1.500e-04, eta: 2:28:01, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.8779, top5_acc: 0.9604, loss_cls: 0.4948, loss: 0.4948, grad_norm: 4.4135, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6588, loss/aux0: 0.6588 2020-10-22 22:18:34,813 - mmaction - INFO - Epoch [89][280/396] lr: 1.500e-04, eta: 2:28:03, time: 1.006, data_time: 0.003, memory: 8337, top1_acc: 0.8779, top5_acc: 0.9604, loss_cls: 0.4948, loss: 0.4948, grad_norm: 4.3965, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6636, loss/aux0: 0.6636 2020-10-22 22:19:14,727 - mmaction - INFO - Epoch [89][300/396] lr: 1.500e-04, eta: 2:27:21, time: 1.101, data_time: 0.000, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9578, loss_cls: 0.5260, loss: 0.5260, grad_norm: 4.3491, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6670, loss/aux0: 0.6670 2020-10-22 22:19:17,394 - mmaction - INFO - Epoch [89][300/396] lr: 1.500e-04, eta: 2:27:24, time: 1.125, data_time: 0.008, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9578, loss_cls: 0.5260, loss: 0.5260, grad_norm: 4.3600, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6633, loss/aux0: 0.6633 2020-10-22 22:19:55,772 - mmaction - INFO - Epoch [89][320/396] lr: 1.500e-04, eta: 2:26:42, time: 1.061, data_time: 0.431, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9620, loss_cls: 0.4970, loss: 0.4970, grad_norm: 4.3269, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6483, loss/aux0: 0.6483 2020-10-22 22:19:56,395 - mmaction - INFO - Epoch [89][320/396] lr: 1.500e-04, eta: 2:26:45, time: 1.033, data_time: 0.433, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9620, loss_cls: 0.4970, loss: 0.4970, grad_norm: 4.2857, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-22 22:20:37,953 - mmaction - INFO - Epoch [89][340/396] lr: 1.500e-04, eta: 2:26:03, time: 1.048, data_time: 0.107, memory: 8337, top1_acc: 0.8745, top5_acc: 0.9604, loss_cls: 0.4965, loss: 0.4965, grad_norm: 4.2796, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6451, loss/aux0: 0.6451 2020-10-22 22:20:38,550 - mmaction - INFO - Epoch [89][340/396] lr: 1.500e-04, eta: 2:26:05, time: 1.048, data_time: 0.109, memory: 8337, top1_acc: 0.8745, top5_acc: 0.9604, loss_cls: 0.4965, loss: 0.4965, grad_norm: 4.3110, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6496, loss/aux0: 0.6496 2020-10-22 22:21:19,849 - mmaction - INFO - Epoch [89][360/396] lr: 1.500e-04, eta: 2:25:23, time: 1.052, data_time: 0.070, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9570, loss_cls: 0.5200, loss: 0.5200, grad_norm: 4.2816, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6667, loss/aux0: 0.6667 2020-10-22 22:21:20,472 - mmaction - INFO - Epoch [89][360/396] lr: 1.500e-04, eta: 2:25:26, time: 1.053, data_time: 0.072, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9570, loss_cls: 0.5200, loss: 0.5200, grad_norm: 4.2875, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6761, loss/aux0: 0.6761 2020-10-22 22:22:00,044 - mmaction - INFO - Epoch [89][380/396] lr: 1.500e-04, eta: 2:24:44, time: 1.022, data_time: 0.179, memory: 8337, top1_acc: 0.8732, top5_acc: 0.9599, loss_cls: 0.4946, loss: 0.4946, grad_norm: 4.2800, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6877, loss/aux0: 0.6877 2020-10-22 22:22:01,246 - mmaction - INFO - Epoch [89][380/396] lr: 1.500e-04, eta: 2:24:46, time: 1.041, data_time: 0.181, memory: 8337, top1_acc: 0.8732, top5_acc: 0.9599, loss_cls: 0.4946, loss: 0.4946, grad_norm: 4.2397, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6782, loss/aux0: 0.6782 2020-10-22 22:23:45,111 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-10-22 22:26:39,823 - mmaction - INFO - Epoch [90][20/396] lr: 1.500e-04, eta: 2:23:28, time: 1.008, data_time: 0.277, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9596, loss_cls: 0.4953, loss: 0.4953, grad_norm: 4.2536, top1_acc/aux0: 0.8215, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7188, loss/aux0: 0.7188 2020-10-22 22:26:40,465 - mmaction - INFO - Epoch [90][20/396] lr: 1.500e-04, eta: 2:23:31, time: 1.010, data_time: 0.280, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9596, loss_cls: 0.4953, loss: 0.4953, grad_norm: 4.2342, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7115, loss/aux0: 0.7115 2020-10-22 22:27:20,134 - mmaction - INFO - Epoch [90][40/396] lr: 1.500e-04, eta: 2:22:49, time: 0.998, data_time: 0.309, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9578, loss_cls: 0.5226, loss: 0.5226, grad_norm: 4.3056, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6491, loss/aux0: 0.6491 2020-10-22 22:27:21,981 - mmaction - INFO - Epoch [90][40/396] lr: 1.500e-04, eta: 2:22:51, time: 1.062, data_time: 0.311, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9578, loss_cls: 0.5226, loss: 0.5226, grad_norm: 4.2718, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6461, loss/aux0: 0.6461 2020-10-22 22:28:02,066 - mmaction - INFO - Epoch [90][60/396] lr: 1.500e-04, eta: 2:22:09, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9635, loss_cls: 0.5097, loss: 0.5097, grad_norm: 4.4099, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6645, loss/aux0: 0.6645 2020-10-22 22:28:03,357 - mmaction - INFO - Epoch [90][60/396] lr: 1.500e-04, eta: 2:22:12, time: 1.036, data_time: 0.003, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9635, loss_cls: 0.5097, loss: 0.5097, grad_norm: 4.4262, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6705, loss/aux0: 0.6705 2020-10-22 22:28:44,731 - mmaction - INFO - Epoch [90][80/396] lr: 1.500e-04, eta: 2:21:30, time: 1.098, data_time: 0.000, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9589, loss_cls: 0.5411, loss: 0.5411, grad_norm: 4.4299, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7026, loss/aux0: 0.7026 2020-10-22 22:28:45,348 - mmaction - INFO - Epoch [90][80/396] lr: 1.500e-04, eta: 2:21:33, time: 1.077, data_time: 0.002, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9589, loss_cls: 0.5411, loss: 0.5411, grad_norm: 4.4357, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7041, loss/aux0: 0.7041 2020-10-22 22:29:25,719 - mmaction - INFO - Epoch [90][100/396] lr: 1.500e-04, eta: 2:20:51, time: 1.041, data_time: 0.000, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9521, loss_cls: 0.5278, loss: 0.5278, grad_norm: 4.2847, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6649, loss/aux0: 0.6649 2020-10-22 22:29:26,333 - mmaction - INFO - Epoch [90][100/396] lr: 1.500e-04, eta: 2:20:53, time: 1.041, data_time: 0.002, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9521, loss_cls: 0.5278, loss: 0.5278, grad_norm: 4.2948, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-22 22:30:06,273 - mmaction - INFO - Epoch [90][120/396] lr: 1.500e-04, eta: 2:20:11, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8747, top5_acc: 0.9596, loss_cls: 0.4904, loss: 0.4904, grad_norm: 4.2106, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6313, loss/aux0: 0.6313 2020-10-22 22:30:06,879 - mmaction - INFO - Epoch [90][120/396] lr: 1.500e-04, eta: 2:20:14, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.8747, top5_acc: 0.9596, loss_cls: 0.4904, loss: 0.4904, grad_norm: 4.2437, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6384, loss/aux0: 0.6384 2020-10-22 22:30:48,505 - mmaction - INFO - Epoch [90][140/396] lr: 1.500e-04, eta: 2:19:32, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9602, loss_cls: 0.5230, loss: 0.5230, grad_norm: 4.3081, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6565, loss/aux0: 0.6565 2020-10-22 22:30:49,197 - mmaction - INFO - Epoch [90][140/396] lr: 1.500e-04, eta: 2:19:34, time: 1.019, data_time: 0.002, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9602, loss_cls: 0.5230, loss: 0.5230, grad_norm: 4.2589, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6472, loss/aux0: 0.6472 2020-10-22 22:31:29,070 - mmaction - INFO - Epoch [90][160/396] lr: 1.500e-04, eta: 2:18:52, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9552, loss_cls: 0.5196, loss: 0.5196, grad_norm: 4.4877, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6727, loss/aux0: 0.6727 2020-10-22 22:31:29,845 - mmaction - INFO - Epoch [90][160/396] lr: 1.500e-04, eta: 2:18:54, time: 0.991, data_time: 0.003, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9552, loss_cls: 0.5196, loss: 0.5196, grad_norm: 4.5173, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6886, loss/aux0: 0.6886 2020-10-22 22:32:10,203 - mmaction - INFO - Epoch [90][180/396] lr: 1.500e-04, eta: 2:18:12, time: 1.032, data_time: 0.012, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9565, loss_cls: 0.5312, loss: 0.5312, grad_norm: 4.4210, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6666, loss/aux0: 0.6666 2020-10-22 22:32:13,120 - mmaction - INFO - Epoch [90][180/396] lr: 1.500e-04, eta: 2:18:15, time: 1.113, data_time: 0.013, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9565, loss_cls: 0.5312, loss: 0.5312, grad_norm: 4.3859, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6539, loss/aux0: 0.6539 2020-10-22 22:32:51,878 - mmaction - INFO - Epoch [90][200/396] lr: 1.500e-04, eta: 2:17:33, time: 1.080, data_time: 0.350, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9536, loss_cls: 0.5300, loss: 0.5300, grad_norm: 4.3261, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6793, loss/aux0: 0.6793 2020-10-22 22:32:52,479 - mmaction - INFO - Epoch [90][200/396] lr: 1.500e-04, eta: 2:17:35, time: 1.023, data_time: 0.351, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9536, loss_cls: 0.5300, loss: 0.5300, grad_norm: 4.3003, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6892, loss/aux0: 0.6892 2020-10-22 22:33:31,322 - mmaction - INFO - Epoch [90][220/396] lr: 1.500e-04, eta: 2:16:53, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9570, loss_cls: 0.5192, loss: 0.5192, grad_norm: 4.3859, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6796, loss/aux0: 0.6796 2020-10-22 22:33:33,063 - mmaction - INFO - Epoch [90][220/396] lr: 1.500e-04, eta: 2:16:56, time: 1.012, data_time: 0.003, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9570, loss_cls: 0.5192, loss: 0.5192, grad_norm: 4.3669, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6654, loss/aux0: 0.6654 2020-10-22 22:34:12,369 - mmaction - INFO - Epoch [90][240/396] lr: 1.500e-04, eta: 2:16:14, time: 1.032, data_time: 0.004, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9591, loss_cls: 0.5093, loss: 0.5093, grad_norm: 4.3194, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6735, loss/aux0: 0.6735 2020-10-22 22:34:14,127 - mmaction - INFO - Epoch [90][240/396] lr: 1.500e-04, eta: 2:16:16, time: 1.024, data_time: 0.005, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9591, loss_cls: 0.5093, loss: 0.5093, grad_norm: 4.3341, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6743, loss/aux0: 0.6743 2020-10-22 22:34:55,577 - mmaction - INFO - Epoch [90][260/396] lr: 1.500e-04, eta: 2:15:34, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9591, loss_cls: 0.5158, loss: 0.5158, grad_norm: 4.2873, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6504, loss/aux0: 0.6504 2020-10-22 22:34:56,185 - mmaction - INFO - Epoch [90][260/396] lr: 1.500e-04, eta: 2:15:37, time: 1.018, data_time: 0.002, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9591, loss_cls: 0.5158, loss: 0.5158, grad_norm: 4.3481, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6560, loss/aux0: 0.6560 2020-10-22 22:35:34,497 - mmaction - INFO - Epoch [90][280/396] lr: 1.500e-04, eta: 2:14:54, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9526, loss_cls: 0.5485, loss: 0.5485, grad_norm: 4.4235, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6749, loss/aux0: 0.6749 2020-10-22 22:35:35,329 - mmaction - INFO - Epoch [90][280/396] lr: 1.500e-04, eta: 2:14:57, time: 0.980, data_time: 0.013, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9526, loss_cls: 0.5485, loss: 0.5485, grad_norm: 4.4000, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6709, loss/aux0: 0.6709 2020-10-22 22:36:14,846 - mmaction - INFO - Epoch [90][300/396] lr: 1.500e-04, eta: 2:14:15, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9536, loss_cls: 0.5451, loss: 0.5451, grad_norm: 4.2388, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6593, loss/aux0: 0.6593 2020-10-22 22:36:16,958 - mmaction - INFO - Epoch [90][300/396] lr: 1.500e-04, eta: 2:14:17, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9536, loss_cls: 0.5451, loss: 0.5451, grad_norm: 4.2556, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6666, loss/aux0: 0.6666 2020-10-22 22:36:57,966 - mmaction - INFO - Epoch [90][320/396] lr: 1.500e-04, eta: 2:13:35, time: 1.139, data_time: 0.000, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9620, loss_cls: 0.4744, loss: 0.4744, grad_norm: 4.3129, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7189, loss/aux0: 0.7189 2020-10-22 22:37:00,262 - mmaction - INFO - Epoch [90][320/396] lr: 1.500e-04, eta: 2:13:38, time: 1.120, data_time: 0.002, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9620, loss_cls: 0.4744, loss: 0.4744, grad_norm: 4.2955, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7182, loss/aux0: 0.7182 2020-10-22 22:37:39,051 - mmaction - INFO - Epoch [90][340/396] lr: 1.500e-04, eta: 2:12:56, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.8716, top5_acc: 0.9578, loss_cls: 0.5107, loss: 0.5107, grad_norm: 4.2912, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6640, loss/aux0: 0.6640 2020-10-22 22:37:41,009 - mmaction - INFO - Epoch [90][340/396] lr: 1.500e-04, eta: 2:12:58, time: 1.000, data_time: 0.002, memory: 8337, top1_acc: 0.8716, top5_acc: 0.9578, loss_cls: 0.5107, loss: 0.5107, grad_norm: 4.3142, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6561, loss/aux0: 0.6561 2020-10-22 22:38:19,571 - mmaction - INFO - Epoch [90][360/396] lr: 1.500e-04, eta: 2:12:16, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9612, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.3478, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6427, loss/aux0: 0.6427 2020-10-22 22:38:21,774 - mmaction - INFO - Epoch [90][360/396] lr: 1.500e-04, eta: 2:12:19, time: 1.006, data_time: 0.003, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9612, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.2911, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6457, loss/aux0: 0.6457 2020-10-22 22:39:02,315 - mmaction - INFO - Epoch [90][380/396] lr: 1.500e-04, eta: 2:11:37, time: 1.089, data_time: 0.000, memory: 8337, top1_acc: 0.8677, top5_acc: 0.9607, loss_cls: 0.5230, loss: 0.5230, grad_norm: 4.2740, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6548, loss/aux0: 0.6548 2020-10-22 22:39:03,948 - mmaction - INFO - Epoch [90][380/396] lr: 1.500e-04, eta: 2:11:39, time: 1.049, data_time: 0.004, memory: 8337, top1_acc: 0.8677, top5_acc: 0.9607, loss_cls: 0.5230, loss: 0.5230, grad_norm: 4.2574, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6532, loss/aux0: 0.6532 2020-10-22 22:40:47,174 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-10-22 22:41:59,448 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-22 22:41:59,568 - mmaction - INFO - top1_acc 0.7840 top5_acc 0.9341 2020-10-22 22:41:59,569 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-22 22:41:59,606 - mmaction - INFO - mean_acc 0.7846 2020-10-22 22:41:59,608 - mmaction - INFO - Epoch(val) [90][396] top1_acc: 0.7840, top5_acc: 0.9341, mean_class_accuracy: 0.7846 2020-10-22 22:45:09,240 - mmaction - INFO - Epoch [91][20/396] lr: 1.500e-04, eta: 2:10:22, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.8779, top5_acc: 0.9625, loss_cls: 0.4903, loss: 0.4903, grad_norm: 4.1756, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6456, loss/aux0: 0.6456 2020-10-22 22:45:10,900 - mmaction - INFO - Epoch [91][20/396] lr: 1.500e-04, eta: 2:10:24, time: 0.987, data_time: 0.003, memory: 8337, top1_acc: 0.8779, top5_acc: 0.9625, loss_cls: 0.4903, loss: 0.4903, grad_norm: 4.2071, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-22 22:45:51,838 - mmaction - INFO - Epoch [91][40/396] lr: 1.500e-04, eta: 2:09:42, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9630, loss_cls: 0.4928, loss: 0.4928, grad_norm: 4.4766, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6792, loss/aux0: 0.6792 2020-10-22 22:45:52,495 - mmaction - INFO - Epoch [91][40/396] lr: 1.500e-04, eta: 2:09:44, time: 1.036, data_time: 0.001, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9630, loss_cls: 0.4928, loss: 0.4928, grad_norm: 4.5057, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6820, loss/aux0: 0.6820 2020-10-22 22:46:31,299 - mmaction - INFO - Epoch [91][60/396] lr: 1.500e-04, eta: 2:09:03, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.8784, top5_acc: 0.9563, loss_cls: 0.5057, loss: 0.5057, grad_norm: 4.3201, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6511, loss/aux0: 0.6511 2020-10-22 22:46:33,365 - mmaction - INFO - Epoch [91][60/396] lr: 1.500e-04, eta: 2:09:05, time: 0.986, data_time: 0.002, memory: 8337, top1_acc: 0.8784, top5_acc: 0.9563, loss_cls: 0.5057, loss: 0.5057, grad_norm: 4.3213, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6458, loss/aux0: 0.6458 2020-10-22 22:47:13,252 - mmaction - INFO - Epoch [91][80/396] lr: 1.500e-04, eta: 2:08:23, time: 1.111, data_time: 0.051, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9536, loss_cls: 0.5147, loss: 0.5147, grad_norm: 4.3205, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9508, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-22 22:47:15,330 - mmaction - INFO - Epoch [91][80/396] lr: 1.500e-04, eta: 2:08:25, time: 1.103, data_time: 0.027, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9536, loss_cls: 0.5147, loss: 0.5147, grad_norm: 4.2980, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6507, loss/aux0: 0.6507 2020-10-22 22:47:53,509 - mmaction - INFO - Epoch [91][100/396] lr: 1.500e-04, eta: 2:07:44, time: 0.993, data_time: 0.136, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9552, loss_cls: 0.5345, loss: 0.5345, grad_norm: 4.3376, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6781, loss/aux0: 0.6781 2020-10-22 22:47:55,907 - mmaction - INFO - Epoch [91][100/396] lr: 1.500e-04, eta: 2:07:46, time: 1.012, data_time: 0.098, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9552, loss_cls: 0.5345, loss: 0.5345, grad_norm: 4.3319, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6781, loss/aux0: 0.6781 2020-10-22 22:48:35,203 - mmaction - INFO - Epoch [91][120/396] lr: 1.500e-04, eta: 2:07:04, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9578, loss_cls: 0.5047, loss: 0.5047, grad_norm: 4.4106, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6525, loss/aux0: 0.6525 2020-10-22 22:48:36,013 - mmaction - INFO - Epoch [91][120/396] lr: 1.500e-04, eta: 2:07:06, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9578, loss_cls: 0.5047, loss: 0.5047, grad_norm: 4.4209, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6468, loss/aux0: 0.6468 2020-10-22 22:49:14,959 - mmaction - INFO - Epoch [91][140/396] lr: 1.500e-04, eta: 2:06:24, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9625, loss_cls: 0.5077, loss: 0.5077, grad_norm: 4.2816, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6630, loss/aux0: 0.6630 2020-10-22 22:49:16,896 - mmaction - INFO - Epoch [91][140/396] lr: 1.500e-04, eta: 2:06:27, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9625, loss_cls: 0.5077, loss: 0.5077, grad_norm: 4.2780, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6644, loss/aux0: 0.6644 2020-10-22 22:49:55,622 - mmaction - INFO - Epoch [91][160/396] lr: 1.500e-04, eta: 2:05:45, time: 0.961, data_time: 0.023, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9560, loss_cls: 0.5167, loss: 0.5167, grad_norm: 4.4225, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7061, loss/aux0: 0.7061 2020-10-22 22:49:56,900 - mmaction - INFO - Epoch [91][160/396] lr: 1.500e-04, eta: 2:05:47, time: 0.912, data_time: 0.024, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9560, loss_cls: 0.5167, loss: 0.5167, grad_norm: 4.4136, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7096, loss/aux0: 0.7096 2020-10-22 22:50:38,079 - mmaction - INFO - Epoch [91][180/396] lr: 1.500e-04, eta: 2:05:05, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9622, loss_cls: 0.4775, loss: 0.4775, grad_norm: 4.3331, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6639, loss/aux0: 0.6639 2020-10-22 22:50:38,810 - mmaction - INFO - Epoch [91][180/396] lr: 1.500e-04, eta: 2:05:07, time: 1.033, data_time: 0.002, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9622, loss_cls: 0.4775, loss: 0.4775, grad_norm: 4.3107, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6619, loss/aux0: 0.6619 2020-10-22 22:51:17,950 - mmaction - INFO - Epoch [91][200/396] lr: 1.500e-04, eta: 2:04:25, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9589, loss_cls: 0.5303, loss: 0.5303, grad_norm: 4.4343, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6666, loss/aux0: 0.6666 2020-10-22 22:51:19,711 - mmaction - INFO - Epoch [91][200/396] lr: 1.500e-04, eta: 2:04:28, time: 1.075, data_time: 0.003, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9589, loss_cls: 0.5303, loss: 0.5303, grad_norm: 4.5084, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6755, loss/aux0: 0.6755 2020-10-22 22:52:00,584 - mmaction - INFO - Epoch [91][220/396] lr: 1.500e-04, eta: 2:03:46, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9581, loss_cls: 0.5197, loss: 0.5197, grad_norm: 4.3687, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6953, loss/aux0: 0.6953 2020-10-22 22:52:02,370 - mmaction - INFO - Epoch [91][220/396] lr: 1.500e-04, eta: 2:03:48, time: 1.102, data_time: 0.003, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9581, loss_cls: 0.5197, loss: 0.5197, grad_norm: 4.3669, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6848, loss/aux0: 0.6848 2020-10-22 22:52:41,455 - mmaction - INFO - Epoch [91][240/396] lr: 1.500e-04, eta: 2:03:06, time: 0.918, data_time: 0.000, memory: 8337, top1_acc: 0.8677, top5_acc: 0.9557, loss_cls: 0.5298, loss: 0.5298, grad_norm: 4.3073, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6765, loss/aux0: 0.6765 2020-10-22 22:52:43,659 - mmaction - INFO - Epoch [91][240/396] lr: 1.500e-04, eta: 2:03:08, time: 0.998, data_time: 0.004, memory: 8337, top1_acc: 0.8677, top5_acc: 0.9557, loss_cls: 0.5298, loss: 0.5298, grad_norm: 4.3248, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.6856, loss/aux0: 0.6856 2020-10-22 22:53:22,651 - mmaction - INFO - Epoch [91][260/396] lr: 1.500e-04, eta: 2:02:27, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.8773, top5_acc: 0.9565, loss_cls: 0.4976, loss: 0.4976, grad_norm: 4.3504, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6544, loss/aux0: 0.6544 2020-10-22 22:53:24,736 - mmaction - INFO - Epoch [91][260/396] lr: 1.500e-04, eta: 2:02:29, time: 1.061, data_time: 0.002, memory: 8337, top1_acc: 0.8773, top5_acc: 0.9565, loss_cls: 0.4976, loss: 0.4976, grad_norm: 4.3505, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-22 22:54:02,823 - mmaction - INFO - Epoch [91][280/396] lr: 1.500e-04, eta: 2:01:47, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9589, loss_cls: 0.5091, loss: 0.5091, grad_norm: 4.3032, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6724, loss/aux0: 0.6724 2020-10-22 22:54:04,854 - mmaction - INFO - Epoch [91][280/396] lr: 1.500e-04, eta: 2:01:49, time: 1.022, data_time: 0.002, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9589, loss_cls: 0.5091, loss: 0.5091, grad_norm: 4.2877, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6561, loss/aux0: 0.6561 2020-10-22 22:54:44,680 - mmaction - INFO - Epoch [91][300/396] lr: 1.500e-04, eta: 2:01:07, time: 0.998, data_time: 0.000, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9570, loss_cls: 0.5444, loss: 0.5444, grad_norm: 4.5555, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6923, loss/aux0: 0.6923 2020-10-22 22:54:46,057 - mmaction - INFO - Epoch [91][300/396] lr: 1.500e-04, eta: 2:01:09, time: 1.020, data_time: 0.001, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9570, loss_cls: 0.5444, loss: 0.5444, grad_norm: 4.5619, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7054, loss/aux0: 0.7054 2020-10-22 22:55:25,014 - mmaction - INFO - Epoch [91][320/396] lr: 1.500e-04, eta: 2:00:28, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9641, loss_cls: 0.5004, loss: 0.5004, grad_norm: 4.3415, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6714, loss/aux0: 0.6714 2020-10-22 22:55:26,800 - mmaction - INFO - Epoch [91][320/396] lr: 1.500e-04, eta: 2:00:30, time: 0.931, data_time: 0.003, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9641, loss_cls: 0.5004, loss: 0.5004, grad_norm: 4.3441, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6689, loss/aux0: 0.6689 2020-10-22 22:56:06,836 - mmaction - INFO - Epoch [91][340/396] lr: 1.500e-04, eta: 1:59:48, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9560, loss_cls: 0.5056, loss: 0.5056, grad_norm: 4.3637, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6470, loss/aux0: 0.6470 2020-10-22 22:56:08,442 - mmaction - INFO - Epoch [91][340/396] lr: 1.500e-04, eta: 1:59:50, time: 1.043, data_time: 0.003, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9560, loss_cls: 0.5056, loss: 0.5056, grad_norm: 4.3227, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6424, loss/aux0: 0.6424 2020-10-22 22:56:47,391 - mmaction - INFO - Epoch [91][360/396] lr: 1.500e-04, eta: 1:59:08, time: 0.994, data_time: 0.118, memory: 8337, top1_acc: 0.8849, top5_acc: 0.9633, loss_cls: 0.4891, loss: 0.4891, grad_norm: 4.2426, top1_acc/aux0: 0.8326, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-22 22:56:49,108 - mmaction - INFO - Epoch [91][360/396] lr: 1.500e-04, eta: 1:59:10, time: 1.051, data_time: 0.121, memory: 8337, top1_acc: 0.8849, top5_acc: 0.9633, loss_cls: 0.4891, loss: 0.4891, grad_norm: 4.1844, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6228, loss/aux0: 0.6228 2020-10-22 22:57:28,656 - mmaction - INFO - Epoch [91][380/396] lr: 1.500e-04, eta: 1:58:29, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9557, loss_cls: 0.5295, loss: 0.5295, grad_norm: 4.3335, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6599, loss/aux0: 0.6599 2020-10-22 22:57:29,935 - mmaction - INFO - Epoch [91][380/396] lr: 1.500e-04, eta: 1:58:31, time: 0.976, data_time: 0.002, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9557, loss_cls: 0.5295, loss: 0.5295, grad_norm: 4.3151, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6634, loss/aux0: 0.6634 2020-10-22 22:59:17,723 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-10-22 23:02:32,259 - mmaction - INFO - Epoch [92][20/396] lr: 1.500e-04, eta: 1:57:14, time: 1.152, data_time: 0.000, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9604, loss_cls: 0.5000, loss: 0.5000, grad_norm: 4.3911, top1_acc/aux0: 0.8270, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.6754, loss/aux0: 0.6754 2020-10-22 23:02:32,869 - mmaction - INFO - Epoch [92][20/396] lr: 1.500e-04, eta: 1:57:17, time: 1.153, data_time: 0.003, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9604, loss_cls: 0.5000, loss: 0.5000, grad_norm: 4.3763, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6793, loss/aux0: 0.6793 2020-10-22 23:03:15,751 - mmaction - INFO - Epoch [92][40/396] lr: 1.500e-04, eta: 1:56:35, time: 1.059, data_time: 0.000, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9557, loss_cls: 0.5288, loss: 0.5288, grad_norm: 4.3907, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6772, loss/aux0: 0.6772 2020-10-22 23:03:16,406 - mmaction - INFO - Epoch [92][40/396] lr: 1.500e-04, eta: 1:56:37, time: 1.065, data_time: 0.005, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9557, loss_cls: 0.5288, loss: 0.5288, grad_norm: 4.3756, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6715, loss/aux0: 0.6715 2020-10-22 23:03:58,318 - mmaction - INFO - Epoch [92][60/396] lr: 1.500e-04, eta: 1:55:56, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.8742, top5_acc: 0.9599, loss_cls: 0.4823, loss: 0.4823, grad_norm: 4.3432, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6803, loss/aux0: 0.6803 2020-10-22 23:03:58,975 - mmaction - INFO - Epoch [92][60/396] lr: 1.500e-04, eta: 1:55:58, time: 1.069, data_time: 0.002, memory: 8337, top1_acc: 0.8742, top5_acc: 0.9599, loss_cls: 0.4823, loss: 0.4823, grad_norm: 4.3130, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6778, loss/aux0: 0.6778 2020-10-22 23:04:37,235 - mmaction - INFO - Epoch [92][80/396] lr: 1.500e-04, eta: 1:55:16, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9534, loss_cls: 0.5354, loss: 0.5354, grad_norm: 4.3851, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7047, loss/aux0: 0.7047 2020-10-22 23:04:37,849 - mmaction - INFO - Epoch [92][80/396] lr: 1.500e-04, eta: 1:55:18, time: 0.952, data_time: 0.003, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9534, loss_cls: 0.5354, loss: 0.5354, grad_norm: 4.3586, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7048, loss/aux0: 0.7048 2020-10-22 23:05:20,613 - mmaction - INFO - Epoch [92][100/396] lr: 1.500e-04, eta: 1:54:36, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9523, loss_cls: 0.5386, loss: 0.5386, grad_norm: 4.3550, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6641, loss/aux0: 0.6641 2020-10-22 23:05:21,226 - mmaction - INFO - Epoch [92][100/396] lr: 1.500e-04, eta: 1:54:38, time: 1.053, data_time: 0.001, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9523, loss_cls: 0.5386, loss: 0.5386, grad_norm: 4.3239, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6615, loss/aux0: 0.6615 2020-10-22 23:06:00,096 - mmaction - INFO - Epoch [92][120/396] lr: 1.500e-04, eta: 1:53:57, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9599, loss_cls: 0.5053, loss: 0.5053, grad_norm: 4.3296, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-22 23:06:01,383 - mmaction - INFO - Epoch [92][120/396] lr: 1.500e-04, eta: 1:53:59, time: 1.022, data_time: 0.003, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9599, loss_cls: 0.5053, loss: 0.5053, grad_norm: 4.2882, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6676, loss/aux0: 0.6676 2020-10-22 23:06:40,944 - mmaction - INFO - Epoch [92][140/396] lr: 1.500e-04, eta: 1:53:17, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9581, loss_cls: 0.5005, loss: 0.5005, grad_norm: 4.3106, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6627, loss/aux0: 0.6627 2020-10-22 23:06:42,774 - mmaction - INFO - Epoch [92][140/396] lr: 1.500e-04, eta: 1:53:19, time: 1.072, data_time: 0.002, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9581, loss_cls: 0.5005, loss: 0.5005, grad_norm: 4.3302, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6651, loss/aux0: 0.6651 2020-10-22 23:07:21,400 - mmaction - INFO - Epoch [92][160/396] lr: 1.500e-04, eta: 1:52:38, time: 1.054, data_time: 0.000, memory: 8337, top1_acc: 0.8745, top5_acc: 0.9633, loss_cls: 0.4793, loss: 0.4793, grad_norm: 4.2702, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6562, loss/aux0: 0.6562 2020-10-22 23:07:23,679 - mmaction - INFO - Epoch [92][160/396] lr: 1.500e-04, eta: 1:52:40, time: 1.066, data_time: 0.002, memory: 8337, top1_acc: 0.8745, top5_acc: 0.9633, loss_cls: 0.4793, loss: 0.4793, grad_norm: 4.2655, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6560, loss/aux0: 0.6560 2020-10-22 23:08:02,694 - mmaction - INFO - Epoch [92][180/396] lr: 1.500e-04, eta: 1:51:58, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9589, loss_cls: 0.5015, loss: 0.5015, grad_norm: 4.1800, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-22 23:08:04,346 - mmaction - INFO - Epoch [92][180/396] lr: 1.500e-04, eta: 1:52:00, time: 1.026, data_time: 0.002, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9589, loss_cls: 0.5015, loss: 0.5015, grad_norm: 4.1273, top1_acc/aux0: 0.8424, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6224, loss/aux0: 0.6224 2020-10-22 23:08:43,502 - mmaction - INFO - Epoch [92][200/396] lr: 1.500e-04, eta: 1:51:19, time: 1.009, data_time: 0.027, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9594, loss_cls: 0.5251, loss: 0.5251, grad_norm: 4.2547, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6554, loss/aux0: 0.6554 2020-10-22 23:08:44,482 - mmaction - INFO - Epoch [92][200/396] lr: 1.500e-04, eta: 1:51:20, time: 0.971, data_time: 0.028, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9594, loss_cls: 0.5251, loss: 0.5251, grad_norm: 4.2510, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6527, loss/aux0: 0.6527 2020-10-22 23:09:24,093 - mmaction - INFO - Epoch [92][220/396] lr: 1.500e-04, eta: 1:50:39, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.8768, top5_acc: 0.9586, loss_cls: 0.4922, loss: 0.4922, grad_norm: 4.2835, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6946, loss/aux0: 0.6946 2020-10-22 23:09:24,741 - mmaction - INFO - Epoch [92][220/396] lr: 1.500e-04, eta: 1:50:41, time: 1.015, data_time: 0.003, memory: 8337, top1_acc: 0.8768, top5_acc: 0.9586, loss_cls: 0.4922, loss: 0.4922, grad_norm: 4.3023, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7061, loss/aux0: 0.7061 2020-10-22 23:10:04,793 - mmaction - INFO - Epoch [92][240/396] lr: 1.500e-04, eta: 1:49:59, time: 0.966, data_time: 0.000, memory: 8337, top1_acc: 0.8716, top5_acc: 0.9602, loss_cls: 0.5035, loss: 0.5035, grad_norm: 4.3446, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6818, loss/aux0: 0.6818 2020-10-22 23:10:05,789 - mmaction - INFO - Epoch [92][240/396] lr: 1.500e-04, eta: 1:50:01, time: 0.986, data_time: 0.002, memory: 8337, top1_acc: 0.8716, top5_acc: 0.9602, loss_cls: 0.5035, loss: 0.5035, grad_norm: 4.3731, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6785, loss/aux0: 0.6785 2020-10-22 23:10:45,167 - mmaction - INFO - Epoch [92][260/396] lr: 1.500e-04, eta: 1:49:19, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9576, loss_cls: 0.5219, loss: 0.5219, grad_norm: 4.3437, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6680, loss/aux0: 0.6680 2020-10-22 23:10:46,852 - mmaction - INFO - Epoch [92][260/396] lr: 1.500e-04, eta: 1:49:21, time: 1.044, data_time: 0.001, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9576, loss_cls: 0.5219, loss: 0.5219, grad_norm: 4.3835, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6700, loss/aux0: 0.6700 2020-10-22 23:11:28,134 - mmaction - INFO - Epoch [92][280/396] lr: 1.500e-04, eta: 1:48:40, time: 1.086, data_time: 0.000, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9602, loss_cls: 0.4848, loss: 0.4848, grad_norm: 4.3070, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6938, loss/aux0: 0.6938 2020-10-22 23:11:28,760 - mmaction - INFO - Epoch [92][280/396] lr: 1.500e-04, eta: 1:48:42, time: 1.077, data_time: 0.002, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9602, loss_cls: 0.4848, loss: 0.4848, grad_norm: 4.3081, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6881, loss/aux0: 0.6881 2020-10-22 23:12:09,281 - mmaction - INFO - Epoch [92][300/396] lr: 1.500e-04, eta: 1:48:01, time: 1.057, data_time: 0.063, memory: 8337, top1_acc: 0.8805, top5_acc: 0.9638, loss_cls: 0.4763, loss: 0.4763, grad_norm: 4.3130, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6841, loss/aux0: 0.6841 2020-10-22 23:12:09,920 - mmaction - INFO - Epoch [92][300/396] lr: 1.500e-04, eta: 1:48:02, time: 1.032, data_time: 0.044, memory: 8337, top1_acc: 0.8805, top5_acc: 0.9638, loss_cls: 0.4763, loss: 0.4763, grad_norm: 4.2762, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6781, loss/aux0: 0.6781 2020-10-22 23:12:48,500 - mmaction - INFO - Epoch [92][320/396] lr: 1.500e-04, eta: 1:47:21, time: 1.035, data_time: 0.090, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9578, loss_cls: 0.4987, loss: 0.4987, grad_norm: 4.3025, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6601, loss/aux0: 0.6601 2020-10-22 23:12:51,883 - mmaction - INFO - Epoch [92][320/396] lr: 1.500e-04, eta: 1:47:23, time: 1.107, data_time: 0.107, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9578, loss_cls: 0.4987, loss: 0.4987, grad_norm: 4.2801, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6661, loss/aux0: 0.6661 2020-10-22 23:13:31,691 - mmaction - INFO - Epoch [92][340/396] lr: 1.500e-04, eta: 1:46:42, time: 1.114, data_time: 0.126, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9539, loss_cls: 0.5321, loss: 0.5321, grad_norm: 4.5359, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6625, loss/aux0: 0.6625 2020-10-22 23:13:33,696 - mmaction - INFO - Epoch [92][340/396] lr: 1.500e-04, eta: 1:46:44, time: 1.128, data_time: 0.111, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9539, loss_cls: 0.5321, loss: 0.5321, grad_norm: 4.5045, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6601, loss/aux0: 0.6601 2020-10-22 23:14:11,279 - mmaction - INFO - Epoch [92][360/396] lr: 1.500e-04, eta: 1:46:02, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9536, loss_cls: 0.5447, loss: 0.5447, grad_norm: 4.5406, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7089, loss/aux0: 0.7089 2020-10-22 23:14:13,477 - mmaction - INFO - Epoch [92][360/396] lr: 1.500e-04, eta: 1:46:04, time: 1.002, data_time: 0.002, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9536, loss_cls: 0.5447, loss: 0.5447, grad_norm: 4.4437, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7040, loss/aux0: 0.7040 2020-10-22 23:14:55,549 - mmaction - INFO - Epoch [92][380/396] lr: 1.500e-04, eta: 1:45:23, time: 1.140, data_time: 0.000, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9529, loss_cls: 0.5379, loss: 0.5379, grad_norm: 4.3717, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-22 23:14:56,209 - mmaction - INFO - Epoch [92][380/396] lr: 1.500e-04, eta: 1:45:25, time: 1.092, data_time: 0.003, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9529, loss_cls: 0.5379, loss: 0.5379, grad_norm: 4.4210, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6442, loss/aux0: 0.6442 2020-10-22 23:16:39,448 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-10-22 23:19:48,045 - mmaction - INFO - Epoch [93][20/396] lr: 1.500e-04, eta: 1:44:09, time: 1.023, data_time: 0.070, memory: 8337, top1_acc: 0.8745, top5_acc: 0.9628, loss_cls: 0.4869, loss: 0.4869, grad_norm: 4.3638, top1_acc/aux0: 0.8374, top5_acc/aux0: 0.9504, loss_cls/aux0: 0.6392, loss/aux0: 0.6392 2020-10-22 23:19:50,072 - mmaction - INFO - Epoch [93][20/396] lr: 1.500e-04, eta: 1:44:11, time: 1.094, data_time: 0.072, memory: 8337, top1_acc: 0.8745, top5_acc: 0.9628, loss_cls: 0.4869, loss: 0.4869, grad_norm: 4.3650, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6409, loss/aux0: 0.6409 2020-10-22 23:20:29,193 - mmaction - INFO - Epoch [93][40/396] lr: 1.500e-04, eta: 1:43:29, time: 0.980, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9549, loss_cls: 0.5277, loss: 0.5277, grad_norm: 4.4880, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6755, loss/aux0: 0.6755 2020-10-22 23:20:31,778 - mmaction - INFO - Epoch [93][40/396] lr: 1.500e-04, eta: 1:43:31, time: 1.018, data_time: 0.002, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9549, loss_cls: 0.5277, loss: 0.5277, grad_norm: 4.5185, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6834, loss/aux0: 0.6834 2020-10-22 23:21:10,481 - mmaction - INFO - Epoch [93][60/396] lr: 1.500e-04, eta: 1:42:50, time: 1.048, data_time: 0.041, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9552, loss_cls: 0.5259, loss: 0.5259, grad_norm: 4.2461, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7014, loss/aux0: 0.7014 2020-10-22 23:21:12,499 - mmaction - INFO - Epoch [93][60/396] lr: 1.500e-04, eta: 1:42:51, time: 1.021, data_time: 0.074, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9552, loss_cls: 0.5259, loss: 0.5259, grad_norm: 4.2647, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7010, loss/aux0: 0.7010 2020-10-22 23:21:51,066 - mmaction - INFO - Epoch [93][80/396] lr: 1.500e-04, eta: 1:42:10, time: 0.981, data_time: 0.271, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9539, loss_cls: 0.5173, loss: 0.5173, grad_norm: 4.2393, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6663, loss/aux0: 0.6663 2020-10-22 23:21:52,892 - mmaction - INFO - Epoch [93][80/396] lr: 1.500e-04, eta: 1:42:12, time: 0.985, data_time: 0.332, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9539, loss_cls: 0.5173, loss: 0.5173, grad_norm: 4.2629, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6629, loss/aux0: 0.6629 2020-10-22 23:22:30,973 - mmaction - INFO - Epoch [93][100/396] lr: 1.500e-04, eta: 1:41:30, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9591, loss_cls: 0.5070, loss: 0.5070, grad_norm: 4.3177, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6820, loss/aux0: 0.6820 2020-10-22 23:22:32,217 - mmaction - INFO - Epoch [93][100/396] lr: 1.500e-04, eta: 1:41:32, time: 0.992, data_time: 0.001, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9591, loss_cls: 0.5070, loss: 0.5070, grad_norm: 4.3594, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.6833, loss/aux0: 0.6833 2020-10-22 23:23:12,161 - mmaction - INFO - Epoch [93][120/396] lr: 1.500e-04, eta: 1:40:51, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9529, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.3994, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-22 23:23:12,955 - mmaction - INFO - Epoch [93][120/396] lr: 1.500e-04, eta: 1:40:52, time: 0.980, data_time: 0.003, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9529, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.4164, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6473, loss/aux0: 0.6473 2020-10-22 23:23:53,122 - mmaction - INFO - Epoch [93][140/396] lr: 1.500e-04, eta: 1:40:11, time: 1.060, data_time: 0.000, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9594, loss_cls: 0.5058, loss: 0.5058, grad_norm: 4.1399, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6491, loss/aux0: 0.6491 2020-10-22 23:23:55,393 - mmaction - INFO - Epoch [93][140/396] lr: 1.500e-04, eta: 1:40:13, time: 1.050, data_time: 0.002, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9594, loss_cls: 0.5058, loss: 0.5058, grad_norm: 4.1248, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6514, loss/aux0: 0.6514 2020-10-22 23:24:34,692 - mmaction - INFO - Epoch [93][160/396] lr: 1.500e-04, eta: 1:39:31, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9576, loss_cls: 0.5126, loss: 0.5126, grad_norm: 4.3569, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6709, loss/aux0: 0.6709 2020-10-22 23:24:35,321 - mmaction - INFO - Epoch [93][160/396] lr: 1.500e-04, eta: 1:39:33, time: 0.920, data_time: 0.002, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9576, loss_cls: 0.5126, loss: 0.5126, grad_norm: 4.3364, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6746, loss/aux0: 0.6746 2020-10-22 23:25:16,206 - mmaction - INFO - Epoch [93][180/396] lr: 1.500e-04, eta: 1:38:52, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9547, loss_cls: 0.5290, loss: 0.5290, grad_norm: 4.3610, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6499, loss/aux0: 0.6499 2020-10-22 23:25:17,653 - mmaction - INFO - Epoch [93][180/396] lr: 1.500e-04, eta: 1:38:53, time: 1.028, data_time: 0.003, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9547, loss_cls: 0.5290, loss: 0.5290, grad_norm: 4.3823, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6543, loss/aux0: 0.6543 2020-10-22 23:25:56,820 - mmaction - INFO - Epoch [93][200/396] lr: 1.500e-04, eta: 1:38:12, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9643, loss_cls: 0.4867, loss: 0.4867, grad_norm: 4.1788, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-22 23:25:59,852 - mmaction - INFO - Epoch [93][200/396] lr: 1.500e-04, eta: 1:38:14, time: 1.077, data_time: 0.002, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9643, loss_cls: 0.4867, loss: 0.4867, grad_norm: 4.1956, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6574, loss/aux0: 0.6574 2020-10-22 23:26:37,641 - mmaction - INFO - Epoch [93][220/396] lr: 1.500e-04, eta: 1:37:32, time: 1.038, data_time: 0.056, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9591, loss_cls: 0.5016, loss: 0.5016, grad_norm: 4.1298, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6648, loss/aux0: 0.6648 2020-10-22 23:26:38,258 - mmaction - INFO - Epoch [93][220/396] lr: 1.500e-04, eta: 1:37:34, time: 0.956, data_time: 0.035, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9591, loss_cls: 0.5016, loss: 0.5016, grad_norm: 4.1259, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-22 23:27:17,200 - mmaction - INFO - Epoch [93][240/396] lr: 1.500e-04, eta: 1:36:53, time: 0.951, data_time: 0.052, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9602, loss_cls: 0.5098, loss: 0.5098, grad_norm: 4.3642, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6538, loss/aux0: 0.6538 2020-10-22 23:27:19,036 - mmaction - INFO - Epoch [93][240/396] lr: 1.500e-04, eta: 1:36:54, time: 1.012, data_time: 0.115, memory: 8337, top1_acc: 0.8698, top5_acc: 0.9602, loss_cls: 0.5098, loss: 0.5098, grad_norm: 4.3675, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6541, loss/aux0: 0.6541 2020-10-22 23:27:58,624 - mmaction - INFO - Epoch [93][260/396] lr: 1.500e-04, eta: 1:36:13, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8797, top5_acc: 0.9599, loss_cls: 0.4870, loss: 0.4870, grad_norm: 4.2789, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6753, loss/aux0: 0.6753 2020-10-22 23:28:00,381 - mmaction - INFO - Epoch [93][260/396] lr: 1.500e-04, eta: 1:36:15, time: 1.046, data_time: 0.003, memory: 8337, top1_acc: 0.8797, top5_acc: 0.9599, loss_cls: 0.4870, loss: 0.4870, grad_norm: 4.2688, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6833, loss/aux0: 0.6833 2020-10-22 23:28:38,926 - mmaction - INFO - Epoch [93][280/396] lr: 1.500e-04, eta: 1:35:33, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.8687, top5_acc: 0.9591, loss_cls: 0.5132, loss: 0.5132, grad_norm: 4.2074, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-22 23:28:42,675 - mmaction - INFO - Epoch [93][280/396] lr: 1.500e-04, eta: 1:35:35, time: 1.107, data_time: 0.003, memory: 8337, top1_acc: 0.8687, top5_acc: 0.9591, loss_cls: 0.5132, loss: 0.5132, grad_norm: 4.2169, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-22 23:29:20,846 - mmaction - INFO - Epoch [93][300/396] lr: 1.500e-04, eta: 1:34:54, time: 1.000, data_time: 0.000, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9547, loss_cls: 0.5116, loss: 0.5116, grad_norm: 4.1723, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6378, loss/aux0: 0.6378 2020-10-22 23:29:21,967 - mmaction - INFO - Epoch [93][300/396] lr: 1.500e-04, eta: 1:34:55, time: 0.958, data_time: 0.003, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9547, loss_cls: 0.5116, loss: 0.5116, grad_norm: 4.2169, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6592, loss/aux0: 0.6592 2020-10-22 23:30:02,723 - mmaction - INFO - Epoch [93][320/396] lr: 1.500e-04, eta: 1:34:14, time: 0.953, data_time: 0.000, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9581, loss_cls: 0.5180, loss: 0.5180, grad_norm: 4.3011, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7154, loss/aux0: 0.7154 2020-10-22 23:30:03,342 - mmaction - INFO - Epoch [93][320/396] lr: 1.500e-04, eta: 1:34:15, time: 0.954, data_time: 0.002, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9581, loss_cls: 0.5180, loss: 0.5180, grad_norm: 4.2731, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6976, loss/aux0: 0.6976 2020-10-22 23:30:43,346 - mmaction - INFO - Epoch [93][340/396] lr: 1.500e-04, eta: 1:33:34, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9591, loss_cls: 0.4991, loss: 0.4991, grad_norm: 4.2732, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6879, loss/aux0: 0.6879 2020-10-22 23:30:45,509 - mmaction - INFO - Epoch [93][340/396] lr: 1.500e-04, eta: 1:33:36, time: 1.044, data_time: 0.003, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9591, loss_cls: 0.4991, loss: 0.4991, grad_norm: 4.2313, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6860, loss/aux0: 0.6860 2020-10-22 23:31:26,421 - mmaction - INFO - Epoch [93][360/396] lr: 1.500e-04, eta: 1:32:55, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.8620, top5_acc: 0.9513, loss_cls: 0.5363, loss: 0.5363, grad_norm: 4.3178, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-22 23:31:28,360 - mmaction - INFO - Epoch [93][360/396] lr: 1.500e-04, eta: 1:32:56, time: 1.051, data_time: 0.002, memory: 8337, top1_acc: 0.8620, top5_acc: 0.9513, loss_cls: 0.5363, loss: 0.5363, grad_norm: 4.3206, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6362, loss/aux0: 0.6362 2020-10-22 23:32:05,643 - mmaction - INFO - Epoch [93][380/396] lr: 1.500e-04, eta: 1:32:15, time: 0.949, data_time: 0.000, memory: 8337, top1_acc: 0.8630, top5_acc: 0.9557, loss_cls: 0.5255, loss: 0.5255, grad_norm: 4.3773, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6746, loss/aux0: 0.6746 2020-10-22 23:32:08,387 - mmaction - INFO - Epoch [93][380/396] lr: 1.500e-04, eta: 1:32:16, time: 0.973, data_time: 0.014, memory: 8337, top1_acc: 0.8630, top5_acc: 0.9557, loss_cls: 0.5255, loss: 0.5255, grad_norm: 4.3738, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6675, loss/aux0: 0.6675 2020-10-22 23:33:52,332 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-10-22 23:36:57,184 - mmaction - INFO - Epoch [94][20/396] lr: 1.500e-04, eta: 1:31:01, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.8779, top5_acc: 0.9622, loss_cls: 0.4925, loss: 0.4925, grad_norm: 4.1152, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6392, loss/aux0: 0.6392 2020-10-22 23:36:58,282 - mmaction - INFO - Epoch [94][20/396] lr: 1.500e-04, eta: 1:31:03, time: 1.049, data_time: 0.002, memory: 8337, top1_acc: 0.8779, top5_acc: 0.9622, loss_cls: 0.4925, loss: 0.4925, grad_norm: 4.0825, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-22 23:37:37,785 - mmaction - INFO - Epoch [94][40/396] lr: 1.500e-04, eta: 1:30:22, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.8742, top5_acc: 0.9552, loss_cls: 0.5207, loss: 0.5207, grad_norm: 4.2786, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6777, loss/aux0: 0.6777 2020-10-22 23:37:39,394 - mmaction - INFO - Epoch [94][40/396] lr: 1.500e-04, eta: 1:30:23, time: 1.039, data_time: 0.002, memory: 8337, top1_acc: 0.8742, top5_acc: 0.9552, loss_cls: 0.5207, loss: 0.5207, grad_norm: 4.2064, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6675, loss/aux0: 0.6675 2020-10-22 23:38:17,842 - mmaction - INFO - Epoch [94][60/396] lr: 1.500e-04, eta: 1:29:42, time: 0.928, data_time: 0.000, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9576, loss_cls: 0.5384, loss: 0.5384, grad_norm: 4.4147, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6717, loss/aux0: 0.6717 2020-10-22 23:38:19,857 - mmaction - INFO - Epoch [94][60/396] lr: 1.500e-04, eta: 1:29:43, time: 0.999, data_time: 0.001, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9576, loss_cls: 0.5384, loss: 0.5384, grad_norm: 4.3951, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6715, loss/aux0: 0.6715 2020-10-22 23:38:58,277 - mmaction - INFO - Epoch [94][80/396] lr: 1.500e-04, eta: 1:29:02, time: 1.024, data_time: 0.000, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9612, loss_cls: 0.5003, loss: 0.5003, grad_norm: 4.3887, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6726, loss/aux0: 0.6726 2020-10-22 23:39:00,166 - mmaction - INFO - Epoch [94][80/396] lr: 1.500e-04, eta: 1:29:04, time: 1.012, data_time: 0.002, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9612, loss_cls: 0.5003, loss: 0.5003, grad_norm: 4.3881, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6747, loss/aux0: 0.6747 2020-10-22 23:39:38,837 - mmaction - INFO - Epoch [94][100/396] lr: 1.500e-04, eta: 1:28:23, time: 1.076, data_time: 0.473, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9602, loss_cls: 0.4994, loss: 0.4994, grad_norm: 4.2789, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-22 23:39:40,225 - mmaction - INFO - Epoch [94][100/396] lr: 1.500e-04, eta: 1:28:24, time: 0.996, data_time: 0.392, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9602, loss_cls: 0.4994, loss: 0.4994, grad_norm: 4.3095, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-22 23:40:21,294 - mmaction - INFO - Epoch [94][120/396] lr: 1.500e-04, eta: 1:27:43, time: 1.101, data_time: 0.000, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9557, loss_cls: 0.5353, loss: 0.5353, grad_norm: 4.4498, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6570, loss/aux0: 0.6570 2020-10-22 23:40:23,549 - mmaction - INFO - Epoch [94][120/396] lr: 1.500e-04, eta: 1:27:45, time: 1.062, data_time: 0.002, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9557, loss_cls: 0.5353, loss: 0.5353, grad_norm: 4.4634, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6669, loss/aux0: 0.6669 2020-10-22 23:41:01,483 - mmaction - INFO - Epoch [94][140/396] lr: 1.500e-04, eta: 1:27:04, time: 0.978, data_time: 0.000, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9615, loss_cls: 0.5010, loss: 0.5010, grad_norm: 4.4110, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6666, loss/aux0: 0.6666 2020-10-22 23:41:04,153 - mmaction - INFO - Epoch [94][140/396] lr: 1.500e-04, eta: 1:27:05, time: 0.995, data_time: 0.001, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9615, loss_cls: 0.5010, loss: 0.5010, grad_norm: 4.4390, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6670, loss/aux0: 0.6670 2020-10-22 23:41:43,369 - mmaction - INFO - Epoch [94][160/396] lr: 1.500e-04, eta: 1:26:24, time: 1.037, data_time: 0.000, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9560, loss_cls: 0.5213, loss: 0.5213, grad_norm: 4.3287, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6630, loss/aux0: 0.6630 2020-10-22 23:41:45,214 - mmaction - INFO - Epoch [94][160/396] lr: 1.500e-04, eta: 1:26:25, time: 1.000, data_time: 0.003, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9560, loss_cls: 0.5213, loss: 0.5213, grad_norm: 4.3066, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6571, loss/aux0: 0.6571 2020-10-22 23:42:26,401 - mmaction - INFO - Epoch [94][180/396] lr: 1.500e-04, eta: 1:25:44, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8695, top5_acc: 0.9620, loss_cls: 0.5000, loss: 0.5000, grad_norm: 4.3742, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6763, loss/aux0: 0.6763 2020-10-22 23:42:28,213 - mmaction - INFO - Epoch [94][180/396] lr: 1.500e-04, eta: 1:25:46, time: 1.008, data_time: 0.002, memory: 8337, top1_acc: 0.8695, top5_acc: 0.9620, loss_cls: 0.5000, loss: 0.5000, grad_norm: 4.3146, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6728, loss/aux0: 0.6728 2020-10-22 23:43:06,887 - mmaction - INFO - Epoch [94][200/396] lr: 1.500e-04, eta: 1:25:05, time: 1.025, data_time: 0.118, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9604, loss_cls: 0.5032, loss: 0.5032, grad_norm: 4.2268, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-22 23:43:09,682 - mmaction - INFO - Epoch [94][200/396] lr: 1.500e-04, eta: 1:25:06, time: 1.120, data_time: 0.119, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9604, loss_cls: 0.5032, loss: 0.5032, grad_norm: 4.2412, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9492, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-22 23:43:48,543 - mmaction - INFO - Epoch [94][220/396] lr: 1.500e-04, eta: 1:24:25, time: 0.960, data_time: 0.000, memory: 8337, top1_acc: 0.8612, top5_acc: 0.9570, loss_cls: 0.5314, loss: 0.5314, grad_norm: 4.4404, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6815, loss/aux0: 0.6815 2020-10-22 23:43:50,782 - mmaction - INFO - Epoch [94][220/396] lr: 1.500e-04, eta: 1:24:27, time: 0.984, data_time: 0.002, memory: 8337, top1_acc: 0.8612, top5_acc: 0.9570, loss_cls: 0.5314, loss: 0.5314, grad_norm: 4.4365, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6780, loss/aux0: 0.6780 2020-10-22 23:44:29,965 - mmaction - INFO - Epoch [94][240/396] lr: 1.500e-04, eta: 1:23:46, time: 1.063, data_time: 0.000, memory: 8337, top1_acc: 0.8766, top5_acc: 0.9581, loss_cls: 0.4931, loss: 0.4931, grad_norm: 4.3071, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6493, loss/aux0: 0.6493 2020-10-22 23:44:31,444 - mmaction - INFO - Epoch [94][240/396] lr: 1.500e-04, eta: 1:23:47, time: 1.037, data_time: 0.002, memory: 8337, top1_acc: 0.8766, top5_acc: 0.9581, loss_cls: 0.4931, loss: 0.4931, grad_norm: 4.2792, top1_acc/aux0: 0.8398, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6433, loss/aux0: 0.6433 2020-10-22 23:45:11,187 - mmaction - INFO - Epoch [94][260/396] lr: 1.500e-04, eta: 1:23:06, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.8711, top5_acc: 0.9604, loss_cls: 0.4984, loss: 0.4984, grad_norm: 4.4216, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6641, loss/aux0: 0.6641 2020-10-22 23:45:13,192 - mmaction - INFO - Epoch [94][260/396] lr: 1.500e-04, eta: 1:23:07, time: 0.945, data_time: 0.003, memory: 8337, top1_acc: 0.8711, top5_acc: 0.9604, loss_cls: 0.4984, loss: 0.4984, grad_norm: 4.3989, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6659, loss/aux0: 0.6659 2020-10-22 23:45:52,587 - mmaction - INFO - Epoch [94][280/396] lr: 1.500e-04, eta: 1:22:26, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8768, top5_acc: 0.9596, loss_cls: 0.4885, loss: 0.4885, grad_norm: 4.2369, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6333, loss/aux0: 0.6333 2020-10-22 23:45:53,524 - mmaction - INFO - Epoch [94][280/396] lr: 1.500e-04, eta: 1:22:28, time: 0.996, data_time: 0.002, memory: 8337, top1_acc: 0.8768, top5_acc: 0.9596, loss_cls: 0.4885, loss: 0.4885, grad_norm: 4.2942, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-22 23:46:33,834 - mmaction - INFO - Epoch [94][300/396] lr: 1.500e-04, eta: 1:21:47, time: 1.080, data_time: 0.002, memory: 8337, top1_acc: 0.8729, top5_acc: 0.9607, loss_cls: 0.4942, loss: 0.4942, grad_norm: 4.3646, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.6888, loss/aux0: 0.6888 2020-10-22 23:46:35,307 - mmaction - INFO - Epoch [94][300/396] lr: 1.500e-04, eta: 1:21:48, time: 1.109, data_time: 0.005, memory: 8337, top1_acc: 0.8729, top5_acc: 0.9607, loss_cls: 0.4942, loss: 0.4942, grad_norm: 4.3771, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.6889, loss/aux0: 0.6889 2020-10-22 23:47:14,880 - mmaction - INFO - Epoch [94][320/396] lr: 1.500e-04, eta: 1:21:07, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9581, loss_cls: 0.5112, loss: 0.5112, grad_norm: 4.2962, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6616, loss/aux0: 0.6616 2020-10-22 23:47:15,519 - mmaction - INFO - Epoch [94][320/396] lr: 1.500e-04, eta: 1:21:08, time: 0.977, data_time: 0.002, memory: 8337, top1_acc: 0.8753, top5_acc: 0.9581, loss_cls: 0.5112, loss: 0.5112, grad_norm: 4.2693, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6616, loss/aux0: 0.6616 2020-10-22 23:47:56,947 - mmaction - INFO - Epoch [94][340/396] lr: 1.500e-04, eta: 1:20:27, time: 0.956, data_time: 0.000, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9607, loss_cls: 0.5152, loss: 0.5152, grad_norm: 4.4644, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6520, loss/aux0: 0.6520 2020-10-22 23:47:58,253 - mmaction - INFO - Epoch [94][340/396] lr: 1.500e-04, eta: 1:20:29, time: 0.990, data_time: 0.003, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9607, loss_cls: 0.5152, loss: 0.5152, grad_norm: 4.4374, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6409, loss/aux0: 0.6409 2020-10-22 23:48:37,461 - mmaction - INFO - Epoch [94][360/396] lr: 1.500e-04, eta: 1:19:48, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9602, loss_cls: 0.4939, loss: 0.4939, grad_norm: 4.2806, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6538, loss/aux0: 0.6538 2020-10-22 23:48:39,900 - mmaction - INFO - Epoch [94][360/396] lr: 1.500e-04, eta: 1:19:49, time: 1.075, data_time: 0.002, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9602, loss_cls: 0.4939, loss: 0.4939, grad_norm: 4.3339, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6705, loss/aux0: 0.6705 2020-10-22 23:49:16,781 - mmaction - INFO - Epoch [94][380/396] lr: 1.500e-04, eta: 1:19:08, time: 1.009, data_time: 0.401, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9578, loss_cls: 0.5027, loss: 0.5027, grad_norm: 4.3318, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6565, loss/aux0: 0.6565 2020-10-22 23:49:18,848 - mmaction - INFO - Epoch [94][380/396] lr: 1.500e-04, eta: 1:19:09, time: 1.019, data_time: 0.387, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9578, loss_cls: 0.5027, loss: 0.5027, grad_norm: 4.3234, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6498, loss/aux0: 0.6498 2020-10-22 23:51:00,484 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-10-22 23:53:54,484 - mmaction - INFO - Epoch [95][20/396] lr: 1.500e-04, eta: 1:17:55, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9591, loss_cls: 0.5200, loss: 0.5200, grad_norm: 4.3068, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-22 23:53:55,115 - mmaction - INFO - Epoch [95][20/396] lr: 1.500e-04, eta: 1:17:56, time: 0.967, data_time: 0.001, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9591, loss_cls: 0.5200, loss: 0.5200, grad_norm: 4.3564, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6469, loss/aux0: 0.6469 2020-10-22 23:54:34,911 - mmaction - INFO - Epoch [95][40/396] lr: 1.500e-04, eta: 1:17:15, time: 0.935, data_time: 0.000, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9542, loss_cls: 0.5281, loss: 0.5281, grad_norm: 4.3812, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6725, loss/aux0: 0.6725 2020-10-22 23:54:36,928 - mmaction - INFO - Epoch [95][40/396] lr: 1.500e-04, eta: 1:17:16, time: 1.003, data_time: 0.002, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9542, loss_cls: 0.5281, loss: 0.5281, grad_norm: 4.3611, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6670, loss/aux0: 0.6670 2020-10-22 23:55:17,339 - mmaction - INFO - Epoch [95][60/396] lr: 1.500e-04, eta: 1:16:35, time: 1.081, data_time: 0.000, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9591, loss_cls: 0.5127, loss: 0.5127, grad_norm: 4.3239, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6727, loss/aux0: 0.6727 2020-10-22 23:55:17,933 - mmaction - INFO - Epoch [95][60/396] lr: 1.500e-04, eta: 1:16:37, time: 1.042, data_time: 0.002, memory: 8337, top1_acc: 0.8755, top5_acc: 0.9591, loss_cls: 0.5127, loss: 0.5127, grad_norm: 4.3161, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6682, loss/aux0: 0.6682 2020-10-22 23:55:57,035 - mmaction - INFO - Epoch [95][80/396] lr: 1.500e-04, eta: 1:15:56, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9596, loss_cls: 0.4836, loss: 0.4836, grad_norm: 4.2285, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6675, loss/aux0: 0.6675 2020-10-22 23:55:58,486 - mmaction - INFO - Epoch [95][80/396] lr: 1.500e-04, eta: 1:15:57, time: 1.028, data_time: 0.003, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9596, loss_cls: 0.4836, loss: 0.4836, grad_norm: 4.2400, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6712, loss/aux0: 0.6712 2020-10-22 23:56:40,645 - mmaction - INFO - Epoch [95][100/396] lr: 1.500e-04, eta: 1:15:16, time: 1.059, data_time: 0.000, memory: 8337, top1_acc: 0.8810, top5_acc: 0.9620, loss_cls: 0.4775, loss: 0.4775, grad_norm: 4.2471, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6583, loss/aux0: 0.6583 2020-10-22 23:56:41,248 - mmaction - INFO - Epoch [95][100/396] lr: 1.500e-04, eta: 1:15:17, time: 1.059, data_time: 0.002, memory: 8337, top1_acc: 0.8810, top5_acc: 0.9620, loss_cls: 0.4775, loss: 0.4775, grad_norm: 4.2832, top1_acc/aux0: 0.8211, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6594, loss/aux0: 0.6594 2020-10-22 23:57:21,004 - mmaction - INFO - Epoch [95][120/396] lr: 1.500e-04, eta: 1:14:37, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9576, loss_cls: 0.5036, loss: 0.5036, grad_norm: 4.3869, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6561, loss/aux0: 0.6561 2020-10-22 23:57:21,610 - mmaction - INFO - Epoch [95][120/396] lr: 1.500e-04, eta: 1:14:38, time: 1.027, data_time: 0.003, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9576, loss_cls: 0.5036, loss: 0.5036, grad_norm: 4.3968, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6577, loss/aux0: 0.6577 2020-10-22 23:58:02,643 - mmaction - INFO - Epoch [95][140/396] lr: 1.500e-04, eta: 1:13:57, time: 1.045, data_time: 0.000, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9542, loss_cls: 0.5397, loss: 0.5397, grad_norm: 4.3326, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6774, loss/aux0: 0.6774 2020-10-22 23:58:03,267 - mmaction - INFO - Epoch [95][140/396] lr: 1.500e-04, eta: 1:13:58, time: 1.048, data_time: 0.002, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9542, loss_cls: 0.5397, loss: 0.5397, grad_norm: 4.3337, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6717, loss/aux0: 0.6717 2020-10-22 23:58:42,492 - mmaction - INFO - Epoch [95][160/396] lr: 1.500e-04, eta: 1:13:17, time: 1.010, data_time: 0.013, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9542, loss_cls: 0.5203, loss: 0.5203, grad_norm: 4.4319, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6876, loss/aux0: 0.6876 2020-10-22 23:58:44,343 - mmaction - INFO - Epoch [95][160/396] lr: 1.500e-04, eta: 1:13:19, time: 1.056, data_time: 0.017, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9542, loss_cls: 0.5203, loss: 0.5203, grad_norm: 4.4574, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6914, loss/aux0: 0.6914 2020-10-22 23:59:24,455 - mmaction - INFO - Epoch [95][180/396] lr: 1.500e-04, eta: 1:12:38, time: 1.060, data_time: 0.000, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9599, loss_cls: 0.5227, loss: 0.5227, grad_norm: 4.4104, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6756, loss/aux0: 0.6756 2020-10-22 23:59:25,084 - mmaction - INFO - Epoch [95][180/396] lr: 1.500e-04, eta: 1:12:39, time: 1.017, data_time: 0.002, memory: 8337, top1_acc: 0.8656, top5_acc: 0.9599, loss_cls: 0.5227, loss: 0.5227, grad_norm: 4.4321, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6791, loss/aux0: 0.6791 2020-10-23 00:00:12,482 - mmaction - INFO - Epoch [95][200/396] lr: 1.500e-04, eta: 1:11:59, time: 1.354, data_time: 0.000, memory: 8337, top1_acc: 0.8794, top5_acc: 0.9602, loss_cls: 0.4834, loss: 0.4834, grad_norm: 4.2224, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6469, loss/aux0: 0.6469 2020-10-23 00:00:13,182 - mmaction - INFO - Epoch [95][200/396] lr: 1.500e-04, eta: 1:12:00, time: 1.357, data_time: 0.009, memory: 8337, top1_acc: 0.8794, top5_acc: 0.9602, loss_cls: 0.4834, loss: 0.4834, grad_norm: 4.1619, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6317, loss/aux0: 0.6317 2020-10-23 00:00:51,945 - mmaction - INFO - Epoch [95][220/396] lr: 1.500e-04, eta: 1:11:19, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9562, loss_cls: 0.5139, loss: 0.5139, grad_norm: 4.2745, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6328, loss/aux0: 0.6328 2020-10-23 00:00:52,541 - mmaction - INFO - Epoch [95][220/396] lr: 1.500e-04, eta: 1:11:20, time: 0.972, data_time: 0.002, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9562, loss_cls: 0.5139, loss: 0.5139, grad_norm: 4.2248, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6385, loss/aux0: 0.6385 2020-10-23 00:01:33,220 - mmaction - INFO - Epoch [95][240/396] lr: 1.500e-04, eta: 1:10:39, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9542, loss_cls: 0.5360, loss: 0.5360, grad_norm: 4.4202, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6637, loss/aux0: 0.6637 2020-10-23 00:01:34,767 - mmaction - INFO - Epoch [95][240/396] lr: 1.500e-04, eta: 1:10:41, time: 1.011, data_time: 0.003, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9542, loss_cls: 0.5360, loss: 0.5360, grad_norm: 4.3890, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6651, loss/aux0: 0.6651 2020-10-23 00:02:14,120 - mmaction - INFO - Epoch [95][260/396] lr: 1.500e-04, eta: 1:10:00, time: 1.083, data_time: 0.000, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9578, loss_cls: 0.5166, loss: 0.5166, grad_norm: 4.3605, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9482, loss_cls/aux0: 0.6278, loss/aux0: 0.6278 2020-10-23 00:02:15,338 - mmaction - INFO - Epoch [95][260/396] lr: 1.500e-04, eta: 1:10:01, time: 1.067, data_time: 0.003, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9578, loss_cls: 0.5166, loss: 0.5166, grad_norm: 4.3576, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6283, loss/aux0: 0.6283 2020-10-23 00:02:55,580 - mmaction - INFO - Epoch [95][280/396] lr: 1.500e-04, eta: 1:09:20, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9531, loss_cls: 0.5436, loss: 0.5436, grad_norm: 4.4796, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6666, loss/aux0: 0.6666 2020-10-23 00:02:56,223 - mmaction - INFO - Epoch [95][280/396] lr: 1.500e-04, eta: 1:09:21, time: 0.993, data_time: 0.002, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9531, loss_cls: 0.5436, loss: 0.5436, grad_norm: 4.4560, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6744, loss/aux0: 0.6744 2020-10-23 00:03:37,565 - mmaction - INFO - Epoch [95][300/396] lr: 1.500e-04, eta: 1:08:41, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9565, loss_cls: 0.5195, loss: 0.5195, grad_norm: 4.2987, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6553, loss/aux0: 0.6553 2020-10-23 00:03:38,210 - mmaction - INFO - Epoch [95][300/396] lr: 1.500e-04, eta: 1:08:42, time: 1.007, data_time: 0.002, memory: 8337, top1_acc: 0.8682, top5_acc: 0.9565, loss_cls: 0.5195, loss: 0.5195, grad_norm: 4.3372, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6461, loss/aux0: 0.6461 2020-10-23 00:04:17,096 - mmaction - INFO - Epoch [95][320/396] lr: 1.500e-04, eta: 1:08:01, time: 0.980, data_time: 0.000, memory: 8337, top1_acc: 0.8766, top5_acc: 0.9576, loss_cls: 0.5078, loss: 0.5078, grad_norm: 4.2117, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6676, loss/aux0: 0.6676 2020-10-23 00:04:18,728 - mmaction - INFO - Epoch [95][320/396] lr: 1.500e-04, eta: 1:08:02, time: 1.031, data_time: 0.002, memory: 8337, top1_acc: 0.8766, top5_acc: 0.9576, loss_cls: 0.5078, loss: 0.5078, grad_norm: 4.2449, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6693, loss/aux0: 0.6693 2020-10-23 00:04:58,146 - mmaction - INFO - Epoch [95][340/396] lr: 1.500e-04, eta: 1:07:21, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8776, top5_acc: 0.9589, loss_cls: 0.4846, loss: 0.4846, grad_norm: 4.2847, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6715, loss/aux0: 0.6715 2020-10-23 00:04:58,767 - mmaction - INFO - Epoch [95][340/396] lr: 1.500e-04, eta: 1:07:22, time: 0.974, data_time: 0.003, memory: 8337, top1_acc: 0.8776, top5_acc: 0.9589, loss_cls: 0.4846, loss: 0.4846, grad_norm: 4.2738, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6771, loss/aux0: 0.6771 2020-10-23 00:05:39,406 - mmaction - INFO - Epoch [95][360/396] lr: 1.500e-04, eta: 1:06:42, time: 1.064, data_time: 0.000, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9539, loss_cls: 0.5201, loss: 0.5201, grad_norm: 4.4059, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6727, loss/aux0: 0.6727 2020-10-23 00:05:41,634 - mmaction - INFO - Epoch [95][360/396] lr: 1.500e-04, eta: 1:06:43, time: 1.118, data_time: 0.002, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9539, loss_cls: 0.5201, loss: 0.5201, grad_norm: 4.3936, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6675, loss/aux0: 0.6675 2020-10-23 00:06:21,334 - mmaction - INFO - Epoch [95][380/396] lr: 1.500e-04, eta: 1:06:02, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9609, loss_cls: 0.5010, loss: 0.5010, grad_norm: 4.3082, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6730, loss/aux0: 0.6730 2020-10-23 00:06:23,565 - mmaction - INFO - Epoch [95][380/396] lr: 1.500e-04, eta: 1:06:03, time: 1.008, data_time: 0.004, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9609, loss_cls: 0.5010, loss: 0.5010, grad_norm: 4.2873, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6696, loss/aux0: 0.6696 2020-10-23 00:08:39,605 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-10-23 00:09:54,741 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 00:09:54,862 - mmaction - INFO - top1_acc 0.7815 top5_acc 0.9318 2020-10-23 00:09:54,863 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 00:09:54,877 - mmaction - INFO - mean_acc 0.7822 2020-10-23 00:09:54,878 - mmaction - INFO - Epoch(val) [95][396] top1_acc: 0.7815, top5_acc: 0.9318, mean_class_accuracy: 0.7822 2020-10-23 00:12:48,473 - mmaction - INFO - Epoch [96][20/396] lr: 1.500e-04, eta: 1:04:49, time: 1.061, data_time: 0.466, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9560, loss_cls: 0.5163, loss: 0.5163, grad_norm: 4.2478, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6876, loss/aux0: 0.6876 2020-10-23 00:12:49,091 - mmaction - INFO - Epoch [96][20/396] lr: 1.500e-04, eta: 1:04:50, time: 1.061, data_time: 0.468, memory: 8337, top1_acc: 0.8674, top5_acc: 0.9560, loss_cls: 0.5163, loss: 0.5163, grad_norm: 4.2689, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.6891, loss/aux0: 0.6891 2020-10-23 00:13:30,509 - mmaction - INFO - Epoch [96][40/396] lr: 1.500e-04, eta: 1:04:10, time: 1.047, data_time: 0.450, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9583, loss_cls: 0.5028, loss: 0.5028, grad_norm: 4.4240, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7007, loss/aux0: 0.7007 2020-10-23 00:13:31,114 - mmaction - INFO - Epoch [96][40/396] lr: 1.500e-04, eta: 1:04:11, time: 1.047, data_time: 0.452, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9583, loss_cls: 0.5028, loss: 0.5028, grad_norm: 4.4135, top1_acc/aux0: 0.8242, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6959, loss/aux0: 0.6959 2020-10-23 00:14:12,053 - mmaction - INFO - Epoch [96][60/396] lr: 1.500e-04, eta: 1:03:30, time: 0.921, data_time: 0.302, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9620, loss_cls: 0.4945, loss: 0.4945, grad_norm: 4.3887, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6566, loss/aux0: 0.6566 2020-10-23 00:14:14,129 - mmaction - INFO - Epoch [96][60/396] lr: 1.500e-04, eta: 1:03:31, time: 0.996, data_time: 0.304, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9620, loss_cls: 0.4945, loss: 0.4945, grad_norm: 4.3710, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6552, loss/aux0: 0.6552 2020-10-23 00:14:52,813 - mmaction - INFO - Epoch [96][80/396] lr: 1.500e-04, eta: 1:02:50, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.8750, top5_acc: 0.9529, loss_cls: 0.5092, loss: 0.5092, grad_norm: 4.2830, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.6781, loss/aux0: 0.6781 2020-10-23 00:14:56,021 - mmaction - INFO - Epoch [96][80/396] lr: 1.500e-04, eta: 1:02:51, time: 1.075, data_time: 0.002, memory: 8337, top1_acc: 0.8750, top5_acc: 0.9529, loss_cls: 0.5092, loss: 0.5092, grad_norm: 4.3154, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.6878, loss/aux0: 0.6878 2020-10-23 00:15:34,772 - mmaction - INFO - Epoch [96][100/396] lr: 1.500e-04, eta: 1:02:11, time: 1.063, data_time: 0.000, memory: 8337, top1_acc: 0.8758, top5_acc: 0.9599, loss_cls: 0.4923, loss: 0.4923, grad_norm: 4.2976, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6718, loss/aux0: 0.6718 2020-10-23 00:15:37,337 - mmaction - INFO - Epoch [96][100/396] lr: 1.500e-04, eta: 1:02:12, time: 1.042, data_time: 0.003, memory: 8337, top1_acc: 0.8758, top5_acc: 0.9599, loss_cls: 0.4923, loss: 0.4923, grad_norm: 4.2872, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-23 00:16:15,585 - mmaction - INFO - Epoch [96][120/396] lr: 1.500e-04, eta: 1:01:31, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9583, loss_cls: 0.5116, loss: 0.5116, grad_norm: 4.3175, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6521, loss/aux0: 0.6521 2020-10-23 00:16:16,199 - mmaction - INFO - Epoch [96][120/396] lr: 1.500e-04, eta: 1:01:32, time: 0.995, data_time: 0.003, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9583, loss_cls: 0.5116, loss: 0.5116, grad_norm: 4.2793, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6559, loss/aux0: 0.6559 2020-10-23 00:16:56,477 - mmaction - INFO - Epoch [96][140/396] lr: 1.500e-04, eta: 1:00:51, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9591, loss_cls: 0.5069, loss: 0.5069, grad_norm: 4.4959, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6557, loss/aux0: 0.6557 2020-10-23 00:16:58,045 - mmaction - INFO - Epoch [96][140/396] lr: 1.500e-04, eta: 1:00:52, time: 1.060, data_time: 0.003, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9591, loss_cls: 0.5069, loss: 0.5069, grad_norm: 4.5032, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6537, loss/aux0: 0.6537 2020-10-23 00:17:37,112 - mmaction - INFO - Epoch [96][160/396] lr: 1.500e-04, eta: 1:00:12, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9547, loss_cls: 0.5426, loss: 0.5426, grad_norm: 4.2580, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6424, loss/aux0: 0.6424 2020-10-23 00:17:37,731 - mmaction - INFO - Epoch [96][160/396] lr: 1.500e-04, eta: 1:00:13, time: 0.966, data_time: 0.002, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9547, loss_cls: 0.5426, loss: 0.5426, grad_norm: 4.2553, top1_acc/aux0: 0.8336, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6471, loss/aux0: 0.6471 2020-10-23 00:18:20,122 - mmaction - INFO - Epoch [96][180/396] lr: 1.500e-04, eta: 0:59:32, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8732, top5_acc: 0.9594, loss_cls: 0.5272, loss: 0.5272, grad_norm: 4.4308, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6581, loss/aux0: 0.6581 2020-10-23 00:18:20,738 - mmaction - INFO - Epoch [96][180/396] lr: 1.500e-04, eta: 0:59:33, time: 1.030, data_time: 0.003, memory: 8337, top1_acc: 0.8732, top5_acc: 0.9594, loss_cls: 0.5272, loss: 0.5272, grad_norm: 4.4766, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6641, loss/aux0: 0.6641 2020-10-23 00:19:00,196 - mmaction - INFO - Epoch [96][200/396] lr: 1.500e-04, eta: 0:58:52, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.8786, top5_acc: 0.9643, loss_cls: 0.4877, loss: 0.4877, grad_norm: 4.2840, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-23 00:19:01,960 - mmaction - INFO - Epoch [96][200/396] lr: 1.500e-04, eta: 0:58:53, time: 0.998, data_time: 0.002, memory: 8337, top1_acc: 0.8786, top5_acc: 0.9643, loss_cls: 0.4877, loss: 0.4877, grad_norm: 4.3074, top1_acc/aux0: 0.8409, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-23 00:19:41,018 - mmaction - INFO - Epoch [96][220/396] lr: 1.500e-04, eta: 0:58:13, time: 1.046, data_time: 0.082, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9583, loss_cls: 0.5232, loss: 0.5232, grad_norm: 4.3986, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6996, loss/aux0: 0.6996 2020-10-23 00:19:43,726 - mmaction - INFO - Epoch [96][220/396] lr: 1.500e-04, eta: 0:58:14, time: 1.069, data_time: 0.051, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9583, loss_cls: 0.5232, loss: 0.5232, grad_norm: 4.3921, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6971, loss/aux0: 0.6971 2020-10-23 00:20:21,235 - mmaction - INFO - Epoch [96][240/396] lr: 1.500e-04, eta: 0:57:33, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9576, loss_cls: 0.5310, loss: 0.5310, grad_norm: 4.3552, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6395, loss/aux0: 0.6395 2020-10-23 00:20:23,152 - mmaction - INFO - Epoch [96][240/396] lr: 1.500e-04, eta: 0:57:34, time: 0.966, data_time: 0.002, memory: 8337, top1_acc: 0.8669, top5_acc: 0.9576, loss_cls: 0.5310, loss: 0.5310, grad_norm: 4.3294, top1_acc/aux0: 0.8362, top5_acc/aux0: 0.9497, loss_cls/aux0: 0.6386, loss/aux0: 0.6386 2020-10-23 00:21:03,730 - mmaction - INFO - Epoch [96][260/396] lr: 1.500e-04, eta: 0:56:53, time: 1.067, data_time: 0.000, memory: 8337, top1_acc: 0.8695, top5_acc: 0.9557, loss_cls: 0.5335, loss: 0.5335, grad_norm: 4.3058, top1_acc/aux0: 0.8404, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-23 00:21:05,683 - mmaction - INFO - Epoch [96][260/396] lr: 1.500e-04, eta: 0:56:54, time: 1.071, data_time: 0.002, memory: 8337, top1_acc: 0.8695, top5_acc: 0.9557, loss_cls: 0.5335, loss: 0.5335, grad_norm: 4.3232, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6422, loss/aux0: 0.6422 2020-10-23 00:21:44,212 - mmaction - INFO - Epoch [96][280/396] lr: 1.500e-04, eta: 0:56:14, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9591, loss_cls: 0.5038, loss: 0.5038, grad_norm: 4.2622, top1_acc/aux0: 0.8315, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-23 00:21:45,850 - mmaction - INFO - Epoch [96][280/396] lr: 1.500e-04, eta: 0:56:15, time: 1.032, data_time: 0.002, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9591, loss_cls: 0.5038, loss: 0.5038, grad_norm: 4.2906, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6419, loss/aux0: 0.6419 2020-10-23 00:22:24,807 - mmaction - INFO - Epoch [96][300/396] lr: 1.500e-04, eta: 0:55:34, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9602, loss_cls: 0.5250, loss: 0.5250, grad_norm: 4.3849, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6721, loss/aux0: 0.6721 2020-10-23 00:22:25,530 - mmaction - INFO - Epoch [96][300/396] lr: 1.500e-04, eta: 0:55:35, time: 0.969, data_time: 0.002, memory: 8337, top1_acc: 0.8638, top5_acc: 0.9602, loss_cls: 0.5250, loss: 0.5250, grad_norm: 4.4342, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6779, loss/aux0: 0.6779 2020-10-23 00:23:06,403 - mmaction - INFO - Epoch [96][320/396] lr: 1.500e-04, eta: 0:54:54, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8859, top5_acc: 0.9622, loss_cls: 0.4772, loss: 0.4772, grad_norm: 4.2810, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-23 00:23:07,041 - mmaction - INFO - Epoch [96][320/396] lr: 1.500e-04, eta: 0:54:55, time: 1.022, data_time: 0.003, memory: 8337, top1_acc: 0.8859, top5_acc: 0.9622, loss_cls: 0.4772, loss: 0.4772, grad_norm: 4.3080, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6358, loss/aux0: 0.6358 2020-10-23 00:23:46,581 - mmaction - INFO - Epoch [96][340/396] lr: 1.500e-04, eta: 0:54:15, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9638, loss_cls: 0.4907, loss: 0.4907, grad_norm: 4.3592, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6545, loss/aux0: 0.6545 2020-10-23 00:23:48,034 - mmaction - INFO - Epoch [96][340/396] lr: 1.500e-04, eta: 0:54:16, time: 1.057, data_time: 0.002, memory: 8337, top1_acc: 0.8724, top5_acc: 0.9638, loss_cls: 0.4907, loss: 0.4907, grad_norm: 4.3267, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6471, loss/aux0: 0.6471 2020-10-23 00:24:27,507 - mmaction - INFO - Epoch [96][360/396] lr: 1.500e-04, eta: 0:53:35, time: 0.981, data_time: 0.000, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9479, loss_cls: 0.5517, loss: 0.5517, grad_norm: 4.1388, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6114, loss/aux0: 0.6114 2020-10-23 00:24:28,436 - mmaction - INFO - Epoch [96][360/396] lr: 1.500e-04, eta: 0:53:36, time: 0.998, data_time: 0.002, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9479, loss_cls: 0.5517, loss: 0.5517, grad_norm: 4.1568, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-23 00:25:09,022 - mmaction - INFO - Epoch [96][380/396] lr: 1.500e-04, eta: 0:52:55, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9573, loss_cls: 0.4994, loss: 0.4994, grad_norm: 4.3931, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6748, loss/aux0: 0.6748 2020-10-23 00:25:09,631 - mmaction - INFO - Epoch [96][380/396] lr: 1.500e-04, eta: 0:52:56, time: 1.030, data_time: 0.005, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9573, loss_cls: 0.4994, loss: 0.4994, grad_norm: 4.4157, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6723, loss/aux0: 0.6723 2020-10-23 00:26:51,229 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-23 00:29:47,970 - mmaction - INFO - Epoch [97][20/396] lr: 1.500e-04, eta: 0:51:43, time: 1.051, data_time: 0.058, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9581, loss_cls: 0.5159, loss: 0.5159, grad_norm: 4.3895, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-23 00:29:48,625 - mmaction - INFO - Epoch [97][20/396] lr: 1.500e-04, eta: 0:51:44, time: 1.054, data_time: 0.060, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9581, loss_cls: 0.5159, loss: 0.5159, grad_norm: 4.3736, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6316, loss/aux0: 0.6316 2020-10-23 00:30:29,929 - mmaction - INFO - Epoch [97][40/396] lr: 1.500e-04, eta: 0:51:03, time: 1.115, data_time: 0.000, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9581, loss_cls: 0.5298, loss: 0.5298, grad_norm: 4.5901, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6962, loss/aux0: 0.6962 2020-10-23 00:30:30,573 - mmaction - INFO - Epoch [97][40/396] lr: 1.500e-04, eta: 0:51:04, time: 1.049, data_time: 0.002, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9581, loss_cls: 0.5298, loss: 0.5298, grad_norm: 4.5406, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7070, loss/aux0: 0.7070 2020-10-23 00:31:10,286 - mmaction - INFO - Epoch [97][60/396] lr: 1.500e-04, eta: 0:50:24, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9536, loss_cls: 0.5349, loss: 0.5349, grad_norm: 4.3826, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6601, loss/aux0: 0.6601 2020-10-23 00:31:10,894 - mmaction - INFO - Epoch [97][60/396] lr: 1.500e-04, eta: 0:50:24, time: 1.018, data_time: 0.003, memory: 8337, top1_acc: 0.8635, top5_acc: 0.9536, loss_cls: 0.5349, loss: 0.5349, grad_norm: 4.3901, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6602, loss/aux0: 0.6602 2020-10-23 00:31:52,000 - mmaction - INFO - Epoch [97][80/396] lr: 1.500e-04, eta: 0:49:44, time: 1.096, data_time: 0.000, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9630, loss_cls: 0.4954, loss: 0.4954, grad_norm: 4.4951, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6612, loss/aux0: 0.6612 2020-10-23 00:31:52,609 - mmaction - INFO - Epoch [97][80/396] lr: 1.500e-04, eta: 0:49:45, time: 1.047, data_time: 0.002, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9630, loss_cls: 0.4954, loss: 0.4954, grad_norm: 4.5210, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6578, loss/aux0: 0.6578 2020-10-23 00:32:32,032 - mmaction - INFO - Epoch [97][100/396] lr: 1.500e-04, eta: 0:49:04, time: 1.020, data_time: 0.000, memory: 8337, top1_acc: 0.8716, top5_acc: 0.9581, loss_cls: 0.5104, loss: 0.5104, grad_norm: 4.3977, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6752, loss/aux0: 0.6752 2020-10-23 00:32:33,700 - mmaction - INFO - Epoch [97][100/396] lr: 1.500e-04, eta: 0:49:05, time: 1.076, data_time: 0.003, memory: 8337, top1_acc: 0.8716, top5_acc: 0.9581, loss_cls: 0.5104, loss: 0.5104, grad_norm: 4.4089, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6867, loss/aux0: 0.6867 2020-10-23 00:33:14,582 - mmaction - INFO - Epoch [97][120/396] lr: 1.500e-04, eta: 0:48:25, time: 1.058, data_time: 0.000, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9596, loss_cls: 0.5188, loss: 0.5188, grad_norm: 4.4366, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.6917, loss/aux0: 0.6917 2020-10-23 00:33:15,180 - mmaction - INFO - Epoch [97][120/396] lr: 1.500e-04, eta: 0:48:26, time: 0.969, data_time: 0.002, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9596, loss_cls: 0.5188, loss: 0.5188, grad_norm: 4.4378, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.6882, loss/aux0: 0.6882 2020-10-23 00:33:55,268 - mmaction - INFO - Epoch [97][140/396] lr: 1.500e-04, eta: 0:47:45, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9607, loss_cls: 0.4811, loss: 0.4811, grad_norm: 4.3539, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6981, loss/aux0: 0.6981 2020-10-23 00:33:55,881 - mmaction - INFO - Epoch [97][140/396] lr: 1.500e-04, eta: 0:47:46, time: 1.009, data_time: 0.002, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9607, loss_cls: 0.4811, loss: 0.4811, grad_norm: 4.3359, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6803, loss/aux0: 0.6803 2020-10-23 00:34:37,184 - mmaction - INFO - Epoch [97][160/396] lr: 1.500e-04, eta: 0:47:06, time: 1.097, data_time: 0.000, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9617, loss_cls: 0.5077, loss: 0.5077, grad_norm: 4.3872, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6586, loss/aux0: 0.6586 2020-10-23 00:34:39,981 - mmaction - INFO - Epoch [97][160/396] lr: 1.500e-04, eta: 0:47:06, time: 1.058, data_time: 0.002, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9617, loss_cls: 0.5077, loss: 0.5077, grad_norm: 4.4343, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.6783, loss/aux0: 0.6783 2020-10-23 00:35:18,993 - mmaction - INFO - Epoch [97][180/396] lr: 1.500e-04, eta: 0:46:26, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9599, loss_cls: 0.5165, loss: 0.5165, grad_norm: 4.5191, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6835, loss/aux0: 0.6835 2020-10-23 00:35:21,145 - mmaction - INFO - Epoch [97][180/396] lr: 1.500e-04, eta: 0:46:27, time: 0.931, data_time: 0.002, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9599, loss_cls: 0.5165, loss: 0.5165, grad_norm: 4.5375, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6696, loss/aux0: 0.6696 2020-10-23 00:35:59,903 - mmaction - INFO - Epoch [97][200/396] lr: 1.500e-04, eta: 0:45:46, time: 0.970, data_time: 0.090, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9576, loss_cls: 0.5075, loss: 0.5075, grad_norm: 4.3487, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6423, loss/aux0: 0.6423 2020-10-23 00:36:00,701 - mmaction - INFO - Epoch [97][200/396] lr: 1.500e-04, eta: 0:45:47, time: 0.979, data_time: 0.091, memory: 8337, top1_acc: 0.8706, top5_acc: 0.9576, loss_cls: 0.5075, loss: 0.5075, grad_norm: 4.3734, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6475, loss/aux0: 0.6475 2020-10-23 00:36:42,107 - mmaction - INFO - Epoch [97][220/396] lr: 1.500e-04, eta: 0:45:06, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9542, loss_cls: 0.5225, loss: 0.5225, grad_norm: 4.2938, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6630, loss/aux0: 0.6630 2020-10-23 00:36:43,267 - mmaction - INFO - Epoch [97][220/396] lr: 1.500e-04, eta: 0:45:07, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9542, loss_cls: 0.5225, loss: 0.5225, grad_norm: 4.3207, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6659, loss/aux0: 0.6659 2020-10-23 00:37:23,561 - mmaction - INFO - Epoch [97][240/396] lr: 1.500e-04, eta: 0:44:27, time: 1.065, data_time: 0.000, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9547, loss_cls: 0.5126, loss: 0.5126, grad_norm: 4.2382, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6762, loss/aux0: 0.6762 2020-10-23 00:37:24,198 - mmaction - INFO - Epoch [97][240/396] lr: 1.500e-04, eta: 0:44:28, time: 0.979, data_time: 0.001, memory: 8337, top1_acc: 0.8734, top5_acc: 0.9547, loss_cls: 0.5126, loss: 0.5126, grad_norm: 4.2646, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6763, loss/aux0: 0.6763 2020-10-23 00:38:05,262 - mmaction - INFO - Epoch [97][260/396] lr: 1.500e-04, eta: 0:43:47, time: 1.070, data_time: 0.000, memory: 8337, top1_acc: 0.8630, top5_acc: 0.9497, loss_cls: 0.5409, loss: 0.5409, grad_norm: 4.2248, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6407, loss/aux0: 0.6407 2020-10-23 00:38:05,909 - mmaction - INFO - Epoch [97][260/396] lr: 1.500e-04, eta: 0:43:48, time: 1.068, data_time: 0.002, memory: 8337, top1_acc: 0.8630, top5_acc: 0.9497, loss_cls: 0.5409, loss: 0.5409, grad_norm: 4.2800, top1_acc/aux0: 0.8372, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-23 00:38:46,866 - mmaction - INFO - Epoch [97][280/396] lr: 1.500e-04, eta: 0:43:08, time: 1.036, data_time: 0.000, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9568, loss_cls: 0.5060, loss: 0.5060, grad_norm: 4.3558, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6823, loss/aux0: 0.6823 2020-10-23 00:38:47,492 - mmaction - INFO - Epoch [97][280/396] lr: 1.500e-04, eta: 0:43:08, time: 1.039, data_time: 0.003, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9568, loss_cls: 0.5060, loss: 0.5060, grad_norm: 4.3021, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6739, loss/aux0: 0.6739 2020-10-23 00:39:28,273 - mmaction - INFO - Epoch [97][300/396] lr: 1.500e-04, eta: 0:42:28, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.8758, top5_acc: 0.9581, loss_cls: 0.5080, loss: 0.5080, grad_norm: 4.4510, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6771, loss/aux0: 0.6771 2020-10-23 00:39:28,864 - mmaction - INFO - Epoch [97][300/396] lr: 1.500e-04, eta: 0:42:29, time: 1.070, data_time: 0.001, memory: 8337, top1_acc: 0.8758, top5_acc: 0.9581, loss_cls: 0.5080, loss: 0.5080, grad_norm: 4.4538, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6827, loss/aux0: 0.6827 2020-10-23 00:40:08,569 - mmaction - INFO - Epoch [97][320/396] lr: 1.500e-04, eta: 0:41:48, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9565, loss_cls: 0.5177, loss: 0.5177, grad_norm: 4.3776, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.6908, loss/aux0: 0.6908 2020-10-23 00:40:09,357 - mmaction - INFO - Epoch [97][320/396] lr: 1.500e-04, eta: 0:41:49, time: 1.007, data_time: 0.003, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9565, loss_cls: 0.5177, loss: 0.5177, grad_norm: 4.3517, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.6793, loss/aux0: 0.6793 2020-10-23 00:40:49,469 - mmaction - INFO - Epoch [97][340/396] lr: 1.500e-04, eta: 0:41:09, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9589, loss_cls: 0.5054, loss: 0.5054, grad_norm: 4.3749, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-23 00:40:51,024 - mmaction - INFO - Epoch [97][340/396] lr: 1.500e-04, eta: 0:41:09, time: 1.007, data_time: 0.001, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9589, loss_cls: 0.5054, loss: 0.5054, grad_norm: 4.3804, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6636, loss/aux0: 0.6636 2020-10-23 00:41:31,507 - mmaction - INFO - Epoch [97][360/396] lr: 1.500e-04, eta: 0:40:29, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.8802, top5_acc: 0.9635, loss_cls: 0.4910, loss: 0.4910, grad_norm: 4.3201, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6663, loss/aux0: 0.6663 2020-10-23 00:41:34,215 - mmaction - INFO - Epoch [97][360/396] lr: 1.500e-04, eta: 0:40:30, time: 1.085, data_time: 0.002, memory: 8337, top1_acc: 0.8802, top5_acc: 0.9635, loss_cls: 0.4910, loss: 0.4910, grad_norm: 4.2874, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6521, loss/aux0: 0.6521 2020-10-23 00:42:13,395 - mmaction - INFO - Epoch [97][380/396] lr: 1.500e-04, eta: 0:39:49, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9604, loss_cls: 0.4998, loss: 0.4998, grad_norm: 4.4162, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7038, loss/aux0: 0.7038 2020-10-23 00:42:14,001 - mmaction - INFO - Epoch [97][380/396] lr: 1.500e-04, eta: 0:39:50, time: 0.958, data_time: 0.002, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9604, loss_cls: 0.4998, loss: 0.4998, grad_norm: 4.4555, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7132, loss/aux0: 0.7132 2020-10-23 00:43:57,919 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-10-23 00:46:55,853 - mmaction - INFO - Epoch [98][20/396] lr: 1.500e-04, eta: 0:38:37, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9615, loss_cls: 0.5120, loss: 0.5120, grad_norm: 4.2477, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6693, loss/aux0: 0.6693 2020-10-23 00:46:56,504 - mmaction - INFO - Epoch [98][20/396] lr: 1.500e-04, eta: 0:38:38, time: 1.005, data_time: 0.003, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9615, loss_cls: 0.5120, loss: 0.5120, grad_norm: 4.2499, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6760, loss/aux0: 0.6760 2020-10-23 00:47:36,661 - mmaction - INFO - Epoch [98][40/396] lr: 1.500e-04, eta: 0:37:57, time: 1.031, data_time: 0.000, memory: 8337, top1_acc: 0.8711, top5_acc: 0.9591, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.3135, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6821, loss/aux0: 0.6821 2020-10-23 00:47:37,265 - mmaction - INFO - Epoch [98][40/396] lr: 1.500e-04, eta: 0:37:58, time: 1.032, data_time: 0.002, memory: 8337, top1_acc: 0.8711, top5_acc: 0.9591, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.3012, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6669, loss/aux0: 0.6669 2020-10-23 00:48:17,966 - mmaction - INFO - Epoch [98][60/396] lr: 1.500e-04, eta: 0:37:18, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9609, loss_cls: 0.4960, loss: 0.4960, grad_norm: 4.2544, top1_acc/aux0: 0.8435, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-23 00:48:18,585 - mmaction - INFO - Epoch [98][60/396] lr: 1.500e-04, eta: 0:37:18, time: 1.053, data_time: 0.002, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9609, loss_cls: 0.4960, loss: 0.4960, grad_norm: 4.2564, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6430, loss/aux0: 0.6430 2020-10-23 00:48:57,280 - mmaction - INFO - Epoch [98][80/396] lr: 1.500e-04, eta: 0:36:38, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9539, loss_cls: 0.5304, loss: 0.5304, grad_norm: 4.4027, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6630, loss/aux0: 0.6630 2020-10-23 00:48:58,758 - mmaction - INFO - Epoch [98][80/396] lr: 1.500e-04, eta: 0:36:39, time: 0.976, data_time: 0.001, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9539, loss_cls: 0.5304, loss: 0.5304, grad_norm: 4.3944, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6525, loss/aux0: 0.6525 2020-10-23 00:49:38,293 - mmaction - INFO - Epoch [98][100/396] lr: 1.500e-04, eta: 0:35:58, time: 1.052, data_time: 0.024, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9583, loss_cls: 0.5240, loss: 0.5240, grad_norm: 4.4202, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6668, loss/aux0: 0.6668 2020-10-23 00:49:39,941 - mmaction - INFO - Epoch [98][100/396] lr: 1.500e-04, eta: 0:35:59, time: 1.034, data_time: 0.025, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9583, loss_cls: 0.5240, loss: 0.5240, grad_norm: 4.4274, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6719, loss/aux0: 0.6719 2020-10-23 00:50:21,288 - mmaction - INFO - Epoch [98][120/396] lr: 1.500e-04, eta: 0:35:19, time: 1.135, data_time: 0.000, memory: 8337, top1_acc: 0.8729, top5_acc: 0.9544, loss_cls: 0.5094, loss: 0.5094, grad_norm: 4.3017, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6826, loss/aux0: 0.6826 2020-10-23 00:50:24,728 - mmaction - INFO - Epoch [98][120/396] lr: 1.500e-04, eta: 0:35:19, time: 1.167, data_time: 0.002, memory: 8337, top1_acc: 0.8729, top5_acc: 0.9544, loss_cls: 0.5094, loss: 0.5094, grad_norm: 4.2845, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6811, loss/aux0: 0.6811 2020-10-23 00:51:03,502 - mmaction - INFO - Epoch [98][140/396] lr: 1.500e-04, eta: 0:34:39, time: 1.105, data_time: 0.000, memory: 8337, top1_acc: 0.8747, top5_acc: 0.9591, loss_cls: 0.4887, loss: 0.4887, grad_norm: 4.3797, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6272, loss/aux0: 0.6272 2020-10-23 00:51:06,272 - mmaction - INFO - Epoch [98][140/396] lr: 1.500e-04, eta: 0:34:40, time: 1.088, data_time: 0.002, memory: 8337, top1_acc: 0.8747, top5_acc: 0.9591, loss_cls: 0.4887, loss: 0.4887, grad_norm: 4.4204, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9503, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-23 00:51:45,298 - mmaction - INFO - Epoch [98][160/396] lr: 1.500e-04, eta: 0:34:00, time: 1.026, data_time: 0.000, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9547, loss_cls: 0.5263, loss: 0.5263, grad_norm: 4.4756, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6687, loss/aux0: 0.6687 2020-10-23 00:51:47,362 - mmaction - INFO - Epoch [98][160/396] lr: 1.500e-04, eta: 0:34:00, time: 1.040, data_time: 0.002, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9547, loss_cls: 0.5263, loss: 0.5263, grad_norm: 4.4305, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6616, loss/aux0: 0.6616 2020-10-23 00:52:26,973 - mmaction - INFO - Epoch [98][180/396] lr: 1.500e-04, eta: 0:33:20, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8729, top5_acc: 0.9599, loss_cls: 0.5067, loss: 0.5067, grad_norm: 4.1995, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6807, loss/aux0: 0.6807 2020-10-23 00:52:29,227 - mmaction - INFO - Epoch [98][180/396] lr: 1.500e-04, eta: 0:33:21, time: 1.071, data_time: 0.003, memory: 8337, top1_acc: 0.8729, top5_acc: 0.9599, loss_cls: 0.5067, loss: 0.5067, grad_norm: 4.2125, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.6904, loss/aux0: 0.6904 2020-10-23 00:53:09,090 - mmaction - INFO - Epoch [98][200/396] lr: 1.500e-04, eta: 0:32:40, time: 1.019, data_time: 0.000, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9560, loss_cls: 0.5170, loss: 0.5170, grad_norm: 4.2986, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6791, loss/aux0: 0.6791 2020-10-23 00:53:09,693 - mmaction - INFO - Epoch [98][200/396] lr: 1.500e-04, eta: 0:32:41, time: 1.019, data_time: 0.002, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9560, loss_cls: 0.5170, loss: 0.5170, grad_norm: 4.2790, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6711, loss/aux0: 0.6711 2020-10-23 00:53:51,103 - mmaction - INFO - Epoch [98][220/396] lr: 1.500e-04, eta: 0:32:01, time: 1.033, data_time: 0.004, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9565, loss_cls: 0.5397, loss: 0.5397, grad_norm: 4.4055, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6794, loss/aux0: 0.6794 2020-10-23 00:53:51,728 - mmaction - INFO - Epoch [98][220/396] lr: 1.500e-04, eta: 0:32:01, time: 1.030, data_time: 0.006, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9565, loss_cls: 0.5397, loss: 0.5397, grad_norm: 4.4195, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6834, loss/aux0: 0.6834 2020-10-23 00:54:32,629 - mmaction - INFO - Epoch [98][240/396] lr: 1.500e-04, eta: 0:31:21, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9536, loss_cls: 0.5178, loss: 0.5178, grad_norm: 4.3750, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6541, loss/aux0: 0.6541 2020-10-23 00:54:33,236 - mmaction - INFO - Epoch [98][240/396] lr: 1.500e-04, eta: 0:31:22, time: 1.014, data_time: 0.002, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9536, loss_cls: 0.5178, loss: 0.5178, grad_norm: 4.3597, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6466, loss/aux0: 0.6466 2020-10-23 00:55:14,279 - mmaction - INFO - Epoch [98][260/396] lr: 1.500e-04, eta: 0:30:41, time: 1.081, data_time: 0.000, memory: 8337, top1_acc: 0.8828, top5_acc: 0.9654, loss_cls: 0.4484, loss: 0.4484, grad_norm: 4.3468, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6795, loss/aux0: 0.6795 2020-10-23 00:55:14,988 - mmaction - INFO - Epoch [98][260/396] lr: 1.500e-04, eta: 0:30:42, time: 1.085, data_time: 0.002, memory: 8337, top1_acc: 0.8828, top5_acc: 0.9654, loss_cls: 0.4484, loss: 0.4484, grad_norm: 4.3795, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6813, loss/aux0: 0.6813 2020-10-23 00:55:57,702 - mmaction - INFO - Epoch [98][280/396] lr: 1.500e-04, eta: 0:30:02, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9549, loss_cls: 0.5285, loss: 0.5285, grad_norm: 4.2494, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6705, loss/aux0: 0.6705 2020-10-23 00:55:58,301 - mmaction - INFO - Epoch [98][280/396] lr: 1.500e-04, eta: 0:30:02, time: 1.051, data_time: 0.003, memory: 8337, top1_acc: 0.8654, top5_acc: 0.9549, loss_cls: 0.5285, loss: 0.5285, grad_norm: 4.2382, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6664, loss/aux0: 0.6664 2020-10-23 00:56:38,905 - mmaction - INFO - Epoch [98][300/396] lr: 1.500e-04, eta: 0:29:22, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.8758, top5_acc: 0.9599, loss_cls: 0.4973, loss: 0.4973, grad_norm: 4.5088, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7183, loss/aux0: 0.7183 2020-10-23 00:56:39,540 - mmaction - INFO - Epoch [98][300/396] lr: 1.500e-04, eta: 0:29:23, time: 1.029, data_time: 0.002, memory: 8337, top1_acc: 0.8758, top5_acc: 0.9599, loss_cls: 0.4973, loss: 0.4973, grad_norm: 4.5128, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7283, loss/aux0: 0.7283 2020-10-23 00:57:19,745 - mmaction - INFO - Epoch [98][320/396] lr: 1.500e-04, eta: 0:28:42, time: 1.011, data_time: 0.000, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9604, loss_cls: 0.4903, loss: 0.4903, grad_norm: 4.2315, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6620, loss/aux0: 0.6620 2020-10-23 00:57:21,048 - mmaction - INFO - Epoch [98][320/396] lr: 1.500e-04, eta: 0:28:43, time: 1.038, data_time: 0.002, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9604, loss_cls: 0.4903, loss: 0.4903, grad_norm: 4.2418, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6589, loss/aux0: 0.6589 2020-10-23 00:57:59,464 - mmaction - INFO - Epoch [98][340/396] lr: 1.500e-04, eta: 0:28:03, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9594, loss_cls: 0.5039, loss: 0.5039, grad_norm: 4.4059, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.6927, loss/aux0: 0.6927 2020-10-23 00:58:01,290 - mmaction - INFO - Epoch [98][340/396] lr: 1.500e-04, eta: 0:28:03, time: 1.037, data_time: 0.004, memory: 8337, top1_acc: 0.8672, top5_acc: 0.9594, loss_cls: 0.5039, loss: 0.5039, grad_norm: 4.4040, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.6979, loss/aux0: 0.6979 2020-10-23 00:58:40,229 - mmaction - INFO - Epoch [98][360/396] lr: 1.500e-04, eta: 0:27:23, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9573, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.2110, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6514, loss/aux0: 0.6514 2020-10-23 00:58:41,930 - mmaction - INFO - Epoch [98][360/396] lr: 1.500e-04, eta: 0:27:24, time: 1.039, data_time: 0.002, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9573, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.2444, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-23 00:59:23,057 - mmaction - INFO - Epoch [98][380/396] lr: 1.500e-04, eta: 0:26:44, time: 1.111, data_time: 0.000, memory: 8337, top1_acc: 0.8607, top5_acc: 0.9604, loss_cls: 0.5187, loss: 0.5187, grad_norm: 4.3107, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6586, loss/aux0: 0.6586 2020-10-23 00:59:24,823 - mmaction - INFO - Epoch [98][380/396] lr: 1.500e-04, eta: 0:26:44, time: 1.098, data_time: 0.002, memory: 8337, top1_acc: 0.8607, top5_acc: 0.9604, loss_cls: 0.5187, loss: 0.5187, grad_norm: 4.2738, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6564, loss/aux0: 0.6564 2020-10-23 01:01:12,472 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-10-23 01:04:03,190 - mmaction - INFO - Epoch [99][20/396] lr: 1.500e-04, eta: 0:25:31, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9576, loss_cls: 0.5191, loss: 0.5191, grad_norm: 4.3951, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6519, loss/aux0: 0.6519 2020-10-23 01:04:04,317 - mmaction - INFO - Epoch [99][20/396] lr: 1.500e-04, eta: 0:25:32, time: 1.058, data_time: 0.002, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9576, loss_cls: 0.5191, loss: 0.5191, grad_norm: 4.3510, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6518, loss/aux0: 0.6518 2020-10-23 01:04:44,680 - mmaction - INFO - Epoch [99][40/396] lr: 1.500e-04, eta: 0:24:52, time: 1.076, data_time: 0.033, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9599, loss_cls: 0.5246, loss: 0.5246, grad_norm: 4.3764, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6731, loss/aux0: 0.6731 2020-10-23 01:04:45,300 - mmaction - INFO - Epoch [99][40/396] lr: 1.500e-04, eta: 0:24:52, time: 1.038, data_time: 0.012, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9599, loss_cls: 0.5246, loss: 0.5246, grad_norm: 4.3658, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6687, loss/aux0: 0.6687 2020-10-23 01:05:27,818 - mmaction - INFO - Epoch [99][60/396] lr: 1.500e-04, eta: 0:24:12, time: 1.105, data_time: 0.000, memory: 8337, top1_acc: 0.8833, top5_acc: 0.9622, loss_cls: 0.4720, loss: 0.4720, grad_norm: 4.3045, top1_acc/aux0: 0.8378, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-23 01:05:28,419 - mmaction - INFO - Epoch [99][60/396] lr: 1.500e-04, eta: 0:24:13, time: 1.107, data_time: 0.003, memory: 8337, top1_acc: 0.8833, top5_acc: 0.9622, loss_cls: 0.4720, loss: 0.4720, grad_norm: 4.2776, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9487, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-23 01:06:09,451 - mmaction - INFO - Epoch [99][80/396] lr: 1.500e-04, eta: 0:23:33, time: 1.046, data_time: 0.000, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9555, loss_cls: 0.5385, loss: 0.5385, grad_norm: 4.3349, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6479, loss/aux0: 0.6479 2020-10-23 01:06:10,045 - mmaction - INFO - Epoch [99][80/396] lr: 1.500e-04, eta: 0:23:33, time: 1.048, data_time: 0.003, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9555, loss_cls: 0.5385, loss: 0.5385, grad_norm: 4.3483, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6514, loss/aux0: 0.6514 2020-10-23 01:06:50,295 - mmaction - INFO - Epoch [99][100/396] lr: 1.500e-04, eta: 0:22:53, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9594, loss_cls: 0.4947, loss: 0.4947, grad_norm: 4.1724, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6328, loss/aux0: 0.6328 2020-10-23 01:06:50,917 - mmaction - INFO - Epoch [99][100/396] lr: 1.500e-04, eta: 0:22:53, time: 1.072, data_time: 0.002, memory: 8337, top1_acc: 0.8737, top5_acc: 0.9594, loss_cls: 0.4947, loss: 0.4947, grad_norm: 4.1529, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-23 01:07:31,415 - mmaction - INFO - Epoch [99][120/396] lr: 1.500e-04, eta: 0:22:13, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8695, top5_acc: 0.9622, loss_cls: 0.4941, loss: 0.4941, grad_norm: 4.2995, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6414, loss/aux0: 0.6414 2020-10-23 01:07:32,036 - mmaction - INFO - Epoch [99][120/396] lr: 1.500e-04, eta: 0:22:14, time: 1.010, data_time: 0.002, memory: 8337, top1_acc: 0.8695, top5_acc: 0.9622, loss_cls: 0.4941, loss: 0.4941, grad_norm: 4.2870, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6492, loss/aux0: 0.6492 2020-10-23 01:08:11,729 - mmaction - INFO - Epoch [99][140/396] lr: 1.500e-04, eta: 0:21:34, time: 0.958, data_time: 0.000, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9596, loss_cls: 0.5149, loss: 0.5149, grad_norm: 4.4091, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6480, loss/aux0: 0.6480 2020-10-23 01:08:12,683 - mmaction - INFO - Epoch [99][140/396] lr: 1.500e-04, eta: 0:21:34, time: 0.980, data_time: 0.007, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9596, loss_cls: 0.5149, loss: 0.5149, grad_norm: 4.4116, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6480, loss/aux0: 0.6480 2020-10-23 01:08:54,800 - mmaction - INFO - Epoch [99][160/396] lr: 1.500e-04, eta: 0:20:54, time: 1.077, data_time: 0.000, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9557, loss_cls: 0.5008, loss: 0.5008, grad_norm: 4.3896, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-23 01:08:55,450 - mmaction - INFO - Epoch [99][160/396] lr: 1.500e-04, eta: 0:20:54, time: 1.081, data_time: 0.003, memory: 8337, top1_acc: 0.8721, top5_acc: 0.9557, loss_cls: 0.5008, loss: 0.5008, grad_norm: 4.3656, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6568, loss/aux0: 0.6568 2020-10-23 01:09:34,891 - mmaction - INFO - Epoch [99][180/396] lr: 1.500e-04, eta: 0:20:14, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.8792, top5_acc: 0.9599, loss_cls: 0.4928, loss: 0.4928, grad_norm: 4.3666, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6789, loss/aux0: 0.6789 2020-10-23 01:09:35,515 - mmaction - INFO - Epoch [99][180/396] lr: 1.500e-04, eta: 0:20:15, time: 1.050, data_time: 0.003, memory: 8337, top1_acc: 0.8792, top5_acc: 0.9599, loss_cls: 0.4928, loss: 0.4928, grad_norm: 4.3856, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6887, loss/aux0: 0.6887 2020-10-23 01:10:15,797 - mmaction - INFO - Epoch [99][200/396] lr: 1.500e-04, eta: 0:19:35, time: 1.030, data_time: 0.000, memory: 8337, top1_acc: 0.8823, top5_acc: 0.9638, loss_cls: 0.4817, loss: 0.4817, grad_norm: 4.2835, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6643, loss/aux0: 0.6643 2020-10-23 01:10:16,397 - mmaction - INFO - Epoch [99][200/396] lr: 1.500e-04, eta: 0:19:35, time: 1.030, data_time: 0.003, memory: 8337, top1_acc: 0.8823, top5_acc: 0.9638, loss_cls: 0.4817, loss: 0.4817, grad_norm: 4.3222, top1_acc/aux0: 0.8284, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6622, loss/aux0: 0.6622 2020-10-23 01:10:56,147 - mmaction - INFO - Epoch [99][220/396] lr: 1.500e-04, eta: 0:18:55, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8742, top5_acc: 0.9620, loss_cls: 0.5012, loss: 0.5012, grad_norm: 4.2894, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6753, loss/aux0: 0.6753 2020-10-23 01:10:57,387 - mmaction - INFO - Epoch [99][220/396] lr: 1.500e-04, eta: 0:18:55, time: 1.064, data_time: 0.002, memory: 8337, top1_acc: 0.8742, top5_acc: 0.9620, loss_cls: 0.5012, loss: 0.5012, grad_norm: 4.2269, top1_acc/aux0: 0.8253, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6702, loss/aux0: 0.6702 2020-10-23 01:11:37,875 - mmaction - INFO - Epoch [99][240/396] lr: 1.500e-04, eta: 0:18:15, time: 1.068, data_time: 0.000, memory: 8337, top1_acc: 0.8687, top5_acc: 0.9602, loss_cls: 0.5126, loss: 0.5126, grad_norm: 4.2876, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-23 01:11:38,497 - mmaction - INFO - Epoch [99][240/396] lr: 1.500e-04, eta: 0:18:16, time: 1.052, data_time: 0.002, memory: 8337, top1_acc: 0.8687, top5_acc: 0.9602, loss_cls: 0.5126, loss: 0.5126, grad_norm: 4.3377, top1_acc/aux0: 0.8289, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6514, loss/aux0: 0.6514 2020-10-23 01:12:16,378 - mmaction - INFO - Epoch [99][260/396] lr: 1.500e-04, eta: 0:17:36, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9604, loss_cls: 0.5145, loss: 0.5145, grad_norm: 4.5511, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6649, loss/aux0: 0.6649 2020-10-23 01:12:17,851 - mmaction - INFO - Epoch [99][260/396] lr: 1.500e-04, eta: 0:17:36, time: 0.992, data_time: 0.006, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9604, loss_cls: 0.5145, loss: 0.5145, grad_norm: 4.5540, top1_acc/aux0: 0.8279, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6649, loss/aux0: 0.6649 2020-10-23 01:12:57,961 - mmaction - INFO - Epoch [99][280/396] lr: 1.500e-04, eta: 0:16:56, time: 0.977, data_time: 0.006, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9536, loss_cls: 0.5422, loss: 0.5422, grad_norm: 4.5821, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6759, loss/aux0: 0.6759 2020-10-23 01:12:58,588 - mmaction - INFO - Epoch [99][280/396] lr: 1.500e-04, eta: 0:16:56, time: 0.979, data_time: 0.008, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9536, loss_cls: 0.5422, loss: 0.5422, grad_norm: 4.6080, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6797, loss/aux0: 0.6797 2020-10-23 01:13:39,170 - mmaction - INFO - Epoch [99][300/396] lr: 1.500e-04, eta: 0:16:16, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9552, loss_cls: 0.5228, loss: 0.5228, grad_norm: 4.4256, top1_acc/aux0: 0.8305, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6635, loss/aux0: 0.6635 2020-10-23 01:13:39,789 - mmaction - INFO - Epoch [99][300/396] lr: 1.500e-04, eta: 0:16:16, time: 1.016, data_time: 0.002, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9552, loss_cls: 0.5228, loss: 0.5228, grad_norm: 4.3956, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6615, loss/aux0: 0.6615 2020-10-23 01:14:21,610 - mmaction - INFO - Epoch [99][320/396] lr: 1.500e-04, eta: 0:15:36, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.8729, top5_acc: 0.9578, loss_cls: 0.5089, loss: 0.5089, grad_norm: 4.4836, top1_acc/aux0: 0.8247, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6595, loss/aux0: 0.6595 2020-10-23 01:14:22,452 - mmaction - INFO - Epoch [99][320/396] lr: 1.500e-04, eta: 0:15:37, time: 1.067, data_time: 0.001, memory: 8337, top1_acc: 0.8729, top5_acc: 0.9578, loss_cls: 0.5089, loss: 0.5089, grad_norm: 4.4564, top1_acc/aux0: 0.8258, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6575, loss/aux0: 0.6575 2020-10-23 01:15:01,503 - mmaction - INFO - Epoch [99][340/396] lr: 1.500e-04, eta: 0:14:57, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9635, loss_cls: 0.4965, loss: 0.4965, grad_norm: 4.3084, top1_acc/aux0: 0.8320, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6707, loss/aux0: 0.6707 2020-10-23 01:15:03,700 - mmaction - INFO - Epoch [99][340/396] lr: 1.500e-04, eta: 0:14:57, time: 1.054, data_time: 0.002, memory: 8337, top1_acc: 0.8714, top5_acc: 0.9635, loss_cls: 0.4965, loss: 0.4965, grad_norm: 4.2673, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6703, loss/aux0: 0.6703 2020-10-23 01:15:42,416 - mmaction - INFO - Epoch [99][360/396] lr: 1.500e-04, eta: 0:14:17, time: 1.033, data_time: 0.000, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9612, loss_cls: 0.5242, loss: 0.5242, grad_norm: 4.5592, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6599, loss/aux0: 0.6599 2020-10-23 01:15:43,335 - mmaction - INFO - Epoch [99][360/396] lr: 1.500e-04, eta: 0:14:17, time: 0.985, data_time: 0.002, memory: 8337, top1_acc: 0.8659, top5_acc: 0.9612, loss_cls: 0.5242, loss: 0.5242, grad_norm: 4.5377, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6637, loss/aux0: 0.6637 2020-10-23 01:16:22,753 - mmaction - INFO - Epoch [99][380/396] lr: 1.500e-04, eta: 0:13:37, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8831, top5_acc: 0.9609, loss_cls: 0.4835, loss: 0.4835, grad_norm: 4.3832, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6777, loss/aux0: 0.6777 2020-10-23 01:16:25,050 - mmaction - INFO - Epoch [99][380/396] lr: 1.500e-04, eta: 0:13:38, time: 1.005, data_time: 0.002, memory: 8337, top1_acc: 0.8831, top5_acc: 0.9609, loss_cls: 0.4835, loss: 0.4835, grad_norm: 4.3865, top1_acc/aux0: 0.8273, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6759, loss/aux0: 0.6759 2020-10-23 01:18:11,174 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-10-23 01:21:19,634 - mmaction - INFO - Epoch [100][20/396] lr: 1.500e-04, eta: 0:12:26, time: 1.140, data_time: 0.078, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9625, loss_cls: 0.5007, loss: 0.5007, grad_norm: 4.3172, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6206, loss/aux0: 0.6206 2020-10-23 01:21:20,244 - mmaction - INFO - Epoch [100][20/396] lr: 1.500e-04, eta: 0:12:26, time: 1.142, data_time: 0.081, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9625, loss_cls: 0.5007, loss: 0.5007, grad_norm: 4.3312, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-23 01:21:59,617 - mmaction - INFO - Epoch [100][40/396] lr: 1.500e-04, eta: 0:11:46, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9633, loss_cls: 0.4930, loss: 0.4930, grad_norm: 4.3746, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6776, loss/aux0: 0.6776 2020-10-23 01:22:00,262 - mmaction - INFO - Epoch [100][40/396] lr: 1.500e-04, eta: 0:11:46, time: 0.971, data_time: 0.002, memory: 8337, top1_acc: 0.8740, top5_acc: 0.9633, loss_cls: 0.4930, loss: 0.4930, grad_norm: 4.4104, top1_acc/aux0: 0.8227, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6794, loss/aux0: 0.6794 2020-10-23 01:22:40,576 - mmaction - INFO - Epoch [100][60/396] lr: 1.500e-04, eta: 0:11:06, time: 1.086, data_time: 0.299, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9516, loss_cls: 0.5352, loss: 0.5352, grad_norm: 4.4243, top1_acc/aux0: 0.8419, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-23 01:22:41,442 - mmaction - INFO - Epoch [100][60/396] lr: 1.500e-04, eta: 0:11:06, time: 1.015, data_time: 0.230, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9516, loss_cls: 0.5352, loss: 0.5352, grad_norm: 4.4014, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-23 01:23:21,750 - mmaction - INFO - Epoch [100][80/396] lr: 1.500e-04, eta: 0:10:27, time: 1.089, data_time: 0.137, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9547, loss_cls: 0.5109, loss: 0.5109, grad_norm: 4.5422, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6729, loss/aux0: 0.6729 2020-10-23 01:23:22,346 - mmaction - INFO - Epoch [100][80/396] lr: 1.500e-04, eta: 0:10:27, time: 1.020, data_time: 0.067, memory: 8337, top1_acc: 0.8693, top5_acc: 0.9547, loss_cls: 0.5109, loss: 0.5109, grad_norm: 4.5051, top1_acc/aux0: 0.8263, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6811, loss/aux0: 0.6811 2020-10-23 01:24:02,845 - mmaction - INFO - Epoch [100][100/396] lr: 1.500e-04, eta: 0:09:47, time: 1.058, data_time: 0.039, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9615, loss_cls: 0.5049, loss: 0.5049, grad_norm: 4.3263, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6447, loss/aux0: 0.6447 2020-10-23 01:24:03,441 - mmaction - INFO - Epoch [100][100/396] lr: 1.500e-04, eta: 0:09:47, time: 1.058, data_time: 0.041, memory: 8337, top1_acc: 0.8703, top5_acc: 0.9615, loss_cls: 0.5049, loss: 0.5049, grad_norm: 4.3382, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9461, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-23 01:24:43,434 - mmaction - INFO - Epoch [100][120/396] lr: 1.500e-04, eta: 0:09:07, time: 0.952, data_time: 0.000, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9599, loss_cls: 0.4991, loss: 0.4991, grad_norm: 4.3911, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.6696, loss/aux0: 0.6696 2020-10-23 01:24:44,032 - mmaction - INFO - Epoch [100][120/396] lr: 1.500e-04, eta: 0:09:07, time: 0.955, data_time: 0.004, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9599, loss_cls: 0.4991, loss: 0.4991, grad_norm: 4.4375, top1_acc/aux0: 0.8310, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.6734, loss/aux0: 0.6734 2020-10-23 01:25:25,801 - mmaction - INFO - Epoch [100][140/396] lr: 1.500e-04, eta: 0:08:28, time: 1.034, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9529, loss_cls: 0.5466, loss: 0.5466, grad_norm: 4.3856, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6690, loss/aux0: 0.6690 2020-10-23 01:25:26,415 - mmaction - INFO - Epoch [100][140/396] lr: 1.500e-04, eta: 0:08:28, time: 1.034, data_time: 0.002, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9529, loss_cls: 0.5466, loss: 0.5466, grad_norm: 4.4109, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6682, loss/aux0: 0.6682 2020-10-23 01:26:06,016 - mmaction - INFO - Epoch [100][160/396] lr: 1.500e-04, eta: 0:07:48, time: 1.051, data_time: 0.000, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9552, loss_cls: 0.5157, loss: 0.5157, grad_norm: 4.1979, top1_acc/aux0: 0.8367, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6440, loss/aux0: 0.6440 2020-10-23 01:26:06,622 - mmaction - INFO - Epoch [100][160/396] lr: 1.500e-04, eta: 0:07:48, time: 1.050, data_time: 0.001, memory: 8337, top1_acc: 0.8719, top5_acc: 0.9552, loss_cls: 0.5157, loss: 0.5157, grad_norm: 4.1756, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6366, loss/aux0: 0.6366 2020-10-23 01:26:49,291 - mmaction - INFO - Epoch [100][180/396] lr: 1.500e-04, eta: 0:07:08, time: 1.095, data_time: 0.000, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9586, loss_cls: 0.5259, loss: 0.5259, grad_norm: 4.3719, top1_acc/aux0: 0.8237, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6848, loss/aux0: 0.6848 2020-10-23 01:26:49,911 - mmaction - INFO - Epoch [100][180/396] lr: 1.500e-04, eta: 0:07:08, time: 1.095, data_time: 0.003, memory: 8337, top1_acc: 0.8680, top5_acc: 0.9586, loss_cls: 0.5259, loss: 0.5259, grad_norm: 4.3897, top1_acc/aux0: 0.8221, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6856, loss/aux0: 0.6856 2020-10-23 01:27:29,620 - mmaction - INFO - Epoch [100][200/396] lr: 1.500e-04, eta: 0:06:29, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.8583, top5_acc: 0.9516, loss_cls: 0.5545, loss: 0.5545, grad_norm: 4.4535, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6400, loss/aux0: 0.6400 2020-10-23 01:27:30,235 - mmaction - INFO - Epoch [100][200/396] lr: 1.500e-04, eta: 0:06:29, time: 1.041, data_time: 0.001, memory: 8337, top1_acc: 0.8583, top5_acc: 0.9516, loss_cls: 0.5545, loss: 0.5545, grad_norm: 4.4270, top1_acc/aux0: 0.8346, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-23 01:28:09,623 - mmaction - INFO - Epoch [100][220/396] lr: 1.500e-04, eta: 0:05:49, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9547, loss_cls: 0.5190, loss: 0.5190, grad_norm: 4.2732, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9477, loss_cls/aux0: 0.6397, loss/aux0: 0.6397 2020-10-23 01:28:10,242 - mmaction - INFO - Epoch [100][220/396] lr: 1.500e-04, eta: 0:05:49, time: 1.007, data_time: 0.002, memory: 8337, top1_acc: 0.8708, top5_acc: 0.9547, loss_cls: 0.5190, loss: 0.5190, grad_norm: 4.3049, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9466, loss_cls/aux0: 0.6425, loss/aux0: 0.6425 2020-10-23 01:28:51,236 - mmaction - INFO - Epoch [100][240/396] lr: 1.500e-04, eta: 0:05:09, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9549, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.2592, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6416, loss/aux0: 0.6416 2020-10-23 01:28:51,840 - mmaction - INFO - Epoch [100][240/396] lr: 1.500e-04, eta: 0:05:09, time: 1.027, data_time: 0.002, memory: 8337, top1_acc: 0.8685, top5_acc: 0.9549, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.2664, top1_acc/aux0: 0.8331, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6396, loss/aux0: 0.6396 2020-10-23 01:29:31,255 - mmaction - INFO - Epoch [100][260/396] lr: 1.500e-04, eta: 0:04:29, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9521, loss_cls: 0.5390, loss: 0.5390, grad_norm: 4.3924, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6391, loss/aux0: 0.6391 2020-10-23 01:29:31,876 - mmaction - INFO - Epoch [100][260/396] lr: 1.500e-04, eta: 0:04:30, time: 0.991, data_time: 0.002, memory: 8337, top1_acc: 0.8664, top5_acc: 0.9521, loss_cls: 0.5390, loss: 0.5390, grad_norm: 4.4164, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6396, loss/aux0: 0.6396 2020-10-23 01:30:12,336 - mmaction - INFO - Epoch [100][280/396] lr: 1.500e-04, eta: 0:03:50, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9602, loss_cls: 0.5068, loss: 0.5068, grad_norm: 4.2919, top1_acc/aux0: 0.8294, top5_acc/aux0: 0.9471, loss_cls/aux0: 0.6527, loss/aux0: 0.6527 2020-10-23 01:30:14,247 - mmaction - INFO - Epoch [100][280/396] lr: 1.500e-04, eta: 0:03:50, time: 1.066, data_time: 0.004, memory: 8337, top1_acc: 0.8727, top5_acc: 0.9602, loss_cls: 0.5068, loss: 0.5068, grad_norm: 4.3041, top1_acc/aux0: 0.8299, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6484, loss/aux0: 0.6484 2020-10-23 01:30:52,912 - mmaction - INFO - Epoch [100][300/396] lr: 1.500e-04, eta: 0:03:10, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9552, loss_cls: 0.5287, loss: 0.5287, grad_norm: 4.3410, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6731, loss/aux0: 0.6731 2020-10-23 01:30:53,681 - mmaction - INFO - Epoch [100][300/396] lr: 1.500e-04, eta: 0:03:10, time: 0.988, data_time: 0.002, memory: 8337, top1_acc: 0.8690, top5_acc: 0.9552, loss_cls: 0.5287, loss: 0.5287, grad_norm: 4.3660, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6843, loss/aux0: 0.6843 2020-10-23 01:31:34,610 - mmaction - INFO - Epoch [100][320/396] lr: 1.500e-04, eta: 0:02:30, time: 1.107, data_time: 0.000, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9628, loss_cls: 0.4999, loss: 0.4999, grad_norm: 4.3629, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6694, loss/aux0: 0.6694 2020-10-23 01:31:35,240 - mmaction - INFO - Epoch [100][320/396] lr: 1.500e-04, eta: 0:02:30, time: 1.049, data_time: 0.002, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9628, loss_cls: 0.4999, loss: 0.4999, grad_norm: 4.3431, top1_acc/aux0: 0.8341, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6571, loss/aux0: 0.6571 2020-10-23 01:32:16,310 - mmaction - INFO - Epoch [100][340/396] lr: 1.500e-04, eta: 0:01:51, time: 1.071, data_time: 0.000, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9516, loss_cls: 0.5421, loss: 0.5421, grad_norm: 4.4619, top1_acc/aux0: 0.8393, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6572, loss/aux0: 0.6572 2020-10-23 01:32:16,933 - mmaction - INFO - Epoch [100][340/396] lr: 1.500e-04, eta: 0:01:51, time: 1.049, data_time: 0.002, memory: 8337, top1_acc: 0.8651, top5_acc: 0.9516, loss_cls: 0.5421, loss: 0.5421, grad_norm: 4.4765, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6632, loss/aux0: 0.6632 2020-10-23 01:32:56,842 - mmaction - INFO - Epoch [100][360/396] lr: 1.500e-04, eta: 0:01:11, time: 1.081, data_time: 0.287, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9604, loss_cls: 0.5083, loss: 0.5083, grad_norm: 4.3731, top1_acc/aux0: 0.8357, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6848, loss/aux0: 0.6848 2020-10-23 01:32:59,000 - mmaction - INFO - Epoch [100][360/396] lr: 1.500e-04, eta: 0:01:11, time: 1.015, data_time: 0.275, memory: 8337, top1_acc: 0.8701, top5_acc: 0.9604, loss_cls: 0.5083, loss: 0.5083, grad_norm: 4.3466, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6866, loss/aux0: 0.6866 2020-10-23 01:33:38,144 - mmaction - INFO - Epoch [100][380/396] lr: 1.500e-04, eta: 0:00:31, time: 1.025, data_time: 0.000, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9581, loss_cls: 0.5017, loss: 0.5017, grad_norm: 4.3669, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9451, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-23 01:33:39,644 - mmaction - INFO - Epoch [100][380/396] lr: 1.500e-04, eta: 0:00:31, time: 1.016, data_time: 0.002, memory: 8337, top1_acc: 0.8760, top5_acc: 0.9581, loss_cls: 0.5017, loss: 0.5017, grad_norm: 4.3911, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9456, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-23 01:35:22,441 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-10-23 01:36:38,453 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 01:36:38,562 - mmaction - INFO - top1_acc 0.7807 top5_acc 0.9316 2020-10-23 01:36:38,562 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 01:36:38,584 - mmaction - INFO - mean_acc 0.7813 2020-10-23 01:36:38,585 - mmaction - INFO - Epoch(val) [100][396] top1_acc: 0.7807, top5_acc: 0.9316, mean_class_accuracy: 0.7813