2020-10-10 22:40:58,538 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustre/share/cuda-9.0 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.3.0 PyTorch: 1.3.0 PyTorch compiling details: PyTorch built with: - GCC 4.8 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.20.5 (Git Hash 0125f28c61c1f822fd48570b4c1066f96fcb9b2e) - OpenMP 201107 (a.k.a. OpenMP 3.1) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -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=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.2.2 OpenCV: 4.2.0 MMCV: 1.1.2 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+f3b6ea2 ------------------------------------------------------------ 2020-10-10 22:40:58,539 - mmaction - INFO - Distributed training: True 2020-10-10 22:40:58,539 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_tsm/slurm_configs/recognition/tsm/tsm_r101_1x1x8_50e_sthv1_rgb.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet101', depth=101, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sth-v1/rawframes_train/' data_root_val = 'data/sth-v1/rawframes_val/' ann_file_train = 'data/sth-v1/sth-v1_train_list.txt' ann_file_val = 'data/sth-v1/sth-v1_val_list.txt' ann_file_test = 'data/sth-v1/sth-v1_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_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode', decoding_backend='turbojpeg', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), 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'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), 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=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), 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=8, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val,filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val,filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0005) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsm_r101_1x1x8_50e_sthv2_rgb/' load_from = None resume_from = None workflow = [('train', 1)] 2020-10-10 22:41:13,045 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-10-10 22:41:18,780 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-123, work_dir: /mnt/lustre/linjintao/try/mmaction2_tsm/workdir/tsm_r101_1x1x8_50e_sthv1_rgb 2020-10-10 22:41:18,780 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2020-10-10 22:42:04,235 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 1 day, 18:19:15, time: 2.266, data_time: 0.661, memory: 9800, top1_acc: 0.0117, top5_acc: 0.0570, loss_cls: 5.6291, loss: 5.6291, grad_norm: 4.1375 2020-10-10 22:42:20,445 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 1 day, 4:45:40, time: 0.815, data_time: 0.008, memory: 9800, top1_acc: 0.0156, top5_acc: 0.0547, loss_cls: 5.5314, loss: 5.5314, grad_norm: 4.0053 2020-10-10 22:42:36,687 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 1 day, 0:13:07, time: 0.812, data_time: 0.002, memory: 9800, top1_acc: 0.0148, top5_acc: 0.0648, loss_cls: 5.3322, loss: 5.3322, grad_norm: 3.6087 2020-10-10 22:42:53,138 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 21:58:59, time: 0.820, data_time: 0.002, memory: 9800, top1_acc: 0.0172, top5_acc: 0.0586, loss_cls: 5.1405, loss: 5.1405, grad_norm: 2.4653 2020-10-10 22:43:10,035 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 20:44:39, time: 0.848, data_time: 0.007, memory: 9800, top1_acc: 0.0133, top5_acc: 0.0688, loss_cls: 5.0729, loss: 5.0729, grad_norm: 2.2701 2020-10-10 22:43:27,302 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 19:57:48, time: 0.863, data_time: 0.002, memory: 9800, top1_acc: 0.0187, top5_acc: 0.0680, loss_cls: 5.0018, loss: 5.0018, grad_norm: 2.0181 2020-10-10 22:43:45,781 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 19:34:02, time: 0.924, data_time: 0.002, memory: 9800, top1_acc: 0.0234, top5_acc: 0.0844, loss_cls: 4.9795, loss: 4.9795, grad_norm: 2.9506 2020-10-10 22:44:06,071 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 19:28:42, time: 1.014, data_time: 0.005, memory: 9800, top1_acc: 0.0219, top5_acc: 0.0891, loss_cls: 4.9358, loss: 4.9358, grad_norm: 2.4325 2020-10-10 22:44:26,988 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 19:28:31, time: 1.047, data_time: 0.002, memory: 9800, top1_acc: 0.0281, top5_acc: 0.1094, loss_cls: 4.9049, loss: 4.9049, grad_norm: 2.7491 2020-10-10 22:44:48,934 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 19:34:00, time: 1.097, data_time: 0.002, memory: 9800, top1_acc: 0.0227, top5_acc: 0.0859, loss_cls: 4.9136, loss: 4.9136, grad_norm: 2.7376 2020-10-10 22:45:09,715 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 19:32:23, time: 1.038, data_time: 0.005, memory: 9800, top1_acc: 0.0227, top5_acc: 0.1148, loss_cls: 4.8785, loss: 4.8785, grad_norm: 2.7569 2020-10-10 22:45:31,425 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 19:35:25, time: 1.086, data_time: 0.002, memory: 9800, top1_acc: 0.0391, top5_acc: 0.1367, loss_cls: 4.7962, loss: 4.7962, grad_norm: 2.9698 2020-10-10 22:45:53,131 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 19:37:51, time: 1.085, data_time: 0.005, memory: 9800, top1_acc: 0.0461, top5_acc: 0.1578, loss_cls: 4.7603, loss: 4.7603, grad_norm: 3.2158 2020-10-10 22:46:15,749 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 19:43:34, time: 1.131, data_time: 0.004, memory: 9800, top1_acc: 0.0492, top5_acc: 0.1516, loss_cls: 4.7589, loss: 4.7589, grad_norm: 3.2741 2020-10-10 22:46:37,119 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 19:43:51, time: 1.069, data_time: 0.004, memory: 9800, top1_acc: 0.0461, top5_acc: 0.1367, loss_cls: 4.7564, loss: 4.7564, grad_norm: 3.2121 2020-10-10 22:46:59,910 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 19:48:58, time: 1.139, data_time: 0.005, memory: 9800, top1_acc: 0.0484, top5_acc: 0.1617, loss_cls: 4.7196, loss: 4.7196, grad_norm: 3.1139 2020-10-10 22:47:21,555 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 19:49:43, time: 1.083, data_time: 0.003, memory: 9800, top1_acc: 0.0484, top5_acc: 0.1734, loss_cls: 4.6781, loss: 4.6781, grad_norm: 3.3227 2020-10-10 22:47:43,735 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 19:51:47, time: 1.106, data_time: 0.004, memory: 9800, top1_acc: 0.0539, top5_acc: 0.1836, loss_cls: 4.6557, loss: 4.6557, grad_norm: 3.0772 2020-10-10 22:48:06,731 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 19:56:19, time: 1.152, data_time: 0.006, memory: 9800, top1_acc: 0.0500, top5_acc: 0.1844, loss_cls: 4.6327, loss: 4.6327, grad_norm: 3.4176 2020-10-10 22:48:29,198 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 19:58:45, time: 1.123, data_time: 0.002, memory: 9800, top1_acc: 0.0531, top5_acc: 0.1688, loss_cls: 4.6358, loss: 4.6358, grad_norm: 3.5381 2020-10-10 22:48:52,051 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 20:01:56, time: 1.143, data_time: 0.002, memory: 9800, top1_acc: 0.0516, top5_acc: 0.1930, loss_cls: 4.6091, loss: 4.6091, grad_norm: 3.1488 2020-10-10 22:49:14,566 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 20:03:46, time: 1.123, data_time: 0.006, memory: 9800, top1_acc: 0.0656, top5_acc: 0.1883, loss_cls: 4.6046, loss: 4.6046, grad_norm: 3.5285 2020-10-10 22:49:37,518 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 20:06:48, time: 1.151, data_time: 0.007, memory: 9800, top1_acc: 0.0664, top5_acc: 0.2031, loss_cls: 4.5319, loss: 4.5319, grad_norm: 3.6207 2020-10-10 22:50:00,510 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 20:09:26, time: 1.149, data_time: 0.004, memory: 9800, top1_acc: 0.0539, top5_acc: 0.1984, loss_cls: 4.5510, loss: 4.5510, grad_norm: 3.7344 2020-10-10 22:50:24,119 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 20:13:16, time: 1.181, data_time: 0.004, memory: 9800, top1_acc: 0.0633, top5_acc: 0.1938, loss_cls: 4.5835, loss: 4.5835, grad_norm: 3.6151 2020-10-10 22:50:46,961 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 20:14:57, time: 1.138, data_time: 0.004, memory: 9800, top1_acc: 0.0695, top5_acc: 0.2094, loss_cls: 4.5323, loss: 4.5323, grad_norm: 3.7791 2020-10-10 22:51:10,311 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 20:17:50, time: 1.171, data_time: 0.008, memory: 9800, top1_acc: 0.0734, top5_acc: 0.2180, loss_cls: 4.4700, loss: 4.4700, grad_norm: 3.8725 2020-10-10 22:51:32,985 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 20:18:59, time: 1.134, data_time: 0.002, memory: 9800, top1_acc: 0.0609, top5_acc: 0.2102, loss_cls: 4.5041, loss: 4.5041, grad_norm: 3.8045 2020-10-10 22:51:56,557 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 20:21:38, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.0867, top5_acc: 0.2375, loss_cls: 4.4302, loss: 4.4302, grad_norm: 4.0091 2020-10-10 22:52:19,372 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 20:22:52, time: 1.143, data_time: 0.007, memory: 9800, top1_acc: 0.0648, top5_acc: 0.2211, loss_cls: 4.4496, loss: 4.4496, grad_norm: 4.0036 2020-10-10 22:52:43,051 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 20:25:31, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.0703, top5_acc: 0.2125, loss_cls: 4.4226, loss: 4.4226, grad_norm: 3.8924 2020-10-10 22:53:06,663 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 20:27:49, time: 1.180, data_time: 0.002, memory: 9800, top1_acc: 0.0930, top5_acc: 0.2656, loss_cls: 4.3376, loss: 4.3376, grad_norm: 4.2041 2020-10-10 22:53:29,761 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 20:29:05, time: 1.155, data_time: 0.002, memory: 9800, top1_acc: 0.0867, top5_acc: 0.2445, loss_cls: 4.4242, loss: 4.4242, grad_norm: 3.9815 2020-10-10 22:53:53,804 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 20:31:47, time: 1.201, data_time: 0.004, memory: 9800, top1_acc: 0.0906, top5_acc: 0.2703, loss_cls: 4.3764, loss: 4.3764, grad_norm: 4.1372 2020-10-10 22:54:17,241 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 20:33:17, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.0883, top5_acc: 0.2453, loss_cls: 4.4129, loss: 4.4129, grad_norm: 4.1929 2020-10-10 22:54:42,491 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 20:37:39, time: 1.266, data_time: 0.007, memory: 9800, top1_acc: 0.0922, top5_acc: 0.2812, loss_cls: 4.3101, loss: 4.3101, grad_norm: 4.2868 2020-10-10 22:55:05,892 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 20:38:54, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.0906, top5_acc: 0.2805, loss_cls: 4.2933, loss: 4.2933, grad_norm: 4.5413 2020-10-10 22:55:28,305 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 20:38:36, time: 1.120, data_time: 0.002, memory: 9800, top1_acc: 0.0953, top5_acc: 0.2703, loss_cls: 4.2989, loss: 4.2989, grad_norm: 4.3114 2020-10-10 22:55:52,711 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 20:41:10, time: 1.221, data_time: 0.004, memory: 9800, top1_acc: 0.1086, top5_acc: 0.2727, loss_cls: 4.2913, loss: 4.2913, grad_norm: 4.3019 2020-10-10 22:56:15,547 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 20:41:22, time: 1.141, data_time: 0.005, memory: 9800, top1_acc: 0.1047, top5_acc: 0.2883, loss_cls: 4.2133, loss: 4.2133, grad_norm: 4.5242 2020-10-10 22:56:38,976 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 20:42:21, time: 1.171, data_time: 0.004, memory: 9800, top1_acc: 0.0820, top5_acc: 0.2625, loss_cls: 4.3376, loss: 4.3376, grad_norm: 4.2110 2020-10-10 22:57:02,567 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 20:43:27, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.1062, top5_acc: 0.2844, loss_cls: 4.2404, loss: 4.2404, grad_norm: 4.3540 2020-10-10 22:57:26,043 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 20:44:26, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.1125, top5_acc: 0.3227, loss_cls: 4.1488, loss: 4.1488, grad_norm: 4.9394 2020-10-10 22:57:49,608 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 20:45:22, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.1070, top5_acc: 0.2773, loss_cls: 4.2541, loss: 4.2541, grad_norm: 4.4129 2020-10-10 22:58:12,836 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 20:45:54, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.1016, top5_acc: 0.3141, loss_cls: 4.1288, loss: 4.1288, grad_norm: 4.5530 2020-10-10 22:58:36,750 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 20:47:11, time: 1.196, data_time: 0.002, memory: 9800, top1_acc: 0.1117, top5_acc: 0.3195, loss_cls: 4.1938, loss: 4.1938, grad_norm: 4.6369 2020-10-10 22:59:00,777 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 20:48:28, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.1148, top5_acc: 0.3164, loss_cls: 4.1583, loss: 4.1583, grad_norm: 4.3418 2020-10-10 22:59:23,895 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 20:48:44, time: 1.158, data_time: 0.007, memory: 9800, top1_acc: 0.1141, top5_acc: 0.3039, loss_cls: 4.1730, loss: 4.1730, grad_norm: 4.7479 2020-10-10 22:59:48,167 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 20:50:15, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.1297, top5_acc: 0.3141, loss_cls: 4.1045, loss: 4.1045, grad_norm: 4.6870 2020-10-10 23:00:12,914 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 20:52:03, time: 1.231, data_time: 0.004, memory: 9800, top1_acc: 0.1164, top5_acc: 0.3414, loss_cls: 4.0730, loss: 4.0730, grad_norm: 4.6788 2020-10-10 23:00:35,970 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 20:52:14, time: 1.160, data_time: 0.015, memory: 9800, top1_acc: 0.1258, top5_acc: 0.3500, loss_cls: 4.0510, loss: 4.0510, grad_norm: 4.9559 2020-10-10 23:00:59,849 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 20:53:05, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.1281, top5_acc: 0.3328, loss_cls: 4.0252, loss: 4.0252, grad_norm: 5.0866 2020-10-10 23:01:24,448 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 20:54:42, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.1187, top5_acc: 0.3477, loss_cls: 4.0186, loss: 4.0186, grad_norm: 4.8556 2020-10-10 23:01:47,948 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 20:55:05, time: 1.175, data_time: 0.002, memory: 9800, top1_acc: 0.1313, top5_acc: 0.3477, loss_cls: 4.0506, loss: 4.0506, grad_norm: 4.6875 2020-10-10 23:02:12,528 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 20:56:32, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.1406, top5_acc: 0.3375, loss_cls: 4.0050, loss: 4.0050, grad_norm: 4.6796 2020-10-10 23:02:35,563 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 20:56:24, time: 1.152, data_time: 0.002, memory: 9800, top1_acc: 0.1281, top5_acc: 0.3570, loss_cls: 3.9360, loss: 3.9360, grad_norm: 5.0327 2020-10-10 23:02:58,908 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 20:56:32, time: 1.167, data_time: 0.002, memory: 9800, top1_acc: 0.1359, top5_acc: 0.3352, loss_cls: 4.0757, loss: 4.0757, grad_norm: 5.1684 2020-10-10 23:03:23,012 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 20:57:22, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.1430, top5_acc: 0.3570, loss_cls: 4.0264, loss: 4.0264, grad_norm: 4.5369 2020-10-10 23:03:46,899 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 20:57:59, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.1555, top5_acc: 0.3609, loss_cls: 3.9144, loss: 3.9144, grad_norm: 4.9715 2020-10-10 23:04:11,955 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 20:59:38, time: 1.254, data_time: 0.004, memory: 9800, top1_acc: 0.1555, top5_acc: 0.3758, loss_cls: 3.9255, loss: 3.9255, grad_norm: 5.2470 2020-10-10 23:04:35,611 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 20:59:57, time: 1.183, data_time: 0.002, memory: 9800, top1_acc: 0.1281, top5_acc: 0.3359, loss_cls: 4.0560, loss: 4.0560, grad_norm: 4.6798 2020-10-10 23:04:59,983 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 21:00:51, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.1461, top5_acc: 0.3844, loss_cls: 3.8721, loss: 3.8721, grad_norm: 5.1480 2020-10-10 23:05:23,751 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 21:01:14, time: 1.190, data_time: 0.006, memory: 9800, top1_acc: 0.1625, top5_acc: 0.3937, loss_cls: 3.8964, loss: 3.8964, grad_norm: 5.0676 2020-10-10 23:05:46,869 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 21:00:59, time: 1.155, data_time: 0.005, memory: 9800, top1_acc: 0.1570, top5_acc: 0.3555, loss_cls: 3.9456, loss: 3.9456, grad_norm: 4.8874 2020-10-10 23:06:10,902 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 21:01:33, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.1539, top5_acc: 0.3805, loss_cls: 3.8864, loss: 3.8864, grad_norm: 5.0990 2020-10-10 23:06:34,718 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 21:01:53, time: 1.190, data_time: 0.002, memory: 9800, top1_acc: 0.1422, top5_acc: 0.3898, loss_cls: 3.8979, loss: 3.8979, grad_norm: 4.9515 2020-10-10 23:06:58,138 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 21:01:50, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.1656, top5_acc: 0.3969, loss_cls: 3.8090, loss: 3.8090, grad_norm: 4.8915 2020-10-10 23:07:03,739 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-10-10 23:07:35,925 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 21:01:41, time: 1.457, data_time: 0.497, memory: 9800, top1_acc: 0.1484, top5_acc: 0.3758, loss_cls: 3.8681, loss: 3.8681, grad_norm: 4.7140 2020-10-10 23:07:57,651 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 21:00:20, time: 1.087, data_time: 0.003, memory: 9800, top1_acc: 0.1531, top5_acc: 0.4164, loss_cls: 3.7554, loss: 3.7554, grad_norm: 5.0214 2020-10-10 23:08:20,925 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 21:00:09, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.1867, top5_acc: 0.4359, loss_cls: 3.6897, loss: 3.6897, grad_norm: 5.2748 2020-10-10 23:08:43,710 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 20:59:40, time: 1.141, data_time: 0.005, memory: 9800, top1_acc: 0.1891, top5_acc: 0.4273, loss_cls: 3.7081, loss: 3.7081, grad_norm: 5.1827 2020-10-10 23:09:07,723 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 21:00:04, time: 1.201, data_time: 0.006, memory: 9800, top1_acc: 0.1820, top5_acc: 0.4188, loss_cls: 3.7360, loss: 3.7360, grad_norm: 5.3101 2020-10-10 23:09:31,941 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 21:00:37, time: 1.211, data_time: 0.002, memory: 9800, top1_acc: 0.1867, top5_acc: 0.4156, loss_cls: 3.7003, loss: 3.7003, grad_norm: 5.2118 2020-10-10 23:09:55,968 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 21:00:59, time: 1.200, data_time: 0.004, memory: 9800, top1_acc: 0.1820, top5_acc: 0.4445, loss_cls: 3.6487, loss: 3.6487, grad_norm: 5.2778 2020-10-10 23:10:19,878 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 21:01:15, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.1891, top5_acc: 0.4273, loss_cls: 3.6910, loss: 3.6910, grad_norm: 5.2703 2020-10-10 23:10:43,422 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 21:01:16, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.1992, top5_acc: 0.4258, loss_cls: 3.6704, loss: 3.6704, grad_norm: 5.3042 2020-10-10 23:11:06,770 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 21:01:06, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.1930, top5_acc: 0.4039, loss_cls: 3.7094, loss: 3.7094, grad_norm: 5.2034 2020-10-10 23:11:30,285 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 21:01:04, time: 1.176, data_time: 0.002, memory: 9800, top1_acc: 0.1953, top5_acc: 0.4383, loss_cls: 3.6579, loss: 3.6579, grad_norm: 5.8209 2020-10-10 23:11:54,136 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 21:01:14, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.1875, top5_acc: 0.4195, loss_cls: 3.6884, loss: 3.6884, grad_norm: 5.3447 2020-10-10 23:12:18,373 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 21:01:39, time: 1.212, data_time: 0.004, memory: 9800, top1_acc: 0.2023, top5_acc: 0.4461, loss_cls: 3.6263, loss: 3.6263, grad_norm: 5.3508 2020-10-10 23:12:41,687 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 21:01:26, time: 1.166, data_time: 0.002, memory: 9800, top1_acc: 0.1945, top5_acc: 0.4469, loss_cls: 3.6304, loss: 3.6304, grad_norm: 5.3736 2020-10-10 23:13:05,017 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 21:01:14, time: 1.167, data_time: 0.006, memory: 9800, top1_acc: 0.2000, top5_acc: 0.4437, loss_cls: 3.6021, loss: 3.6021, grad_norm: 5.2400 2020-10-10 23:13:30,010 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 21:02:07, time: 1.249, data_time: 0.002, memory: 9800, top1_acc: 0.2000, top5_acc: 0.4156, loss_cls: 3.6616, loss: 3.6616, grad_norm: 5.4429 2020-10-10 23:13:53,449 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 21:01:56, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.2039, top5_acc: 0.4437, loss_cls: 3.6052, loss: 3.6052, grad_norm: 5.4095 2020-10-10 23:14:17,859 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 21:02:21, time: 1.218, data_time: 0.005, memory: 9800, top1_acc: 0.2109, top5_acc: 0.4414, loss_cls: 3.5785, loss: 3.5785, grad_norm: 5.3788 2020-10-10 23:14:40,875 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 21:01:58, time: 1.155, data_time: 0.007, memory: 9800, top1_acc: 0.2086, top5_acc: 0.4656, loss_cls: 3.4829, loss: 3.4829, grad_norm: 5.4444 2020-10-10 23:15:05,044 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 21:02:13, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.1984, top5_acc: 0.4297, loss_cls: 3.6346, loss: 3.6346, grad_norm: 5.1426 2020-10-10 23:15:28,803 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 21:02:15, time: 1.189, data_time: 0.003, memory: 9800, top1_acc: 0.2133, top5_acc: 0.4672, loss_cls: 3.4664, loss: 3.4664, grad_norm: 5.5722 2020-10-10 23:15:52,922 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 21:02:27, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.2039, top5_acc: 0.4523, loss_cls: 3.5967, loss: 3.5967, grad_norm: 5.4618 2020-10-10 23:16:16,225 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 21:02:09, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.2461, top5_acc: 0.4914, loss_cls: 3.4796, loss: 3.4796, grad_norm: 5.4919 2020-10-10 23:16:39,831 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 21:02:04, time: 1.183, data_time: 0.007, memory: 9800, top1_acc: 0.2227, top5_acc: 0.4641, loss_cls: 3.5292, loss: 3.5292, grad_norm: 5.4999 2020-10-10 23:17:03,699 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 21:02:05, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.2156, top5_acc: 0.4562, loss_cls: 3.5247, loss: 3.5247, grad_norm: 5.3710 2020-10-10 23:17:28,622 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 21:02:45, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.2008, top5_acc: 0.4508, loss_cls: 3.5269, loss: 3.5269, grad_norm: 5.6821 2020-10-10 23:17:52,246 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 21:02:37, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.2016, top5_acc: 0.4555, loss_cls: 3.5836, loss: 3.5836, grad_norm: 5.7858 2020-10-10 23:18:15,874 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 21:02:29, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.1953, top5_acc: 0.4562, loss_cls: 3.5876, loss: 3.5876, grad_norm: 5.4233 2020-10-10 23:18:40,139 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 21:02:43, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.2352, top5_acc: 0.4680, loss_cls: 3.4952, loss: 3.4952, grad_norm: 5.4924 2020-10-10 23:19:03,558 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 21:02:25, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.2180, top5_acc: 0.4719, loss_cls: 3.4505, loss: 3.4505, grad_norm: 5.3896 2020-10-10 23:19:26,954 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 21:02:11, time: 1.173, data_time: 0.007, memory: 9800, top1_acc: 0.2484, top5_acc: 0.4836, loss_cls: 3.4183, loss: 3.4183, grad_norm: 5.9866 2020-10-10 23:19:50,730 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 21:02:06, time: 1.189, data_time: 0.002, memory: 9800, top1_acc: 0.2547, top5_acc: 0.4898, loss_cls: 3.4349, loss: 3.4349, grad_norm: 5.8749 2020-10-10 23:20:14,605 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 21:02:03, time: 1.191, data_time: 0.004, memory: 9800, top1_acc: 0.2305, top5_acc: 0.4813, loss_cls: 3.4162, loss: 3.4162, grad_norm: 5.8041 2020-10-10 23:20:39,479 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 21:02:36, time: 1.247, data_time: 0.007, memory: 9800, top1_acc: 0.2570, top5_acc: 0.5031, loss_cls: 3.3860, loss: 3.3860, grad_norm: 5.7969 2020-10-10 23:21:02,760 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 21:02:13, time: 1.162, data_time: 0.005, memory: 9800, top1_acc: 0.2227, top5_acc: 0.4797, loss_cls: 3.4809, loss: 3.4809, grad_norm: 5.2258 2020-10-10 23:21:26,583 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 21:02:09, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.2445, top5_acc: 0.5133, loss_cls: 3.3299, loss: 3.3299, grad_norm: 5.7620 2020-10-10 23:21:50,443 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 21:02:05, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.2297, top5_acc: 0.4758, loss_cls: 3.4244, loss: 3.4244, grad_norm: 5.6769 2020-10-10 23:22:14,957 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 21:02:21, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.2273, top5_acc: 0.4820, loss_cls: 3.4411, loss: 3.4411, grad_norm: 5.6626 2020-10-10 23:22:39,158 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 21:02:28, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.2234, top5_acc: 0.4797, loss_cls: 3.4297, loss: 3.4297, grad_norm: 5.5650 2020-10-10 23:23:02,873 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 21:02:18, time: 1.186, data_time: 0.002, memory: 9800, top1_acc: 0.2461, top5_acc: 0.5047, loss_cls: 3.3669, loss: 3.3669, grad_norm: 5.9426 2020-10-10 23:23:26,160 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 21:01:55, time: 1.163, data_time: 0.004, memory: 9800, top1_acc: 0.2297, top5_acc: 0.4922, loss_cls: 3.4669, loss: 3.4669, grad_norm: 5.4251 2020-10-10 23:23:50,175 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 21:01:54, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.2336, top5_acc: 0.4945, loss_cls: 3.4611, loss: 3.4611, grad_norm: 5.4698 2020-10-10 23:24:14,258 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 21:01:53, time: 1.201, data_time: 0.004, memory: 9800, top1_acc: 0.2555, top5_acc: 0.4906, loss_cls: 3.3364, loss: 3.3364, grad_norm: 5.6536 2020-10-10 23:24:38,086 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 21:01:47, time: 1.194, data_time: 0.007, memory: 9800, top1_acc: 0.2664, top5_acc: 0.4977, loss_cls: 3.3061, loss: 3.3061, grad_norm: 5.7490 2020-10-10 23:25:01,349 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 21:01:23, time: 1.162, data_time: 0.006, memory: 9800, top1_acc: 0.2648, top5_acc: 0.5148, loss_cls: 3.3132, loss: 3.3132, grad_norm: 5.4699 2020-10-10 23:25:25,270 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 21:01:19, time: 1.197, data_time: 0.005, memory: 9800, top1_acc: 0.2586, top5_acc: 0.5094, loss_cls: 3.3140, loss: 3.3140, grad_norm: 5.8506 2020-10-10 23:25:49,472 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 21:01:21, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.2258, top5_acc: 0.5117, loss_cls: 3.3791, loss: 3.3791, grad_norm: 5.6247 2020-10-10 23:26:13,304 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 21:01:13, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.2508, top5_acc: 0.5172, loss_cls: 3.3145, loss: 3.3145, grad_norm: 5.5699 2020-10-10 23:26:37,298 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 21:01:09, time: 1.199, data_time: 0.002, memory: 9800, top1_acc: 0.2805, top5_acc: 0.5359, loss_cls: 3.2198, loss: 3.2198, grad_norm: 5.5883 2020-10-10 23:27:00,599 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 21:00:44, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.2695, top5_acc: 0.5258, loss_cls: 3.2401, loss: 3.2401, grad_norm: 5.6318 2020-10-10 23:27:25,497 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 21:01:06, time: 1.248, data_time: 0.006, memory: 9800, top1_acc: 0.2531, top5_acc: 0.5164, loss_cls: 3.2861, loss: 3.2861, grad_norm: 5.5590 2020-10-10 23:27:48,169 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 21:00:23, time: 1.131, data_time: 0.005, memory: 9800, top1_acc: 0.2883, top5_acc: 0.5359, loss_cls: 3.2025, loss: 3.2025, grad_norm: 5.6104 2020-10-10 23:28:12,307 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 21:00:24, time: 1.210, data_time: 0.006, memory: 9800, top1_acc: 0.2687, top5_acc: 0.5367, loss_cls: 3.2556, loss: 3.2556, grad_norm: 5.7946 2020-10-10 23:28:36,204 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 21:00:16, time: 1.195, data_time: 0.002, memory: 9800, top1_acc: 0.2664, top5_acc: 0.5375, loss_cls: 3.2470, loss: 3.2470, grad_norm: 5.9829 2020-10-10 23:28:59,685 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 20:59:55, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.2609, top5_acc: 0.5234, loss_cls: 3.2265, loss: 3.2265, grad_norm: 5.8979 2020-10-10 23:29:23,285 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 20:59:40, time: 1.183, data_time: 0.006, memory: 9800, top1_acc: 0.2609, top5_acc: 0.5195, loss_cls: 3.2594, loss: 3.2594, grad_norm: 5.5549 2020-10-10 23:29:47,998 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 20:59:52, time: 1.235, data_time: 0.004, memory: 9800, top1_acc: 0.2859, top5_acc: 0.5406, loss_cls: 3.1718, loss: 3.1718, grad_norm: 5.9877 2020-10-10 23:30:11,580 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 20:59:35, time: 1.179, data_time: 0.005, memory: 9800, top1_acc: 0.2391, top5_acc: 0.5188, loss_cls: 3.3158, loss: 3.3158, grad_norm: 5.6003 2020-10-10 23:30:35,758 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 20:59:33, time: 1.210, data_time: 0.004, memory: 9800, top1_acc: 0.2500, top5_acc: 0.4953, loss_cls: 3.3170, loss: 3.3170, grad_norm: 5.7999 2020-10-10 23:30:58,780 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 20:59:01, time: 1.150, data_time: 0.004, memory: 9800, top1_acc: 0.2250, top5_acc: 0.4953, loss_cls: 3.3406, loss: 3.3406, grad_norm: 5.8244 2020-10-10 23:31:22,557 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 20:58:47, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.2805, top5_acc: 0.5320, loss_cls: 3.2325, loss: 3.2325, grad_norm: 5.4643 2020-10-10 23:31:46,000 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 20:58:27, time: 1.174, data_time: 0.007, memory: 9800, top1_acc: 0.2617, top5_acc: 0.5492, loss_cls: 3.1941, loss: 3.1941, grad_norm: 5.7891 2020-10-10 23:32:09,695 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 20:58:13, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.2430, top5_acc: 0.5219, loss_cls: 3.2988, loss: 3.2988, grad_norm: 5.7566 2020-10-10 23:32:33,155 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 20:57:52, time: 1.173, data_time: 0.002, memory: 9800, top1_acc: 0.2828, top5_acc: 0.5484, loss_cls: 3.1636, loss: 3.1636, grad_norm: 5.6951 2020-10-10 23:32:57,707 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 20:57:57, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.2500, top5_acc: 0.5219, loss_cls: 3.2603, loss: 3.2603, grad_norm: 5.8779 2020-10-10 23:33:21,225 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 20:57:38, time: 1.178, data_time: 0.007, memory: 9800, top1_acc: 0.2922, top5_acc: 0.5563, loss_cls: 3.1499, loss: 3.1499, grad_norm: 6.0285 2020-10-10 23:33:44,466 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 20:57:11, time: 1.161, data_time: 0.004, memory: 9800, top1_acc: 0.2578, top5_acc: 0.5297, loss_cls: 3.2142, loss: 3.2142, grad_norm: 5.7961 2020-10-10 23:33:50,010 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-10-10 23:34:19,437 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 20:56:32, time: 1.439, data_time: 0.417, memory: 9800, top1_acc: 0.2789, top5_acc: 0.5477, loss_cls: 3.1804, loss: 3.1804, grad_norm: 5.6687 2020-10-10 23:34:42,430 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 20:56:00, time: 1.150, data_time: 0.002, memory: 9800, top1_acc: 0.2844, top5_acc: 0.5414, loss_cls: 3.1361, loss: 3.1361, grad_norm: 6.0087 2020-10-10 23:35:05,822 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 20:55:37, time: 1.169, data_time: 0.004, memory: 9800, top1_acc: 0.2984, top5_acc: 0.5695, loss_cls: 3.0912, loss: 3.0912, grad_norm: 5.9311 2020-10-10 23:35:30,390 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 20:55:42, time: 1.228, data_time: 0.002, memory: 9800, top1_acc: 0.2859, top5_acc: 0.5430, loss_cls: 3.1251, loss: 3.1251, grad_norm: 5.8782 2020-10-10 23:35:53,417 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 20:55:10, time: 1.150, data_time: 0.005, memory: 9800, top1_acc: 0.2992, top5_acc: 0.5656, loss_cls: 3.0419, loss: 3.0419, grad_norm: 5.8655 2020-10-10 23:36:17,260 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 20:54:58, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.2961, top5_acc: 0.5656, loss_cls: 3.0397, loss: 3.0397, grad_norm: 6.0936 2020-10-10 23:36:41,819 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 20:55:02, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.2953, top5_acc: 0.5570, loss_cls: 3.1429, loss: 3.1429, grad_norm: 5.7539 2020-10-10 23:37:05,319 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 20:54:41, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.3016, top5_acc: 0.5828, loss_cls: 3.0063, loss: 3.0063, grad_norm: 5.8225 2020-10-10 23:37:27,720 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 20:53:56, time: 1.120, data_time: 0.002, memory: 9800, top1_acc: 0.2867, top5_acc: 0.5547, loss_cls: 3.0616, loss: 3.0616, grad_norm: 6.0900 2020-10-10 23:37:52,291 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 20:53:59, time: 1.227, data_time: 0.004, memory: 9800, top1_acc: 0.3141, top5_acc: 0.5664, loss_cls: 3.0233, loss: 3.0233, grad_norm: 6.0818 2020-10-10 23:38:15,761 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 20:53:37, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.2945, top5_acc: 0.5773, loss_cls: 3.0399, loss: 3.0399, grad_norm: 5.8690 2020-10-10 23:38:40,172 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 20:53:37, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.3125, top5_acc: 0.5906, loss_cls: 2.9095, loss: 2.9095, grad_norm: 6.0697 2020-10-10 23:39:04,257 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 20:53:29, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.2898, top5_acc: 0.5594, loss_cls: 3.0487, loss: 3.0487, grad_norm: 6.1292 2020-10-10 23:39:27,500 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 20:53:02, time: 1.163, data_time: 0.004, memory: 9800, top1_acc: 0.2805, top5_acc: 0.5625, loss_cls: 3.0850, loss: 3.0850, grad_norm: 6.1319 2020-10-10 23:39:50,842 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 20:52:36, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.2914, top5_acc: 0.5656, loss_cls: 3.0839, loss: 3.0839, grad_norm: 5.8687 2020-10-10 23:40:15,557 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 20:52:42, time: 1.238, data_time: 0.007, memory: 9800, top1_acc: 0.2758, top5_acc: 0.5453, loss_cls: 3.1045, loss: 3.1045, grad_norm: 6.1169 2020-10-10 23:40:38,333 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 20:52:06, time: 1.140, data_time: 0.005, memory: 9800, top1_acc: 0.2922, top5_acc: 0.5687, loss_cls: 3.0644, loss: 3.0644, grad_norm: 5.9254 2020-10-10 23:41:02,879 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 20:52:06, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.3133, top5_acc: 0.5789, loss_cls: 2.9982, loss: 2.9982, grad_norm: 6.0446 2020-10-10 23:41:25,948 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 20:51:36, time: 1.155, data_time: 0.005, memory: 9800, top1_acc: 0.3000, top5_acc: 0.6016, loss_cls: 2.9400, loss: 2.9400, grad_norm: 6.0401 2020-10-10 23:41:51,044 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 20:51:47, time: 1.251, data_time: 0.005, memory: 9800, top1_acc: 0.2992, top5_acc: 0.5883, loss_cls: 2.9902, loss: 2.9902, grad_norm: 5.9058 2020-10-10 23:42:13,902 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 20:51:13, time: 1.146, data_time: 0.007, memory: 9800, top1_acc: 0.3172, top5_acc: 0.5820, loss_cls: 2.9582, loss: 2.9582, grad_norm: 6.2423 2020-10-10 23:42:38,037 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 20:51:04, time: 1.204, data_time: 0.002, memory: 9800, top1_acc: 0.2883, top5_acc: 0.5437, loss_cls: 3.1422, loss: 3.1422, grad_norm: 5.9278 2020-10-10 23:43:02,140 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 20:50:55, time: 1.206, data_time: 0.005, memory: 9800, top1_acc: 0.2898, top5_acc: 0.5961, loss_cls: 2.9695, loss: 2.9695, grad_norm: 6.0807 2020-10-10 23:43:27,033 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 20:51:02, time: 1.246, data_time: 0.005, memory: 9800, top1_acc: 0.2906, top5_acc: 0.5656, loss_cls: 3.0304, loss: 3.0304, grad_norm: 5.8223 2020-10-10 23:43:50,066 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 20:50:30, time: 1.150, data_time: 0.004, memory: 9800, top1_acc: 0.3016, top5_acc: 0.5844, loss_cls: 3.0314, loss: 3.0314, grad_norm: 6.0716 2020-10-10 23:44:13,160 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 20:50:00, time: 1.156, data_time: 0.005, memory: 9800, top1_acc: 0.3094, top5_acc: 0.5773, loss_cls: 3.0184, loss: 3.0184, grad_norm: 5.8834 2020-10-10 23:44:36,501 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 20:49:35, time: 1.167, data_time: 0.002, memory: 9800, top1_acc: 0.2938, top5_acc: 0.5773, loss_cls: 3.0076, loss: 3.0076, grad_norm: 5.8937 2020-10-10 23:45:00,435 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 20:49:21, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.3117, top5_acc: 0.5828, loss_cls: 2.9520, loss: 2.9520, grad_norm: 6.1027 2020-10-10 23:45:23,834 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 20:48:58, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.3102, top5_acc: 0.5898, loss_cls: 2.9298, loss: 2.9298, grad_norm: 5.8631 2020-10-10 23:45:47,877 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 20:48:46, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.2844, top5_acc: 0.5633, loss_cls: 3.0563, loss: 3.0563, grad_norm: 5.9972 2020-10-10 23:46:10,972 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 20:48:17, time: 1.156, data_time: 0.004, memory: 9800, top1_acc: 0.3102, top5_acc: 0.5922, loss_cls: 2.9484, loss: 2.9484, grad_norm: 6.0959 2020-10-10 23:46:34,783 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 20:48:01, time: 1.191, data_time: 0.002, memory: 9800, top1_acc: 0.3281, top5_acc: 0.6047, loss_cls: 2.9029, loss: 2.9029, grad_norm: 5.8732 2020-10-10 23:46:58,032 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 20:47:33, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.3187, top5_acc: 0.5898, loss_cls: 2.9731, loss: 2.9731, grad_norm: 5.9018 2020-10-10 23:47:22,134 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 20:47:22, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.3187, top5_acc: 0.5687, loss_cls: 2.9965, loss: 2.9965, grad_norm: 5.7832 2020-10-10 23:47:45,905 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 20:47:06, time: 1.191, data_time: 0.006, memory: 9800, top1_acc: 0.3336, top5_acc: 0.5836, loss_cls: 2.9421, loss: 2.9421, grad_norm: 5.7678 2020-10-10 23:48:09,458 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 20:46:45, time: 1.177, data_time: 0.004, memory: 9800, top1_acc: 0.3180, top5_acc: 0.5883, loss_cls: 2.9292, loss: 2.9292, grad_norm: 6.1631 2020-10-10 23:48:33,253 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 20:46:28, time: 1.190, data_time: 0.002, memory: 9800, top1_acc: 0.3031, top5_acc: 0.5781, loss_cls: 2.9897, loss: 2.9897, grad_norm: 5.9673 2020-10-10 23:48:57,827 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 20:46:25, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.2859, top5_acc: 0.5625, loss_cls: 3.0744, loss: 3.0744, grad_norm: 6.0488 2020-10-10 23:49:21,374 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 20:46:03, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.3180, top5_acc: 0.5797, loss_cls: 2.9126, loss: 2.9126, grad_norm: 5.8690 2020-10-10 23:49:44,172 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 20:45:29, time: 1.142, data_time: 0.006, memory: 9800, top1_acc: 0.3227, top5_acc: 0.6117, loss_cls: 2.8953, loss: 2.8953, grad_norm: 5.9440 2020-10-10 23:50:08,733 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 20:45:26, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.3367, top5_acc: 0.6195, loss_cls: 2.8299, loss: 2.8299, grad_norm: 5.9541 2020-10-10 23:50:32,263 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 20:45:04, time: 1.176, data_time: 0.002, memory: 9800, top1_acc: 0.3117, top5_acc: 0.6008, loss_cls: 2.8852, loss: 2.8852, grad_norm: 6.0893 2020-10-10 23:50:55,242 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 20:44:31, time: 1.147, data_time: 0.004, memory: 9800, top1_acc: 0.3141, top5_acc: 0.5750, loss_cls: 2.9672, loss: 2.9672, grad_norm: 6.2172 2020-10-10 23:51:19,572 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 20:44:24, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.3141, top5_acc: 0.5852, loss_cls: 2.9675, loss: 2.9675, grad_norm: 5.7193 2020-10-10 23:51:43,176 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 20:44:03, time: 1.182, data_time: 0.005, memory: 9800, top1_acc: 0.3234, top5_acc: 0.5844, loss_cls: 2.8844, loss: 2.8844, grad_norm: 6.1119 2020-10-10 23:52:06,314 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 20:43:34, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.3203, top5_acc: 0.5875, loss_cls: 2.9378, loss: 2.9378, grad_norm: 5.8011 2020-10-10 23:52:29,879 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 20:43:13, time: 1.178, data_time: 0.002, memory: 9800, top1_acc: 0.3016, top5_acc: 0.5930, loss_cls: 2.9126, loss: 2.9126, grad_norm: 5.8559 2020-10-10 23:52:54,873 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 20:43:16, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.3320, top5_acc: 0.5797, loss_cls: 2.9475, loss: 2.9475, grad_norm: 5.9144 2020-10-10 23:53:18,771 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 20:43:00, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.3070, top5_acc: 0.5859, loss_cls: 2.8950, loss: 2.8950, grad_norm: 5.8367 2020-10-10 23:53:41,802 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 20:42:30, time: 1.152, data_time: 0.003, memory: 9800, top1_acc: 0.3320, top5_acc: 0.6039, loss_cls: 2.8769, loss: 2.8769, grad_norm: 6.0597 2020-10-10 23:54:05,390 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 20:42:08, time: 1.179, data_time: 0.002, memory: 9800, top1_acc: 0.3281, top5_acc: 0.5977, loss_cls: 2.8916, loss: 2.8916, grad_norm: 5.8989 2020-10-10 23:54:29,780 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 20:42:01, time: 1.220, data_time: 0.002, memory: 9800, top1_acc: 0.3133, top5_acc: 0.6023, loss_cls: 2.9484, loss: 2.9484, grad_norm: 5.9087 2020-10-10 23:54:53,353 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 20:41:38, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.3133, top5_acc: 0.5844, loss_cls: 2.9055, loss: 2.9055, grad_norm: 6.0980 2020-10-10 23:55:16,910 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 20:41:17, time: 1.180, data_time: 0.007, memory: 9800, top1_acc: 0.3266, top5_acc: 0.5961, loss_cls: 2.9017, loss: 2.9017, grad_norm: 6.0455 2020-10-10 23:55:40,538 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 20:40:57, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.3383, top5_acc: 0.6203, loss_cls: 2.8185, loss: 2.8185, grad_norm: 6.0137 2020-10-10 23:56:04,846 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 20:40:47, time: 1.215, data_time: 0.002, memory: 9800, top1_acc: 0.3477, top5_acc: 0.6094, loss_cls: 2.8378, loss: 2.8378, grad_norm: 5.8323 2020-10-10 23:56:28,622 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 20:40:29, time: 1.189, data_time: 0.002, memory: 9800, top1_acc: 0.3320, top5_acc: 0.6008, loss_cls: 2.8800, loss: 2.8800, grad_norm: 6.0918 2020-10-10 23:56:52,015 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 20:40:04, time: 1.168, data_time: 0.004, memory: 9800, top1_acc: 0.3305, top5_acc: 0.6156, loss_cls: 2.8298, loss: 2.8298, grad_norm: 6.0873 2020-10-10 23:57:15,435 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 20:39:39, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.3430, top5_acc: 0.6094, loss_cls: 2.8147, loss: 2.8147, grad_norm: 6.2099 2020-10-10 23:57:38,839 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 20:39:15, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.3250, top5_acc: 0.5813, loss_cls: 2.9739, loss: 2.9739, grad_norm: 5.8046 2020-10-10 23:58:02,371 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 20:38:52, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.3320, top5_acc: 0.6055, loss_cls: 2.8658, loss: 2.8658, grad_norm: 5.7002 2020-10-10 23:58:26,744 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 20:38:44, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.3227, top5_acc: 0.5797, loss_cls: 2.9595, loss: 2.9595, grad_norm: 6.0024 2020-10-10 23:58:51,261 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 20:38:36, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.3383, top5_acc: 0.6172, loss_cls: 2.8203, loss: 2.8203, grad_norm: 6.0252 2020-10-10 23:59:13,889 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 20:38:00, time: 1.133, data_time: 0.005, memory: 9800, top1_acc: 0.3336, top5_acc: 0.6023, loss_cls: 2.8457, loss: 2.8457, grad_norm: 6.2378 2020-10-10 23:59:37,588 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 20:37:40, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.3266, top5_acc: 0.6078, loss_cls: 2.8836, loss: 2.8836, grad_norm: 6.0859 2020-10-11 00:00:01,130 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 20:37:17, time: 1.175, data_time: 0.006, memory: 9800, top1_acc: 0.3281, top5_acc: 0.6023, loss_cls: 2.8900, loss: 2.8900, grad_norm: 5.9548 2020-10-11 00:00:25,733 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 20:37:09, time: 1.226, data_time: 0.006, memory: 9800, top1_acc: 0.3367, top5_acc: 0.6234, loss_cls: 2.8005, loss: 2.8005, grad_norm: 6.0131 2020-10-11 00:00:32,496 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-10-11 00:01:03,809 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 20:36:59, time: 1.530, data_time: 0.621, memory: 9800, top1_acc: 0.3320, top5_acc: 0.5992, loss_cls: 2.8483, loss: 2.8483, grad_norm: 5.6748 2020-10-11 00:01:26,057 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 20:36:17, time: 1.112, data_time: 0.002, memory: 9800, top1_acc: 0.3352, top5_acc: 0.6172, loss_cls: 2.8403, loss: 2.8403, grad_norm: 5.8890 2020-10-11 00:01:49,934 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 20:35:58, time: 1.191, data_time: 0.006, memory: 9800, top1_acc: 0.3461, top5_acc: 0.6109, loss_cls: 2.7845, loss: 2.7845, grad_norm: 6.1469 2020-10-11 00:02:13,063 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 20:35:30, time: 1.159, data_time: 0.007, memory: 9800, top1_acc: 0.3250, top5_acc: 0.6273, loss_cls: 2.8099, loss: 2.8099, grad_norm: 5.9895 2020-10-11 00:02:36,136 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 20:35:00, time: 1.153, data_time: 0.002, memory: 9800, top1_acc: 0.3359, top5_acc: 0.6133, loss_cls: 2.7941, loss: 2.7941, grad_norm: 5.8463 2020-10-11 00:03:00,068 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 20:34:44, time: 1.197, data_time: 0.002, memory: 9800, top1_acc: 0.3516, top5_acc: 0.6383, loss_cls: 2.7596, loss: 2.7596, grad_norm: 6.1077 2020-10-11 00:03:23,803 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 20:34:24, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.3414, top5_acc: 0.6211, loss_cls: 2.7332, loss: 2.7332, grad_norm: 6.2874 2020-10-11 00:03:47,112 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 20:33:58, time: 1.167, data_time: 0.005, memory: 9800, top1_acc: 0.3578, top5_acc: 0.6281, loss_cls: 2.6868, loss: 2.6868, grad_norm: 6.0692 2020-10-11 00:04:11,855 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 20:33:53, time: 1.238, data_time: 0.006, memory: 9800, top1_acc: 0.3719, top5_acc: 0.6398, loss_cls: 2.6735, loss: 2.6735, grad_norm: 6.3465 2020-10-11 00:04:34,429 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 20:33:16, time: 1.128, data_time: 0.002, memory: 9800, top1_acc: 0.3633, top5_acc: 0.6117, loss_cls: 2.8114, loss: 2.8114, grad_norm: 6.0099 2020-10-11 00:04:58,075 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 20:32:55, time: 1.182, data_time: 0.006, memory: 9800, top1_acc: 0.3812, top5_acc: 0.6289, loss_cls: 2.7350, loss: 2.7350, grad_norm: 6.0321 2020-10-11 00:05:21,611 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 20:32:32, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.3359, top5_acc: 0.6273, loss_cls: 2.7860, loss: 2.7860, grad_norm: 6.0688 2020-10-11 00:05:45,228 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 20:32:11, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.3398, top5_acc: 0.6242, loss_cls: 2.8419, loss: 2.8419, grad_norm: 5.8906 2020-10-11 00:06:09,448 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 20:31:58, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.3406, top5_acc: 0.6148, loss_cls: 2.8230, loss: 2.8230, grad_norm: 5.9827 2020-10-11 00:06:32,748 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 20:31:32, time: 1.165, data_time: 0.002, memory: 9800, top1_acc: 0.3289, top5_acc: 0.5984, loss_cls: 2.8542, loss: 2.8542, grad_norm: 5.9418 2020-10-11 00:06:56,500 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 20:31:11, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.3453, top5_acc: 0.6352, loss_cls: 2.7301, loss: 2.7301, grad_norm: 6.3668 2020-10-11 00:07:19,581 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 20:30:42, time: 1.156, data_time: 0.007, memory: 9800, top1_acc: 0.3438, top5_acc: 0.6234, loss_cls: 2.7434, loss: 2.7434, grad_norm: 6.0394 2020-10-11 00:07:43,716 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 20:30:28, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.3563, top5_acc: 0.6586, loss_cls: 2.6974, loss: 2.6974, grad_norm: 6.2353 2020-10-11 00:08:06,998 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 20:30:02, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.3367, top5_acc: 0.6188, loss_cls: 2.8208, loss: 2.8208, grad_norm: 5.7108 2020-10-11 00:08:30,471 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 20:29:38, time: 1.174, data_time: 0.002, memory: 9800, top1_acc: 0.3641, top5_acc: 0.6484, loss_cls: 2.6643, loss: 2.6643, grad_norm: 6.0682 2020-10-11 00:08:55,818 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 20:29:40, time: 1.266, data_time: 0.004, memory: 9800, top1_acc: 0.3250, top5_acc: 0.6047, loss_cls: 2.7931, loss: 2.7931, grad_norm: 6.1819 2020-10-11 00:09:17,908 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 20:28:55, time: 1.098, data_time: 0.005, memory: 9800, top1_acc: 0.3164, top5_acc: 0.6023, loss_cls: 2.8869, loss: 2.8869, grad_norm: 6.2690 2020-10-11 00:09:41,826 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 20:28:40, time: 1.204, data_time: 0.010, memory: 9800, top1_acc: 0.3695, top5_acc: 0.6477, loss_cls: 2.6662, loss: 2.6662, grad_norm: 6.0678 2020-10-11 00:10:06,357 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 20:28:30, time: 1.224, data_time: 0.004, memory: 9800, top1_acc: 0.3563, top5_acc: 0.6344, loss_cls: 2.7287, loss: 2.7287, grad_norm: 6.2067 2020-10-11 00:10:28,913 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 20:27:54, time: 1.130, data_time: 0.004, memory: 9800, top1_acc: 0.3383, top5_acc: 0.6195, loss_cls: 2.8634, loss: 2.8634, grad_norm: 6.0542 2020-10-11 00:10:52,793 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 20:27:36, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.3711, top5_acc: 0.6664, loss_cls: 2.6130, loss: 2.6130, grad_norm: 5.9636 2020-10-11 00:11:17,191 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 20:27:25, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.3750, top5_acc: 0.6406, loss_cls: 2.6933, loss: 2.6933, grad_norm: 6.1971 2020-10-11 00:11:41,323 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 20:27:10, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.3578, top5_acc: 0.6289, loss_cls: 2.7344, loss: 2.7344, grad_norm: 6.0285 2020-10-11 00:12:04,383 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 20:26:40, time: 1.152, data_time: 0.006, memory: 9800, top1_acc: 0.3547, top5_acc: 0.6062, loss_cls: 2.7921, loss: 2.7921, grad_norm: 5.9073 2020-10-11 00:12:27,431 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 20:26:11, time: 1.153, data_time: 0.004, memory: 9800, top1_acc: 0.3633, top5_acc: 0.6516, loss_cls: 2.6879, loss: 2.6879, grad_norm: 6.1717 2020-10-11 00:12:51,726 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 20:25:58, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.3398, top5_acc: 0.6539, loss_cls: 2.7029, loss: 2.7029, grad_norm: 6.2352 2020-10-11 00:13:15,825 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 20:25:42, time: 1.203, data_time: 0.002, memory: 9800, top1_acc: 0.3586, top5_acc: 0.6164, loss_cls: 2.6997, loss: 2.6997, grad_norm: 5.8781 2020-10-11 00:13:39,085 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 20:25:16, time: 1.165, data_time: 0.005, memory: 9800, top1_acc: 0.3586, top5_acc: 0.6320, loss_cls: 2.7122, loss: 2.7122, grad_norm: 5.9485 2020-10-11 00:14:02,468 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 20:24:51, time: 1.169, data_time: 0.002, memory: 9800, top1_acc: 0.3750, top5_acc: 0.6523, loss_cls: 2.6593, loss: 2.6593, grad_norm: 5.8961 2020-10-11 00:14:26,808 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 20:24:38, time: 1.216, data_time: 0.004, memory: 9800, top1_acc: 0.3523, top5_acc: 0.6289, loss_cls: 2.7827, loss: 2.7827, grad_norm: 6.2331 2020-10-11 00:14:49,719 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 20:24:07, time: 1.147, data_time: 0.005, memory: 9800, top1_acc: 0.3836, top5_acc: 0.6305, loss_cls: 2.6725, loss: 2.6725, grad_norm: 5.8290 2020-10-11 00:15:14,010 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 20:23:53, time: 1.213, data_time: 0.004, memory: 9800, top1_acc: 0.3766, top5_acc: 0.6570, loss_cls: 2.6618, loss: 2.6618, grad_norm: 5.9444 2020-10-11 00:15:37,654 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 20:23:32, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.3656, top5_acc: 0.6367, loss_cls: 2.7142, loss: 2.7142, grad_norm: 6.3537 2020-10-11 00:16:00,837 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 20:23:04, time: 1.158, data_time: 0.005, memory: 9800, top1_acc: 0.3664, top5_acc: 0.6453, loss_cls: 2.6470, loss: 2.6470, grad_norm: 5.7313 2020-10-11 00:16:24,121 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 20:22:38, time: 1.165, data_time: 0.005, memory: 9800, top1_acc: 0.3586, top5_acc: 0.6180, loss_cls: 2.7783, loss: 2.7783, grad_norm: 5.9657 2020-10-11 00:16:47,769 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 20:22:16, time: 1.182, data_time: 0.006, memory: 9800, top1_acc: 0.3531, top5_acc: 0.6266, loss_cls: 2.7451, loss: 2.7451, grad_norm: 5.9858 2020-10-11 00:17:10,600 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 20:21:44, time: 1.143, data_time: 0.005, memory: 9800, top1_acc: 0.3719, top5_acc: 0.6477, loss_cls: 2.6582, loss: 2.6582, grad_norm: 5.9573 2020-10-11 00:17:34,479 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 20:21:25, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.3383, top5_acc: 0.6156, loss_cls: 2.7691, loss: 2.7691, grad_norm: 6.1140 2020-10-11 00:17:58,123 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 20:21:03, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.3828, top5_acc: 0.6570, loss_cls: 2.6183, loss: 2.6183, grad_norm: 6.1419 2020-10-11 00:18:22,318 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 20:20:48, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.3812, top5_acc: 0.6461, loss_cls: 2.6342, loss: 2.6342, grad_norm: 6.1883 2020-10-11 00:18:46,428 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 20:20:33, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.3672, top5_acc: 0.6453, loss_cls: 2.6826, loss: 2.6826, grad_norm: 6.1092 2020-10-11 00:19:09,290 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 20:20:01, time: 1.143, data_time: 0.005, memory: 9800, top1_acc: 0.3445, top5_acc: 0.6164, loss_cls: 2.7540, loss: 2.7540, grad_norm: 5.7760 2020-10-11 00:19:32,668 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 20:19:36, time: 1.169, data_time: 0.003, memory: 9800, top1_acc: 0.3688, top5_acc: 0.6281, loss_cls: 2.7062, loss: 2.7062, grad_norm: 6.2099 2020-10-11 00:19:56,144 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 20:19:12, time: 1.172, data_time: 0.004, memory: 9800, top1_acc: 0.3688, top5_acc: 0.6469, loss_cls: 2.5905, loss: 2.5905, grad_norm: 6.3970 2020-10-11 00:20:19,655 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 20:18:48, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.3664, top5_acc: 0.6391, loss_cls: 2.7327, loss: 2.7327, grad_norm: 6.1949 2020-10-11 00:20:43,018 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 20:18:23, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.3469, top5_acc: 0.6352, loss_cls: 2.7268, loss: 2.7268, grad_norm: 6.1990 2020-10-11 00:21:06,155 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 20:17:55, time: 1.156, data_time: 0.005, memory: 9800, top1_acc: 0.3766, top5_acc: 0.6320, loss_cls: 2.6900, loss: 2.6900, grad_norm: 5.9406 2020-10-11 00:21:29,508 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 20:17:30, time: 1.168, data_time: 0.002, memory: 9800, top1_acc: 0.3688, top5_acc: 0.6602, loss_cls: 2.6293, loss: 2.6293, grad_norm: 6.1306 2020-10-11 00:21:53,249 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 20:17:09, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.3547, top5_acc: 0.6352, loss_cls: 2.7438, loss: 2.7438, grad_norm: 6.1806 2020-10-11 00:22:16,321 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 20:16:40, time: 1.154, data_time: 0.005, memory: 9800, top1_acc: 0.3773, top5_acc: 0.6727, loss_cls: 2.6326, loss: 2.6326, grad_norm: 6.3428 2020-10-11 00:22:40,252 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 20:16:22, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.3500, top5_acc: 0.6320, loss_cls: 2.7741, loss: 2.7741, grad_norm: 5.8611 2020-10-11 00:23:03,941 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 20:16:01, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.3641, top5_acc: 0.6367, loss_cls: 2.7049, loss: 2.7049, grad_norm: 6.2022 2020-10-11 00:23:27,991 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 20:15:44, time: 1.202, data_time: 0.002, memory: 9800, top1_acc: 0.3641, top5_acc: 0.6414, loss_cls: 2.6900, loss: 2.6900, grad_norm: 5.9148 2020-10-11 00:23:53,167 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 20:15:40, time: 1.257, data_time: 0.005, memory: 9800, top1_acc: 0.3773, top5_acc: 0.6711, loss_cls: 2.5964, loss: 2.5964, grad_norm: 6.1694 2020-10-11 00:24:15,632 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 20:15:04, time: 1.123, data_time: 0.005, memory: 9800, top1_acc: 0.3594, top5_acc: 0.6430, loss_cls: 2.6799, loss: 2.6799, grad_norm: 6.0360 2020-10-11 00:24:38,663 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 20:14:35, time: 1.153, data_time: 0.005, memory: 9800, top1_acc: 0.3539, top5_acc: 0.6492, loss_cls: 2.7020, loss: 2.7020, grad_norm: 6.3053 2020-10-11 00:25:02,286 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 20:14:13, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.3539, top5_acc: 0.6398, loss_cls: 2.7043, loss: 2.7043, grad_norm: 5.6793 2020-10-11 00:25:26,738 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 20:14:00, time: 1.223, data_time: 0.002, memory: 9800, top1_acc: 0.3680, top5_acc: 0.6414, loss_cls: 2.7543, loss: 2.7543, grad_norm: 6.1307 2020-10-11 00:25:49,702 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 20:13:30, time: 1.147, data_time: 0.006, memory: 9800, top1_acc: 0.3727, top5_acc: 0.6406, loss_cls: 2.6590, loss: 2.6590, grad_norm: 6.0191 2020-10-11 00:26:14,188 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 20:13:18, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.3469, top5_acc: 0.6391, loss_cls: 2.6991, loss: 2.6991, grad_norm: 5.9688 2020-10-11 00:26:37,996 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 20:12:58, time: 1.191, data_time: 0.004, memory: 9800, top1_acc: 0.3734, top5_acc: 0.6398, loss_cls: 2.6609, loss: 2.6609, grad_norm: 5.9271 2020-10-11 00:27:02,225 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 20:12:42, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.3797, top5_acc: 0.6398, loss_cls: 2.6300, loss: 2.6300, grad_norm: 5.9339 2020-10-11 00:27:06,883 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-10-11 00:27:35,917 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 20:12:01, time: 1.419, data_time: 0.453, memory: 9800, top1_acc: 0.3961, top5_acc: 0.6789, loss_cls: 2.4991, loss: 2.4991, grad_norm: 5.9153 2020-10-11 00:27:58,999 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 20:11:33, time: 1.154, data_time: 0.002, memory: 9800, top1_acc: 0.4133, top5_acc: 0.6773, loss_cls: 2.5045, loss: 2.5045, grad_norm: 5.8913 2020-10-11 00:28:22,423 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 20:11:08, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.3836, top5_acc: 0.6687, loss_cls: 2.5566, loss: 2.5566, grad_norm: 6.2665 2020-10-11 00:28:45,156 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 20:10:36, time: 1.137, data_time: 0.005, memory: 9800, top1_acc: 0.3969, top5_acc: 0.6609, loss_cls: 2.5171, loss: 2.5171, grad_norm: 6.0770 2020-10-11 00:29:08,468 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 20:10:10, time: 1.166, data_time: 0.006, memory: 9800, top1_acc: 0.3789, top5_acc: 0.6469, loss_cls: 2.6629, loss: 2.6629, grad_norm: 6.0198 2020-10-11 00:29:32,178 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 20:09:49, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.4172, top5_acc: 0.6727, loss_cls: 2.5162, loss: 2.5162, grad_norm: 6.1823 2020-10-11 00:29:56,087 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 20:09:29, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.3672, top5_acc: 0.6703, loss_cls: 2.6095, loss: 2.6095, grad_norm: 5.9239 2020-10-11 00:30:19,253 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 20:09:02, time: 1.158, data_time: 0.005, memory: 9800, top1_acc: 0.3914, top5_acc: 0.6516, loss_cls: 2.6008, loss: 2.6008, grad_norm: 5.9785 2020-10-11 00:30:43,063 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 20:08:42, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.4023, top5_acc: 0.6961, loss_cls: 2.4518, loss: 2.4518, grad_norm: 6.0423 2020-10-11 00:31:05,890 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 20:08:11, time: 1.141, data_time: 0.005, memory: 9800, top1_acc: 0.3969, top5_acc: 0.6648, loss_cls: 2.5488, loss: 2.5488, grad_norm: 6.2626 2020-10-11 00:31:31,229 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 20:08:08, time: 1.267, data_time: 0.002, memory: 9800, top1_acc: 0.3961, top5_acc: 0.6602, loss_cls: 2.5505, loss: 2.5505, grad_norm: 6.0687 2020-10-11 00:31:54,780 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 20:07:44, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.3656, top5_acc: 0.6508, loss_cls: 2.6345, loss: 2.6345, grad_norm: 6.0956 2020-10-11 00:32:17,942 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 20:07:17, time: 1.160, data_time: 0.005, memory: 9800, top1_acc: 0.4203, top5_acc: 0.6891, loss_cls: 2.4777, loss: 2.4777, grad_norm: 6.0345 2020-10-11 00:32:41,535 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 20:06:54, time: 1.179, data_time: 0.002, memory: 9800, top1_acc: 0.3711, top5_acc: 0.6414, loss_cls: 2.6372, loss: 2.6372, grad_norm: 6.2690 2020-10-11 00:33:04,821 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 20:06:28, time: 1.164, data_time: 0.006, memory: 9800, top1_acc: 0.3945, top5_acc: 0.6609, loss_cls: 2.5703, loss: 2.5703, grad_norm: 5.9963 2020-10-11 00:33:28,983 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 20:06:12, time: 1.208, data_time: 0.002, memory: 9800, top1_acc: 0.3711, top5_acc: 0.6781, loss_cls: 2.5798, loss: 2.5798, grad_norm: 6.2160 2020-10-11 00:33:52,072 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 20:05:44, time: 1.153, data_time: 0.006, memory: 9800, top1_acc: 0.3656, top5_acc: 0.6562, loss_cls: 2.6574, loss: 2.6574, grad_norm: 5.7033 2020-10-11 00:34:15,825 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 20:05:22, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.3820, top5_acc: 0.6602, loss_cls: 2.5960, loss: 2.5960, grad_norm: 5.9491 2020-10-11 00:34:39,609 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 20:05:02, time: 1.192, data_time: 0.007, memory: 9800, top1_acc: 0.3828, top5_acc: 0.6602, loss_cls: 2.5559, loss: 2.5559, grad_norm: 6.1744 2020-10-11 00:35:03,183 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 20:04:39, time: 1.179, data_time: 0.005, memory: 9800, top1_acc: 0.3555, top5_acc: 0.6570, loss_cls: 2.6299, loss: 2.6299, grad_norm: 6.3622 2020-10-11 00:35:26,601 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 20:04:15, time: 1.171, data_time: 0.002, memory: 9800, top1_acc: 0.3922, top5_acc: 0.6727, loss_cls: 2.5201, loss: 2.5201, grad_norm: 6.1495 2020-10-11 00:35:50,354 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 20:03:53, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.3703, top5_acc: 0.6594, loss_cls: 2.6085, loss: 2.6085, grad_norm: 6.1894 2020-10-11 00:36:13,848 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 20:03:30, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.3875, top5_acc: 0.6664, loss_cls: 2.5692, loss: 2.5692, grad_norm: 6.3481 2020-10-11 00:36:37,413 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 20:03:07, time: 1.178, data_time: 0.002, memory: 9800, top1_acc: 0.3641, top5_acc: 0.6508, loss_cls: 2.6773, loss: 2.6773, grad_norm: 6.3645 2020-10-11 00:37:01,409 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 20:02:48, time: 1.198, data_time: 0.006, memory: 9800, top1_acc: 0.3937, top5_acc: 0.6641, loss_cls: 2.5644, loss: 2.5644, grad_norm: 6.0016 2020-10-11 00:37:24,262 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 20:02:18, time: 1.145, data_time: 0.006, memory: 9800, top1_acc: 0.3711, top5_acc: 0.6445, loss_cls: 2.6190, loss: 2.6190, grad_norm: 5.8439 2020-10-11 00:37:48,328 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 20:02:00, time: 1.202, data_time: 0.004, memory: 9800, top1_acc: 0.4086, top5_acc: 0.6773, loss_cls: 2.5136, loss: 2.5136, grad_norm: 6.0990 2020-10-11 00:38:11,407 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 20:01:32, time: 1.156, data_time: 0.005, memory: 9800, top1_acc: 0.3937, top5_acc: 0.6797, loss_cls: 2.5017, loss: 2.5017, grad_norm: 6.1652 2020-10-11 00:38:34,518 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 20:01:04, time: 1.156, data_time: 0.002, memory: 9800, top1_acc: 0.3727, top5_acc: 0.6484, loss_cls: 2.6415, loss: 2.6415, grad_norm: 6.1073 2020-10-11 00:38:58,930 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 20:00:50, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.4266, top5_acc: 0.6687, loss_cls: 2.4423, loss: 2.4423, grad_norm: 6.2400 2020-10-11 00:39:22,498 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 20:00:27, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.3773, top5_acc: 0.6531, loss_cls: 2.6559, loss: 2.6559, grad_norm: 6.0317 2020-10-11 00:39:45,795 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 20:00:01, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.3820, top5_acc: 0.6711, loss_cls: 2.5808, loss: 2.5808, grad_norm: 6.0529 2020-10-11 00:40:09,424 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 19:59:39, time: 1.181, data_time: 0.004, memory: 9800, top1_acc: 0.3805, top5_acc: 0.6656, loss_cls: 2.5736, loss: 2.5736, grad_norm: 6.0763 2020-10-11 00:40:32,751 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 19:59:13, time: 1.166, data_time: 0.002, memory: 9800, top1_acc: 0.3703, top5_acc: 0.6383, loss_cls: 2.6843, loss: 2.6843, grad_norm: 6.0057 2020-10-11 00:40:56,478 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 19:58:52, time: 1.185, data_time: 0.006, memory: 9800, top1_acc: 0.3898, top5_acc: 0.6539, loss_cls: 2.5518, loss: 2.5518, grad_norm: 5.9864 2020-10-11 00:41:19,749 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 19:58:26, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.3828, top5_acc: 0.6695, loss_cls: 2.5689, loss: 2.5689, grad_norm: 6.3071 2020-10-11 00:41:43,975 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 19:58:10, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.3914, top5_acc: 0.6664, loss_cls: 2.5799, loss: 2.5799, grad_norm: 5.9986 2020-10-11 00:42:07,913 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 19:57:50, time: 1.197, data_time: 0.004, memory: 9800, top1_acc: 0.3852, top5_acc: 0.6711, loss_cls: 2.5230, loss: 2.5230, grad_norm: 6.2154 2020-10-11 00:42:31,425 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 19:57:27, time: 1.176, data_time: 0.002, memory: 9800, top1_acc: 0.3703, top5_acc: 0.6469, loss_cls: 2.6130, loss: 2.6130, grad_norm: 5.9616 2020-10-11 00:42:56,117 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 19:57:15, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.3789, top5_acc: 0.6484, loss_cls: 2.5991, loss: 2.5991, grad_norm: 5.9869 2020-10-11 00:43:19,301 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 19:56:47, time: 1.158, data_time: 0.002, memory: 9800, top1_acc: 0.4109, top5_acc: 0.6953, loss_cls: 2.4636, loss: 2.4636, grad_norm: 6.2361 2020-10-11 00:43:43,161 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 19:56:27, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.3742, top5_acc: 0.6508, loss_cls: 2.6983, loss: 2.6983, grad_norm: 5.8073 2020-10-11 00:44:06,611 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 19:56:03, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.4086, top5_acc: 0.6805, loss_cls: 2.5057, loss: 2.5057, grad_norm: 6.0127 2020-10-11 00:44:30,587 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 19:55:44, time: 1.199, data_time: 0.002, memory: 9800, top1_acc: 0.3930, top5_acc: 0.6641, loss_cls: 2.5959, loss: 2.5959, grad_norm: 6.2479 2020-10-11 00:44:54,916 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 19:55:28, time: 1.213, data_time: 0.004, memory: 9800, top1_acc: 0.3875, top5_acc: 0.6609, loss_cls: 2.5851, loss: 2.5851, grad_norm: 6.0959 2020-10-11 00:45:18,750 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 19:55:07, time: 1.193, data_time: 0.007, memory: 9800, top1_acc: 0.3953, top5_acc: 0.6625, loss_cls: 2.5694, loss: 2.5694, grad_norm: 6.2431 2020-10-11 00:45:42,033 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 19:54:42, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.3734, top5_acc: 0.6477, loss_cls: 2.6112, loss: 2.6112, grad_norm: 6.0356 2020-10-11 00:46:05,957 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 19:54:22, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.4031, top5_acc: 0.6875, loss_cls: 2.4794, loss: 2.4794, grad_norm: 6.0560 2020-10-11 00:46:29,490 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 19:53:58, time: 1.176, data_time: 0.002, memory: 9800, top1_acc: 0.4031, top5_acc: 0.6594, loss_cls: 2.5678, loss: 2.5678, grad_norm: 6.3735 2020-10-11 00:46:53,124 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 19:53:36, time: 1.182, data_time: 0.005, memory: 9800, top1_acc: 0.3937, top5_acc: 0.6742, loss_cls: 2.5575, loss: 2.5575, grad_norm: 5.8754 2020-10-11 00:47:17,304 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 19:53:18, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.3883, top5_acc: 0.6758, loss_cls: 2.5442, loss: 2.5442, grad_norm: 6.0617 2020-10-11 00:47:41,046 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 19:52:57, time: 1.189, data_time: 0.006, memory: 9800, top1_acc: 0.4070, top5_acc: 0.6734, loss_cls: 2.5258, loss: 2.5258, grad_norm: 5.9820 2020-10-11 00:48:05,648 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 19:52:44, time: 1.230, data_time: 0.004, memory: 9800, top1_acc: 0.3766, top5_acc: 0.6438, loss_cls: 2.6758, loss: 2.6758, grad_norm: 6.0190 2020-10-11 00:48:29,720 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 19:52:25, time: 1.204, data_time: 0.002, memory: 9800, top1_acc: 0.4062, top5_acc: 0.6750, loss_cls: 2.4791, loss: 2.4791, grad_norm: 6.0025 2020-10-11 00:48:53,699 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 19:52:05, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.3945, top5_acc: 0.6766, loss_cls: 2.4645, loss: 2.4645, grad_norm: 5.9954 2020-10-11 00:49:17,041 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 19:51:40, time: 1.168, data_time: 0.007, memory: 9800, top1_acc: 0.3898, top5_acc: 0.6594, loss_cls: 2.6164, loss: 2.6164, grad_norm: 5.9015 2020-10-11 00:49:41,301 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 19:51:23, time: 1.216, data_time: 0.007, memory: 9800, top1_acc: 0.3977, top5_acc: 0.6867, loss_cls: 2.5079, loss: 2.5079, grad_norm: 6.0613 2020-10-11 00:50:05,467 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 19:51:06, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.4078, top5_acc: 0.6805, loss_cls: 2.4704, loss: 2.4704, grad_norm: 6.1668 2020-10-11 00:50:29,802 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 19:50:50, time: 1.217, data_time: 0.002, memory: 9800, top1_acc: 0.3859, top5_acc: 0.6680, loss_cls: 2.5627, loss: 2.5627, grad_norm: 6.2600 2020-10-11 00:50:53,778 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 19:50:29, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.4102, top5_acc: 0.6781, loss_cls: 2.5361, loss: 2.5361, grad_norm: 6.1004 2020-10-11 00:51:18,238 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 19:50:14, time: 1.223, data_time: 0.007, memory: 9800, top1_acc: 0.3930, top5_acc: 0.6703, loss_cls: 2.5772, loss: 2.5772, grad_norm: 5.8560 2020-10-11 00:51:43,011 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 19:50:02, time: 1.242, data_time: 0.007, memory: 9800, top1_acc: 0.3812, top5_acc: 0.6539, loss_cls: 2.5926, loss: 2.5926, grad_norm: 6.0455 2020-10-11 00:52:08,172 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 19:49:54, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.3961, top5_acc: 0.6781, loss_cls: 2.5862, loss: 2.5862, grad_norm: 6.0879 2020-10-11 00:52:31,700 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 19:49:30, time: 1.177, data_time: 0.002, memory: 9800, top1_acc: 0.4055, top5_acc: 0.6867, loss_cls: 2.4502, loss: 2.4502, grad_norm: 6.2583 2020-10-11 00:52:56,247 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 19:49:15, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.3836, top5_acc: 0.6609, loss_cls: 2.5586, loss: 2.5586, grad_norm: 6.1702 2020-10-11 00:53:20,902 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 19:49:01, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.4008, top5_acc: 0.6734, loss_cls: 2.5093, loss: 2.5093, grad_norm: 6.1458 2020-10-11 00:53:46,141 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 19:48:53, time: 1.262, data_time: 0.006, memory: 9800, top1_acc: 0.3992, top5_acc: 0.6633, loss_cls: 2.5580, loss: 2.5580, grad_norm: 6.1073 2020-10-11 00:53:51,332 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-10-11 00:54:20,593 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 19:48:16, time: 1.431, data_time: 0.455, memory: 9800, top1_acc: 0.3977, top5_acc: 0.7008, loss_cls: 2.4981, loss: 2.4981, grad_norm: 6.1578 2020-10-11 00:54:43,721 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 19:47:48, time: 1.156, data_time: 0.002, memory: 9800, top1_acc: 0.4227, top5_acc: 0.7164, loss_cls: 2.3968, loss: 2.3968, grad_norm: 6.1403 2020-10-11 00:55:08,210 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 19:47:32, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.4273, top5_acc: 0.6844, loss_cls: 2.3876, loss: 2.3876, grad_norm: 6.2965 2020-10-11 00:55:32,594 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 19:47:16, time: 1.221, data_time: 0.004, memory: 9800, top1_acc: 0.4102, top5_acc: 0.6969, loss_cls: 2.3993, loss: 2.3993, grad_norm: 6.1749 2020-10-11 00:55:56,472 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 19:46:55, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.4266, top5_acc: 0.6984, loss_cls: 2.3729, loss: 2.3729, grad_norm: 6.3331 2020-10-11 00:56:21,839 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 19:46:48, time: 1.268, data_time: 0.005, memory: 9800, top1_acc: 0.4070, top5_acc: 0.7047, loss_cls: 2.4119, loss: 2.4119, grad_norm: 6.3164 2020-10-11 00:56:45,110 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 19:46:22, time: 1.165, data_time: 0.005, memory: 9800, top1_acc: 0.4008, top5_acc: 0.6695, loss_cls: 2.5367, loss: 2.5367, grad_norm: 5.9634 2020-10-11 00:57:09,906 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 19:46:09, time: 1.240, data_time: 0.004, memory: 9800, top1_acc: 0.4172, top5_acc: 0.6977, loss_cls: 2.3746, loss: 2.3746, grad_norm: 6.2649 2020-10-11 00:57:34,149 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 19:45:51, time: 1.212, data_time: 0.002, memory: 9800, top1_acc: 0.4180, top5_acc: 0.7039, loss_cls: 2.3936, loss: 2.3936, grad_norm: 6.0566 2020-10-11 00:57:58,777 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 19:45:36, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.4195, top5_acc: 0.6961, loss_cls: 2.4153, loss: 2.4153, grad_norm: 6.3091 2020-10-11 00:58:23,122 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 19:45:19, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.4242, top5_acc: 0.6945, loss_cls: 2.3849, loss: 2.3849, grad_norm: 6.1124 2020-10-11 00:58:48,117 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 19:45:08, time: 1.252, data_time: 0.006, memory: 9800, top1_acc: 0.4078, top5_acc: 0.6742, loss_cls: 2.4919, loss: 2.4919, grad_norm: 6.0293 2020-10-11 00:59:12,242 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 19:44:49, time: 1.206, data_time: 0.005, memory: 9800, top1_acc: 0.4266, top5_acc: 0.6836, loss_cls: 2.3982, loss: 2.3982, grad_norm: 6.1085 2020-10-11 00:59:36,121 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 19:44:28, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.4219, top5_acc: 0.6805, loss_cls: 2.4459, loss: 2.4459, grad_norm: 6.4774 2020-10-11 00:59:59,997 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 19:44:07, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.3844, top5_acc: 0.6844, loss_cls: 2.5151, loss: 2.5151, grad_norm: 6.2717 2020-10-11 01:00:25,643 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 19:43:58, time: 1.270, data_time: 0.007, memory: 9800, top1_acc: 0.3984, top5_acc: 0.6953, loss_cls: 2.4786, loss: 2.4786, grad_norm: 6.2124 2020-10-11 01:00:49,398 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 19:43:38, time: 1.200, data_time: 0.026, memory: 9800, top1_acc: 0.3961, top5_acc: 0.6742, loss_cls: 2.5009, loss: 2.5009, grad_norm: 6.0245 2020-10-11 01:01:13,902 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 19:43:23, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.4391, top5_acc: 0.7039, loss_cls: 2.3796, loss: 2.3796, grad_norm: 6.3621 2020-10-11 01:01:37,312 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 19:42:57, time: 1.171, data_time: 0.002, memory: 9800, top1_acc: 0.4148, top5_acc: 0.6758, loss_cls: 2.4889, loss: 2.4889, grad_norm: 6.1669 2020-10-11 01:02:01,681 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 19:42:40, time: 1.217, data_time: 0.004, memory: 9800, top1_acc: 0.3992, top5_acc: 0.6773, loss_cls: 2.4720, loss: 2.4720, grad_norm: 6.1915 2020-10-11 01:02:25,177 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 19:42:16, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.3945, top5_acc: 0.6844, loss_cls: 2.4957, loss: 2.4957, grad_norm: 6.1441 2020-10-11 01:02:49,487 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 19:41:58, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.4062, top5_acc: 0.6781, loss_cls: 2.5053, loss: 2.5053, grad_norm: 5.9449 2020-10-11 01:03:13,506 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 19:41:38, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.4219, top5_acc: 0.7039, loss_cls: 2.4057, loss: 2.4057, grad_norm: 6.1346 2020-10-11 01:03:37,920 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 19:41:21, time: 1.220, data_time: 0.002, memory: 9800, top1_acc: 0.4086, top5_acc: 0.7063, loss_cls: 2.4204, loss: 2.4204, grad_norm: 6.0057 2020-10-11 01:04:01,606 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 19:40:58, time: 1.185, data_time: 0.002, memory: 9800, top1_acc: 0.4148, top5_acc: 0.6750, loss_cls: 2.4352, loss: 2.4352, grad_norm: 6.3574 2020-10-11 01:04:26,397 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 19:40:44, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.4211, top5_acc: 0.6891, loss_cls: 2.4213, loss: 2.4213, grad_norm: 6.1969 2020-10-11 01:04:49,601 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 19:40:17, time: 1.162, data_time: 0.005, memory: 9800, top1_acc: 0.4125, top5_acc: 0.6883, loss_cls: 2.4418, loss: 2.4418, grad_norm: 6.3685 2020-10-11 01:05:13,608 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 19:39:56, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.4078, top5_acc: 0.6773, loss_cls: 2.4875, loss: 2.4875, grad_norm: 6.2174 2020-10-11 01:05:37,120 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 19:39:32, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.4219, top5_acc: 0.6836, loss_cls: 2.4251, loss: 2.4251, grad_norm: 6.1245 2020-10-11 01:06:01,031 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 19:39:11, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.4141, top5_acc: 0.7133, loss_cls: 2.3919, loss: 2.3919, grad_norm: 6.2371 2020-10-11 01:06:25,226 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 19:38:52, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.4039, top5_acc: 0.6602, loss_cls: 2.5104, loss: 2.5104, grad_norm: 5.8727 2020-10-11 01:06:48,949 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 19:38:30, time: 1.187, data_time: 0.002, memory: 9800, top1_acc: 0.4109, top5_acc: 0.6937, loss_cls: 2.4002, loss: 2.4002, grad_norm: 6.2877 2020-10-11 01:07:12,926 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 19:38:09, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.3891, top5_acc: 0.6828, loss_cls: 2.5162, loss: 2.5162, grad_norm: 5.9343 2020-10-11 01:07:37,443 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 19:37:53, time: 1.226, data_time: 0.002, memory: 9800, top1_acc: 0.4039, top5_acc: 0.6953, loss_cls: 2.4219, loss: 2.4219, grad_norm: 6.2492 2020-10-11 01:08:02,865 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 19:37:43, time: 1.269, data_time: 0.005, memory: 9800, top1_acc: 0.4031, top5_acc: 0.6836, loss_cls: 2.4506, loss: 2.4506, grad_norm: 6.3743 2020-10-11 01:08:25,510 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 19:37:12, time: 1.134, data_time: 0.005, memory: 9800, top1_acc: 0.4156, top5_acc: 0.6859, loss_cls: 2.4548, loss: 2.4548, grad_norm: 6.2229 2020-10-11 01:08:49,123 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 19:36:48, time: 1.179, data_time: 0.004, memory: 9800, top1_acc: 0.4102, top5_acc: 0.6914, loss_cls: 2.4571, loss: 2.4571, grad_norm: 5.9907 2020-10-11 01:09:12,949 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 19:36:26, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.4375, top5_acc: 0.7055, loss_cls: 2.4353, loss: 2.4353, grad_norm: 6.0302 2020-10-11 01:09:37,421 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 19:36:09, time: 1.224, data_time: 0.002, memory: 9800, top1_acc: 0.3820, top5_acc: 0.6680, loss_cls: 2.5735, loss: 2.5735, grad_norm: 6.1623 2020-10-11 01:10:01,266 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 19:35:47, time: 1.191, data_time: 0.005, memory: 9800, top1_acc: 0.4086, top5_acc: 0.6820, loss_cls: 2.4423, loss: 2.4423, grad_norm: 6.0866 2020-10-11 01:10:24,558 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 19:35:21, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.4172, top5_acc: 0.6828, loss_cls: 2.4305, loss: 2.4305, grad_norm: 6.0349 2020-10-11 01:10:48,713 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 19:35:02, time: 1.205, data_time: 0.006, memory: 9800, top1_acc: 0.4188, top5_acc: 0.6922, loss_cls: 2.4328, loss: 2.4328, grad_norm: 6.3324 2020-10-11 01:11:13,064 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 19:34:44, time: 1.220, data_time: 0.006, memory: 9800, top1_acc: 0.4047, top5_acc: 0.6969, loss_cls: 2.3883, loss: 2.3883, grad_norm: 6.1265 2020-10-11 01:11:36,392 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 19:34:18, time: 1.166, data_time: 0.002, memory: 9800, top1_acc: 0.4031, top5_acc: 0.6984, loss_cls: 2.4484, loss: 2.4484, grad_norm: 6.0539 2020-10-11 01:12:00,493 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 19:33:58, time: 1.206, data_time: 0.003, memory: 9800, top1_acc: 0.3891, top5_acc: 0.6766, loss_cls: 2.5168, loss: 2.5168, grad_norm: 6.1339 2020-10-11 01:12:24,236 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 19:33:35, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.4125, top5_acc: 0.6852, loss_cls: 2.4422, loss: 2.4422, grad_norm: 5.9658 2020-10-11 01:12:47,805 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 19:33:11, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.4109, top5_acc: 0.6969, loss_cls: 2.3679, loss: 2.3679, grad_norm: 6.1697 2020-10-11 01:13:11,709 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 19:32:50, time: 1.195, data_time: 0.004, memory: 9800, top1_acc: 0.4297, top5_acc: 0.6813, loss_cls: 2.4123, loss: 2.4123, grad_norm: 6.2472 2020-10-11 01:13:35,475 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 19:32:27, time: 1.188, data_time: 0.002, memory: 9800, top1_acc: 0.4125, top5_acc: 0.6922, loss_cls: 2.4496, loss: 2.4496, grad_norm: 6.2070 2020-10-11 01:13:59,179 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 19:32:04, time: 1.185, data_time: 0.002, memory: 9800, top1_acc: 0.3844, top5_acc: 0.6797, loss_cls: 2.5133, loss: 2.5133, grad_norm: 6.1773 2020-10-11 01:14:23,522 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 19:31:46, time: 1.216, data_time: 0.004, memory: 9800, top1_acc: 0.4305, top5_acc: 0.6906, loss_cls: 2.4019, loss: 2.4019, grad_norm: 6.0943 2020-10-11 01:14:47,603 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 19:31:26, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.4164, top5_acc: 0.6969, loss_cls: 2.4100, loss: 2.4100, grad_norm: 6.2526 2020-10-11 01:15:12,230 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 19:31:10, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.4188, top5_acc: 0.6719, loss_cls: 2.4986, loss: 2.4986, grad_norm: 6.2306 2020-10-11 01:15:35,989 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 19:30:47, time: 1.189, data_time: 0.004, memory: 9800, top1_acc: 0.4070, top5_acc: 0.6992, loss_cls: 2.4464, loss: 2.4464, grad_norm: 6.1308 2020-10-11 01:15:59,011 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 19:30:19, time: 1.150, data_time: 0.005, memory: 9800, top1_acc: 0.4227, top5_acc: 0.6992, loss_cls: 2.4086, loss: 2.4086, grad_norm: 6.0003 2020-10-11 01:16:23,117 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 19:29:59, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.4109, top5_acc: 0.6813, loss_cls: 2.4727, loss: 2.4727, grad_norm: 6.1577 2020-10-11 01:16:46,733 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 19:29:35, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.3867, top5_acc: 0.6656, loss_cls: 2.5537, loss: 2.5537, grad_norm: 5.9463 2020-10-11 01:17:11,083 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 19:29:17, time: 1.218, data_time: 0.006, memory: 9800, top1_acc: 0.4313, top5_acc: 0.7008, loss_cls: 2.3612, loss: 2.3612, grad_norm: 5.8427 2020-10-11 01:17:34,455 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 19:28:51, time: 1.169, data_time: 0.002, memory: 9800, top1_acc: 0.3977, top5_acc: 0.6656, loss_cls: 2.5127, loss: 2.5127, grad_norm: 6.1645 2020-10-11 01:17:58,228 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 19:28:28, time: 1.187, data_time: 0.006, memory: 9800, top1_acc: 0.4031, top5_acc: 0.6937, loss_cls: 2.4518, loss: 2.4518, grad_norm: 6.1442 2020-10-11 01:18:23,836 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 19:28:19, time: 1.280, data_time: 0.005, memory: 9800, top1_acc: 0.4117, top5_acc: 0.6758, loss_cls: 2.4366, loss: 2.4366, grad_norm: 5.9894 2020-10-11 01:18:47,175 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 19:27:54, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.4148, top5_acc: 0.6945, loss_cls: 2.3197, loss: 2.3197, grad_norm: 6.0962 2020-10-11 01:19:11,147 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 19:27:33, time: 1.199, data_time: 0.004, memory: 9800, top1_acc: 0.3906, top5_acc: 0.6914, loss_cls: 2.5155, loss: 2.5155, grad_norm: 5.8795 2020-10-11 01:19:34,743 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 19:27:09, time: 1.180, data_time: 0.002, memory: 9800, top1_acc: 0.4047, top5_acc: 0.6906, loss_cls: 2.4391, loss: 2.4391, grad_norm: 6.1028 2020-10-11 01:19:58,387 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 19:26:45, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.4203, top5_acc: 0.7047, loss_cls: 2.3915, loss: 2.3915, grad_norm: 6.3294 2020-10-11 01:20:23,961 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 19:26:35, time: 1.279, data_time: 0.005, memory: 9800, top1_acc: 0.4008, top5_acc: 0.6680, loss_cls: 2.4954, loss: 2.4954, grad_norm: 6.0391 2020-10-11 01:20:48,189 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 19:26:16, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.4023, top5_acc: 0.6781, loss_cls: 2.4765, loss: 2.4765, grad_norm: 6.1517 2020-10-11 01:20:53,721 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-10-11 01:21:26,817 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 19:26:01, time: 1.576, data_time: 0.654, memory: 9800, top1_acc: 0.4281, top5_acc: 0.7039, loss_cls: 2.3389, loss: 2.3389, grad_norm: 5.8375 2020-10-11 01:21:49,835 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 19:25:32, time: 1.151, data_time: 0.002, memory: 9800, top1_acc: 0.4125, top5_acc: 0.6891, loss_cls: 2.4958, loss: 2.4958, grad_norm: 5.9718 2020-10-11 01:22:13,850 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 19:25:11, time: 1.201, data_time: 0.006, memory: 9800, top1_acc: 0.4086, top5_acc: 0.7117, loss_cls: 2.3539, loss: 2.3539, grad_norm: 6.5728 2020-10-11 01:22:37,349 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 19:24:47, time: 1.175, data_time: 0.002, memory: 9800, top1_acc: 0.4336, top5_acc: 0.7203, loss_cls: 2.3694, loss: 2.3694, grad_norm: 6.1886 2020-10-11 01:23:00,377 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 19:24:18, time: 1.150, data_time: 0.005, memory: 9800, top1_acc: 0.4039, top5_acc: 0.6992, loss_cls: 2.4136, loss: 2.4136, grad_norm: 6.2204 2020-10-11 01:23:24,393 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 19:23:58, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.4547, top5_acc: 0.7141, loss_cls: 2.2840, loss: 2.2840, grad_norm: 6.2177 2020-10-11 01:23:47,550 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 19:23:30, time: 1.156, data_time: 0.004, memory: 9800, top1_acc: 0.4117, top5_acc: 0.6992, loss_cls: 2.3978, loss: 2.3978, grad_norm: 6.1937 2020-10-11 01:24:10,953 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 19:23:05, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.4547, top5_acc: 0.7211, loss_cls: 2.2902, loss: 2.2902, grad_norm: 6.3705 2020-10-11 01:24:36,226 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 19:22:53, time: 1.264, data_time: 0.002, memory: 9800, top1_acc: 0.4117, top5_acc: 0.7063, loss_cls: 2.3448, loss: 2.3448, grad_norm: 6.5163 2020-10-11 01:24:59,426 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 19:22:26, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.4336, top5_acc: 0.7070, loss_cls: 2.3087, loss: 2.3087, grad_norm: 6.1539 2020-10-11 01:25:23,417 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 19:22:05, time: 1.203, data_time: 0.007, memory: 9800, top1_acc: 0.3961, top5_acc: 0.6852, loss_cls: 2.4624, loss: 2.4624, grad_norm: 6.4206 2020-10-11 01:25:47,098 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 19:21:41, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.4352, top5_acc: 0.7117, loss_cls: 2.3296, loss: 2.3296, grad_norm: 6.1204 2020-10-11 01:26:10,843 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 19:21:18, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.4297, top5_acc: 0.7281, loss_cls: 2.3402, loss: 2.3402, grad_norm: 6.1461 2020-10-11 01:26:34,844 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 19:20:57, time: 1.200, data_time: 0.002, memory: 9800, top1_acc: 0.4156, top5_acc: 0.7180, loss_cls: 2.3248, loss: 2.3248, grad_norm: 6.3216 2020-10-11 01:26:58,545 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 19:20:33, time: 1.182, data_time: 0.004, memory: 9800, top1_acc: 0.4437, top5_acc: 0.7180, loss_cls: 2.2434, loss: 2.2434, grad_norm: 6.2583 2020-10-11 01:27:22,673 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 19:20:13, time: 1.207, data_time: 0.006, memory: 9800, top1_acc: 0.4352, top5_acc: 0.7016, loss_cls: 2.2948, loss: 2.2948, grad_norm: 6.3823 2020-10-11 01:27:47,598 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 19:19:59, time: 1.249, data_time: 0.006, memory: 9800, top1_acc: 0.4352, top5_acc: 0.7180, loss_cls: 2.2641, loss: 2.2641, grad_norm: 6.1084 2020-10-11 01:28:10,771 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 19:19:32, time: 1.159, data_time: 0.005, memory: 9800, top1_acc: 0.4586, top5_acc: 0.7000, loss_cls: 2.3193, loss: 2.3193, grad_norm: 6.1306 2020-10-11 01:28:34,685 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 19:19:10, time: 1.196, data_time: 0.002, memory: 9800, top1_acc: 0.4367, top5_acc: 0.7156, loss_cls: 2.3322, loss: 2.3322, grad_norm: 6.3875 2020-10-11 01:28:58,221 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 19:18:45, time: 1.175, data_time: 0.004, memory: 9800, top1_acc: 0.4195, top5_acc: 0.7125, loss_cls: 2.3325, loss: 2.3325, grad_norm: 6.2063 2020-10-11 01:29:21,327 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 19:18:18, time: 1.156, data_time: 0.005, memory: 9800, top1_acc: 0.4469, top5_acc: 0.7055, loss_cls: 2.3370, loss: 2.3370, grad_norm: 6.4067 2020-10-11 01:29:47,824 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 19:18:14, time: 1.326, data_time: 0.005, memory: 9800, top1_acc: 0.4367, top5_acc: 0.6937, loss_cls: 2.3907, loss: 2.3907, grad_norm: 6.0952 2020-10-11 01:30:10,308 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 19:17:42, time: 1.124, data_time: 0.006, memory: 9800, top1_acc: 0.4172, top5_acc: 0.6836, loss_cls: 2.4381, loss: 2.4381, grad_norm: 6.0654 2020-10-11 01:30:34,168 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 19:17:20, time: 1.193, data_time: 0.002, memory: 9800, top1_acc: 0.4195, top5_acc: 0.7102, loss_cls: 2.3484, loss: 2.3484, grad_norm: 6.3498 2020-10-11 01:30:57,931 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 19:16:57, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.4266, top5_acc: 0.7039, loss_cls: 2.3350, loss: 2.3350, grad_norm: 6.1085 2020-10-11 01:31:20,637 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 19:16:26, time: 1.135, data_time: 0.005, memory: 9800, top1_acc: 0.4313, top5_acc: 0.7211, loss_cls: 2.3673, loss: 2.3673, grad_norm: 6.0812 2020-10-11 01:31:45,109 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 19:16:08, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.4250, top5_acc: 0.7008, loss_cls: 2.3772, loss: 2.3772, grad_norm: 6.0306 2020-10-11 01:32:09,101 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 19:15:47, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.4547, top5_acc: 0.7180, loss_cls: 2.2966, loss: 2.2966, grad_norm: 6.2563 2020-10-11 01:32:32,941 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 19:15:25, time: 1.192, data_time: 0.002, memory: 9800, top1_acc: 0.4172, top5_acc: 0.7141, loss_cls: 2.3818, loss: 2.3818, grad_norm: 6.2661 2020-10-11 01:32:56,862 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 19:15:03, time: 1.195, data_time: 0.006, memory: 9800, top1_acc: 0.4227, top5_acc: 0.7258, loss_cls: 2.3330, loss: 2.3330, grad_norm: 6.0983 2020-10-11 01:33:20,788 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 19:14:41, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.4281, top5_acc: 0.7141, loss_cls: 2.3639, loss: 2.3639, grad_norm: 6.0741 2020-10-11 01:33:44,121 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 19:14:15, time: 1.167, data_time: 0.005, memory: 9800, top1_acc: 0.4125, top5_acc: 0.6992, loss_cls: 2.3717, loss: 2.3717, grad_norm: 6.4057 2020-10-11 01:34:07,531 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 19:13:50, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.4383, top5_acc: 0.6906, loss_cls: 2.3472, loss: 2.3472, grad_norm: 6.2523 2020-10-11 01:34:32,290 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 19:13:33, time: 1.238, data_time: 0.002, memory: 9800, top1_acc: 0.4211, top5_acc: 0.7133, loss_cls: 2.3368, loss: 2.3368, grad_norm: 6.2795 2020-10-11 01:34:56,508 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 19:13:13, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.4297, top5_acc: 0.7063, loss_cls: 2.3615, loss: 2.3615, grad_norm: 6.0272 2020-10-11 01:35:19,772 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 19:12:47, time: 1.164, data_time: 0.006, memory: 9800, top1_acc: 0.4219, top5_acc: 0.7023, loss_cls: 2.3680, loss: 2.3680, grad_norm: 6.0637 2020-10-11 01:35:44,142 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 19:12:28, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.4320, top5_acc: 0.6977, loss_cls: 2.3267, loss: 2.3267, grad_norm: 6.1364 2020-10-11 01:36:08,299 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 19:12:08, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.4359, top5_acc: 0.7063, loss_cls: 2.3204, loss: 2.3204, grad_norm: 6.2545 2020-10-11 01:36:31,387 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 19:11:40, time: 1.155, data_time: 0.002, memory: 9800, top1_acc: 0.4453, top5_acc: 0.7148, loss_cls: 2.2931, loss: 2.2931, grad_norm: 6.1265 2020-10-11 01:36:54,697 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 19:11:14, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.4352, top5_acc: 0.6930, loss_cls: 2.4182, loss: 2.4182, grad_norm: 5.8941 2020-10-11 01:37:18,478 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 19:10:51, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.4336, top5_acc: 0.7125, loss_cls: 2.3298, loss: 2.3298, grad_norm: 6.4689 2020-10-11 01:37:42,126 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 19:10:28, time: 1.182, data_time: 0.002, memory: 9800, top1_acc: 0.4234, top5_acc: 0.7055, loss_cls: 2.3782, loss: 2.3782, grad_norm: 6.2730 2020-10-11 01:38:05,825 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 19:10:04, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.4352, top5_acc: 0.6992, loss_cls: 2.3631, loss: 2.3631, grad_norm: 6.0954 2020-10-11 01:38:29,611 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 19:09:41, time: 1.190, data_time: 0.002, memory: 9800, top1_acc: 0.4023, top5_acc: 0.6953, loss_cls: 2.4421, loss: 2.4421, grad_norm: 6.2454 2020-10-11 01:38:53,984 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 19:09:22, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.4172, top5_acc: 0.7063, loss_cls: 2.3606, loss: 2.3606, grad_norm: 6.0797 2020-10-11 01:39:17,601 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 19:08:58, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.4266, top5_acc: 0.7094, loss_cls: 2.3223, loss: 2.3223, grad_norm: 6.2278 2020-10-11 01:39:41,094 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 19:08:33, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.4336, top5_acc: 0.7117, loss_cls: 2.3298, loss: 2.3298, grad_norm: 6.2901 2020-10-11 01:40:04,660 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 19:08:09, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.4352, top5_acc: 0.7023, loss_cls: 2.3465, loss: 2.3465, grad_norm: 6.3318 2020-10-11 01:40:28,723 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 19:07:48, time: 1.204, data_time: 0.002, memory: 9800, top1_acc: 0.3859, top5_acc: 0.6687, loss_cls: 2.5427, loss: 2.5427, grad_norm: 5.9091 2020-10-11 01:40:52,250 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 19:07:23, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.4367, top5_acc: 0.7172, loss_cls: 2.3048, loss: 2.3048, grad_norm: 6.0532 2020-10-11 01:41:16,056 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 19:07:00, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.4117, top5_acc: 0.7133, loss_cls: 2.3942, loss: 2.3942, grad_norm: 6.3536 2020-10-11 01:41:40,925 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 19:06:45, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.4461, top5_acc: 0.7227, loss_cls: 2.3021, loss: 2.3021, grad_norm: 6.2001 2020-10-11 01:42:04,078 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 19:06:18, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.4211, top5_acc: 0.6945, loss_cls: 2.4100, loss: 2.4100, grad_norm: 6.0978 2020-10-11 01:42:28,096 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 19:05:56, time: 1.202, data_time: 0.004, memory: 9800, top1_acc: 0.4492, top5_acc: 0.7016, loss_cls: 2.3407, loss: 2.3407, grad_norm: 6.2062 2020-10-11 01:42:51,481 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 19:05:31, time: 1.169, data_time: 0.002, memory: 9800, top1_acc: 0.4445, top5_acc: 0.7094, loss_cls: 2.3235, loss: 2.3235, grad_norm: 6.3064 2020-10-11 01:43:15,239 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 19:05:07, time: 1.185, data_time: 0.006, memory: 9800, top1_acc: 0.4578, top5_acc: 0.7008, loss_cls: 2.3114, loss: 2.3114, grad_norm: 6.1793 2020-10-11 01:43:38,924 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 19:04:44, time: 1.187, data_time: 0.007, memory: 9800, top1_acc: 0.4164, top5_acc: 0.7008, loss_cls: 2.3761, loss: 2.3761, grad_norm: 6.3514 2020-10-11 01:44:03,219 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 19:04:24, time: 1.216, data_time: 0.002, memory: 9800, top1_acc: 0.4398, top5_acc: 0.7203, loss_cls: 2.3103, loss: 2.3103, grad_norm: 6.1499 2020-10-11 01:44:26,299 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 19:03:57, time: 1.152, data_time: 0.004, memory: 9800, top1_acc: 0.4305, top5_acc: 0.7000, loss_cls: 2.3886, loss: 2.3886, grad_norm: 6.1672 2020-10-11 01:44:49,900 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 19:03:33, time: 1.182, data_time: 0.005, memory: 9800, top1_acc: 0.4383, top5_acc: 0.7266, loss_cls: 2.2605, loss: 2.2605, grad_norm: 6.0815 2020-10-11 01:45:13,950 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 19:03:11, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.4516, top5_acc: 0.7008, loss_cls: 2.3509, loss: 2.3509, grad_norm: 6.1714 2020-10-11 01:45:36,813 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 19:02:43, time: 1.145, data_time: 0.005, memory: 9800, top1_acc: 0.4164, top5_acc: 0.7039, loss_cls: 2.3834, loss: 2.3834, grad_norm: 6.2179 2020-10-11 01:46:00,718 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 19:02:21, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.4461, top5_acc: 0.7492, loss_cls: 2.2339, loss: 2.2339, grad_norm: 6.2113 2020-10-11 01:46:24,371 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 19:01:57, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.4172, top5_acc: 0.7055, loss_cls: 2.3621, loss: 2.3621, grad_norm: 6.1403 2020-10-11 01:46:48,962 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 19:01:39, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.4273, top5_acc: 0.6883, loss_cls: 2.3946, loss: 2.3946, grad_norm: 6.1831 2020-10-11 01:47:12,246 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 19:01:13, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.4047, top5_acc: 0.6727, loss_cls: 2.4667, loss: 2.4667, grad_norm: 6.1346 2020-10-11 01:47:36,451 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 19:00:53, time: 1.210, data_time: 0.002, memory: 9800, top1_acc: 0.4297, top5_acc: 0.6961, loss_cls: 2.3887, loss: 2.3887, grad_norm: 5.8903 2020-10-11 01:47:41,420 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-10-11 01:48:11,020 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 19:00:19, time: 1.447, data_time: 0.427, memory: 9800, top1_acc: 0.4484, top5_acc: 0.7148, loss_cls: 2.2908, loss: 2.2908, grad_norm: 6.0499 2020-10-11 01:48:34,042 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 18:59:52, time: 1.151, data_time: 0.002, memory: 9800, top1_acc: 0.4508, top5_acc: 0.7156, loss_cls: 2.3011, loss: 2.3011, grad_norm: 6.2008 2020-10-11 01:48:57,612 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 18:59:27, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.4516, top5_acc: 0.7422, loss_cls: 2.2009, loss: 2.2009, grad_norm: 6.3448 2020-10-11 01:49:21,027 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 18:59:02, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.4562, top5_acc: 0.7211, loss_cls: 2.2169, loss: 2.2169, grad_norm: 6.1446 2020-10-11 01:49:44,448 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 18:58:37, time: 1.174, data_time: 0.006, memory: 9800, top1_acc: 0.4305, top5_acc: 0.7195, loss_cls: 2.3105, loss: 2.3105, grad_norm: 6.1738 2020-10-11 01:50:09,391 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 18:58:21, time: 1.247, data_time: 0.004, memory: 9800, top1_acc: 0.4437, top5_acc: 0.7133, loss_cls: 2.2888, loss: 2.2888, grad_norm: 6.1742 2020-10-11 01:50:31,986 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 18:57:51, time: 1.130, data_time: 0.002, memory: 9800, top1_acc: 0.4422, top5_acc: 0.7000, loss_cls: 2.2869, loss: 2.2869, grad_norm: 6.2716 2020-10-11 01:50:55,924 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 18:57:29, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.4609, top5_acc: 0.7227, loss_cls: 2.2584, loss: 2.2584, grad_norm: 6.1317 2020-10-11 01:51:20,085 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 18:57:08, time: 1.208, data_time: 0.006, memory: 9800, top1_acc: 0.4359, top5_acc: 0.7031, loss_cls: 2.3115, loss: 2.3115, grad_norm: 5.9676 2020-10-11 01:51:43,383 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 18:56:42, time: 1.167, data_time: 0.005, memory: 9800, top1_acc: 0.4586, top5_acc: 0.7281, loss_cls: 2.1858, loss: 2.1858, grad_norm: 6.3697 2020-10-11 01:52:06,894 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 18:56:17, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.4578, top5_acc: 0.7375, loss_cls: 2.2631, loss: 2.2631, grad_norm: 6.1140 2020-10-11 01:52:30,089 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 18:55:51, time: 1.164, data_time: 0.008, memory: 9800, top1_acc: 0.4555, top5_acc: 0.7414, loss_cls: 2.2260, loss: 2.2260, grad_norm: 6.2816 2020-10-11 01:52:53,888 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 18:55:28, time: 1.189, data_time: 0.006, memory: 9800, top1_acc: 0.4469, top5_acc: 0.7172, loss_cls: 2.2951, loss: 2.2951, grad_norm: 6.1640 2020-10-11 01:53:17,588 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 18:55:05, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.4320, top5_acc: 0.7039, loss_cls: 2.3308, loss: 2.3308, grad_norm: 6.1520 2020-10-11 01:53:40,653 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 18:54:38, time: 1.155, data_time: 0.005, memory: 9800, top1_acc: 0.4711, top5_acc: 0.7414, loss_cls: 2.1163, loss: 2.1163, grad_norm: 6.4407 2020-10-11 01:54:04,612 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 18:54:16, time: 1.198, data_time: 0.002, memory: 9800, top1_acc: 0.4344, top5_acc: 0.7211, loss_cls: 2.2784, loss: 2.2784, grad_norm: 6.4827 2020-10-11 01:54:28,319 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 18:53:52, time: 1.186, data_time: 0.002, memory: 9800, top1_acc: 0.4633, top5_acc: 0.7367, loss_cls: 2.1761, loss: 2.1761, grad_norm: 6.3183 2020-10-11 01:54:52,357 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 18:53:30, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.4234, top5_acc: 0.7063, loss_cls: 2.3752, loss: 2.3752, grad_norm: 6.2566 2020-10-11 01:55:15,090 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 18:53:01, time: 1.138, data_time: 0.007, memory: 9800, top1_acc: 0.4500, top5_acc: 0.7195, loss_cls: 2.2473, loss: 2.2473, grad_norm: 6.4217 2020-10-11 01:55:38,015 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 18:52:33, time: 1.147, data_time: 0.005, memory: 9800, top1_acc: 0.4617, top5_acc: 0.7281, loss_cls: 2.2312, loss: 2.2312, grad_norm: 6.3850 2020-10-11 01:56:01,248 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 18:52:07, time: 1.161, data_time: 0.006, memory: 9800, top1_acc: 0.4461, top5_acc: 0.7336, loss_cls: 2.2758, loss: 2.2758, grad_norm: 6.2495 2020-10-11 01:56:25,088 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 18:51:45, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.4477, top5_acc: 0.7219, loss_cls: 2.2593, loss: 2.2593, grad_norm: 6.2948 2020-10-11 01:56:48,525 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 18:51:20, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.4344, top5_acc: 0.7211, loss_cls: 2.3109, loss: 2.3109, grad_norm: 6.2327 2020-10-11 01:57:12,731 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 18:50:59, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.4281, top5_acc: 0.7156, loss_cls: 2.2977, loss: 2.2977, grad_norm: 6.4314 2020-10-11 01:57:37,106 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 18:50:40, time: 1.220, data_time: 0.004, memory: 9800, top1_acc: 0.4445, top5_acc: 0.7023, loss_cls: 2.3610, loss: 2.3610, grad_norm: 6.4124 2020-10-11 01:57:59,404 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 18:50:08, time: 1.114, data_time: 0.005, memory: 9800, top1_acc: 0.4414, top5_acc: 0.6945, loss_cls: 2.3627, loss: 2.3627, grad_norm: 6.2197 2020-10-11 01:58:22,742 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 18:49:43, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.4211, top5_acc: 0.7172, loss_cls: 2.3386, loss: 2.3386, grad_norm: 6.3748 2020-10-11 01:58:45,927 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 18:49:16, time: 1.158, data_time: 0.005, memory: 9800, top1_acc: 0.4469, top5_acc: 0.7172, loss_cls: 2.3032, loss: 2.3032, grad_norm: 6.2176 2020-10-11 01:59:09,778 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 18:48:54, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.4313, top5_acc: 0.7055, loss_cls: 2.3177, loss: 2.3177, grad_norm: 6.6179 2020-10-11 01:59:32,829 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 18:48:27, time: 1.152, data_time: 0.002, memory: 9800, top1_acc: 0.4344, top5_acc: 0.7180, loss_cls: 2.3232, loss: 2.3232, grad_norm: 6.2723 2020-10-11 01:59:56,580 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 18:48:03, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.4437, top5_acc: 0.7242, loss_cls: 2.2515, loss: 2.2515, grad_norm: 6.3200 2020-10-11 02:00:20,432 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 18:47:40, time: 1.188, data_time: 0.002, memory: 9800, top1_acc: 0.4430, top5_acc: 0.7273, loss_cls: 2.2498, loss: 2.2498, grad_norm: 6.5099 2020-10-11 02:00:44,002 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 18:47:17, time: 1.184, data_time: 0.013, memory: 9800, top1_acc: 0.4477, top5_acc: 0.7250, loss_cls: 2.2407, loss: 2.2407, grad_norm: 6.3867 2020-10-11 02:01:07,639 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 18:46:53, time: 1.182, data_time: 0.004, memory: 9800, top1_acc: 0.4336, top5_acc: 0.7055, loss_cls: 2.3082, loss: 2.3082, grad_norm: 6.4296 2020-10-11 02:01:30,801 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 18:46:26, time: 1.158, data_time: 0.003, memory: 9800, top1_acc: 0.4336, top5_acc: 0.7102, loss_cls: 2.3212, loss: 2.3212, grad_norm: 6.4205 2020-10-11 02:01:54,335 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 18:46:02, time: 1.176, data_time: 0.004, memory: 9800, top1_acc: 0.4562, top5_acc: 0.7039, loss_cls: 2.2965, loss: 2.2965, grad_norm: 6.2304 2020-10-11 02:02:17,566 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 18:45:36, time: 1.162, data_time: 0.004, memory: 9800, top1_acc: 0.4258, top5_acc: 0.6937, loss_cls: 2.3942, loss: 2.3942, grad_norm: 6.1877 2020-10-11 02:02:41,741 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 18:45:15, time: 1.209, data_time: 0.003, memory: 9800, top1_acc: 0.4266, top5_acc: 0.7078, loss_cls: 2.3373, loss: 2.3373, grad_norm: 6.1041 2020-10-11 02:03:05,513 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 18:44:52, time: 1.189, data_time: 0.004, memory: 9800, top1_acc: 0.4398, top5_acc: 0.7180, loss_cls: 2.2715, loss: 2.2715, grad_norm: 6.1035 2020-10-11 02:03:28,561 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 18:44:25, time: 1.152, data_time: 0.002, memory: 9800, top1_acc: 0.4219, top5_acc: 0.7203, loss_cls: 2.3320, loss: 2.3320, grad_norm: 6.3540 2020-10-11 02:03:52,542 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 18:44:03, time: 1.198, data_time: 0.006, memory: 9800, top1_acc: 0.4313, top5_acc: 0.7305, loss_cls: 2.2495, loss: 2.2495, grad_norm: 5.9782 2020-10-11 02:04:16,101 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 18:43:39, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.4359, top5_acc: 0.7086, loss_cls: 2.3678, loss: 2.3678, grad_norm: 6.1597 2020-10-11 02:04:39,160 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 18:43:12, time: 1.156, data_time: 0.006, memory: 9800, top1_acc: 0.4555, top5_acc: 0.7234, loss_cls: 2.2841, loss: 2.2841, grad_norm: 6.4885 2020-10-11 02:05:03,510 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 18:42:52, time: 1.215, data_time: 0.004, memory: 9800, top1_acc: 0.4523, top5_acc: 0.7352, loss_cls: 2.1872, loss: 2.1872, grad_norm: 6.1611 2020-10-11 02:05:27,208 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 18:42:29, time: 1.187, data_time: 0.004, memory: 9800, top1_acc: 0.4414, top5_acc: 0.7141, loss_cls: 2.3194, loss: 2.3194, grad_norm: 6.3497 2020-10-11 02:05:49,748 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 18:41:59, time: 1.126, data_time: 0.005, memory: 9800, top1_acc: 0.4633, top5_acc: 0.7406, loss_cls: 2.1808, loss: 2.1808, grad_norm: 6.4009 2020-10-11 02:06:13,623 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 18:41:37, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.4398, top5_acc: 0.7148, loss_cls: 2.3274, loss: 2.3274, grad_norm: 6.2225 2020-10-11 02:06:36,589 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 18:41:09, time: 1.148, data_time: 0.002, memory: 9800, top1_acc: 0.4602, top5_acc: 0.7289, loss_cls: 2.2383, loss: 2.2383, grad_norm: 6.3577 2020-10-11 02:06:59,993 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 18:40:44, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.4289, top5_acc: 0.7133, loss_cls: 2.3154, loss: 2.3154, grad_norm: 6.5962 2020-10-11 02:07:23,228 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 18:40:18, time: 1.162, data_time: 0.005, memory: 9800, top1_acc: 0.4211, top5_acc: 0.6898, loss_cls: 2.3786, loss: 2.3786, grad_norm: 6.2867 2020-10-11 02:07:46,991 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 18:39:55, time: 1.187, data_time: 0.006, memory: 9800, top1_acc: 0.4336, top5_acc: 0.7219, loss_cls: 2.2999, loss: 2.2999, grad_norm: 6.3637 2020-10-11 02:08:10,104 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 18:39:28, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.4141, top5_acc: 0.6984, loss_cls: 2.3535, loss: 2.3535, grad_norm: 6.4066 2020-10-11 02:08:33,295 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 18:39:02, time: 1.160, data_time: 0.002, memory: 9800, top1_acc: 0.4258, top5_acc: 0.7008, loss_cls: 2.3247, loss: 2.3247, grad_norm: 6.4068 2020-10-11 02:08:56,618 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 18:38:37, time: 1.165, data_time: 0.005, memory: 9800, top1_acc: 0.4422, top5_acc: 0.7141, loss_cls: 2.2655, loss: 2.2655, grad_norm: 6.3183 2020-10-11 02:09:20,360 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 18:38:14, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.4414, top5_acc: 0.7344, loss_cls: 2.2470, loss: 2.2470, grad_norm: 6.5157 2020-10-11 02:09:44,820 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 18:37:54, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.4313, top5_acc: 0.7102, loss_cls: 2.3199, loss: 2.3199, grad_norm: 5.9771 2020-10-11 02:10:07,537 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 18:37:26, time: 1.136, data_time: 0.004, memory: 9800, top1_acc: 0.4469, top5_acc: 0.7164, loss_cls: 2.2958, loss: 2.2958, grad_norm: 6.2380 2020-10-11 02:10:31,154 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 18:37:02, time: 1.181, data_time: 0.002, memory: 9800, top1_acc: 0.4555, top5_acc: 0.7055, loss_cls: 2.2974, loss: 2.2974, grad_norm: 6.3293 2020-10-11 02:10:54,145 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 18:36:35, time: 1.148, data_time: 0.004, memory: 9800, top1_acc: 0.4383, top5_acc: 0.7172, loss_cls: 2.2963, loss: 2.2963, grad_norm: 6.4427 2020-10-11 02:11:17,520 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 18:36:10, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.4750, top5_acc: 0.7359, loss_cls: 2.1612, loss: 2.1612, grad_norm: 6.3049 2020-10-11 02:11:42,002 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 18:35:50, time: 1.223, data_time: 0.002, memory: 9800, top1_acc: 0.4320, top5_acc: 0.6945, loss_cls: 2.3603, loss: 2.3603, grad_norm: 6.2296 2020-10-11 02:12:05,111 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 18:35:24, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.4555, top5_acc: 0.7250, loss_cls: 2.2938, loss: 2.2938, grad_norm: 6.1185 2020-10-11 02:12:28,589 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 18:34:59, time: 1.173, data_time: 0.002, memory: 9800, top1_acc: 0.4203, top5_acc: 0.7086, loss_cls: 2.3701, loss: 2.3701, grad_norm: 6.3416 2020-10-11 02:12:52,506 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 18:34:37, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.4414, top5_acc: 0.7305, loss_cls: 2.2548, loss: 2.2548, grad_norm: 6.1861 2020-10-11 02:13:15,814 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 18:34:11, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.4359, top5_acc: 0.7211, loss_cls: 2.3143, loss: 2.3143, grad_norm: 6.3999 2020-10-11 02:13:40,089 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 18:33:51, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.4422, top5_acc: 0.6992, loss_cls: 2.3698, loss: 2.3698, grad_norm: 5.9386 2020-10-11 02:14:02,535 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 18:33:21, time: 1.122, data_time: 0.002, memory: 9800, top1_acc: 0.4445, top5_acc: 0.7102, loss_cls: 2.2720, loss: 2.2720, grad_norm: 6.3537 2020-10-11 02:14:08,246 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-11 02:14:41,774 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 18:33:09, time: 1.640, data_time: 0.713, memory: 9800, top1_acc: 0.4102, top5_acc: 0.7125, loss_cls: 2.3892, loss: 2.3892, grad_norm: 6.0950 2020-10-11 02:15:04,263 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 18:32:39, time: 1.124, data_time: 0.002, memory: 9800, top1_acc: 0.4602, top5_acc: 0.7180, loss_cls: 2.2341, loss: 2.2341, grad_norm: 6.0829 2020-10-11 02:15:27,305 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 18:32:12, time: 1.152, data_time: 0.002, memory: 9800, top1_acc: 0.4578, top5_acc: 0.7359, loss_cls: 2.2078, loss: 2.2078, grad_norm: 6.3737 2020-10-11 02:15:50,695 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 18:31:47, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.4742, top5_acc: 0.7508, loss_cls: 2.1319, loss: 2.1319, grad_norm: 6.2274 2020-10-11 02:16:14,805 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 18:31:26, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.4602, top5_acc: 0.7227, loss_cls: 2.2197, loss: 2.2197, grad_norm: 6.3847 2020-10-11 02:16:37,648 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 18:30:58, time: 1.144, data_time: 0.005, memory: 9800, top1_acc: 0.4273, top5_acc: 0.7234, loss_cls: 2.3031, loss: 2.3031, grad_norm: 6.4167 2020-10-11 02:17:00,869 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 18:30:32, time: 1.158, data_time: 0.005, memory: 9800, top1_acc: 0.4414, top5_acc: 0.7273, loss_cls: 2.2070, loss: 2.2070, grad_norm: 6.2974 2020-10-11 02:17:24,239 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 18:30:07, time: 1.172, data_time: 0.007, memory: 9800, top1_acc: 0.4703, top5_acc: 0.7539, loss_cls: 2.1424, loss: 2.1424, grad_norm: 6.3658 2020-10-11 02:17:47,609 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 18:29:42, time: 1.167, data_time: 0.005, memory: 9800, top1_acc: 0.4344, top5_acc: 0.7109, loss_cls: 2.3386, loss: 2.3386, grad_norm: 6.3101 2020-10-11 02:18:11,521 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 18:29:20, time: 1.197, data_time: 0.005, memory: 9800, top1_acc: 0.4406, top5_acc: 0.7195, loss_cls: 2.2521, loss: 2.2521, grad_norm: 6.2734 2020-10-11 02:18:34,626 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 18:28:53, time: 1.156, data_time: 0.002, memory: 9800, top1_acc: 0.4617, top5_acc: 0.7172, loss_cls: 2.2544, loss: 2.2544, grad_norm: 6.3070 2020-10-11 02:18:57,921 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 18:28:28, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.4367, top5_acc: 0.7141, loss_cls: 2.2359, loss: 2.2359, grad_norm: 6.1300 2020-10-11 02:19:21,415 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 18:28:03, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.4602, top5_acc: 0.7562, loss_cls: 2.1523, loss: 2.1523, grad_norm: 6.4989 2020-10-11 02:19:45,494 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 18:27:42, time: 1.206, data_time: 0.005, memory: 9800, top1_acc: 0.4266, top5_acc: 0.7031, loss_cls: 2.3092, loss: 2.3092, grad_norm: 6.0664 2020-10-11 02:20:08,713 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 18:27:16, time: 1.161, data_time: 0.004, memory: 9800, top1_acc: 0.4641, top5_acc: 0.7344, loss_cls: 2.1634, loss: 2.1634, grad_norm: 6.3402 2020-10-11 02:20:31,946 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 18:26:50, time: 1.161, data_time: 0.002, memory: 9800, top1_acc: 0.4711, top5_acc: 0.7352, loss_cls: 2.1493, loss: 2.1493, grad_norm: 6.3100 2020-10-11 02:20:55,822 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 18:26:28, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.4695, top5_acc: 0.7391, loss_cls: 2.2027, loss: 2.2027, grad_norm: 6.5146 2020-10-11 02:21:19,199 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 18:26:03, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.4445, top5_acc: 0.7031, loss_cls: 2.3043, loss: 2.3043, grad_norm: 6.3963 2020-10-11 02:21:42,504 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 18:25:37, time: 1.167, data_time: 0.005, memory: 9800, top1_acc: 0.4461, top5_acc: 0.7344, loss_cls: 2.2141, loss: 2.2141, grad_norm: 6.2345 2020-10-11 02:22:05,876 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 18:25:12, time: 1.167, data_time: 0.005, memory: 9800, top1_acc: 0.4602, top5_acc: 0.7273, loss_cls: 2.2203, loss: 2.2203, grad_norm: 6.3274 2020-10-11 02:22:30,636 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 18:24:54, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.4273, top5_acc: 0.7195, loss_cls: 2.3079, loss: 2.3079, grad_norm: 6.6113 2020-10-11 02:22:52,820 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 18:24:23, time: 1.111, data_time: 0.005, memory: 9800, top1_acc: 0.4586, top5_acc: 0.7195, loss_cls: 2.2544, loss: 2.2544, grad_norm: 6.4845 2020-10-11 02:23:16,143 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 18:23:58, time: 1.165, data_time: 0.006, memory: 9800, top1_acc: 0.4602, top5_acc: 0.7250, loss_cls: 2.2123, loss: 2.2123, grad_norm: 6.1126 2020-10-11 02:23:39,243 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 18:23:32, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.4516, top5_acc: 0.7289, loss_cls: 2.2288, loss: 2.2288, grad_norm: 5.9954 2020-10-11 02:24:02,918 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 18:23:08, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.4617, top5_acc: 0.7336, loss_cls: 2.1708, loss: 2.1708, grad_norm: 6.4776 2020-10-11 02:24:26,790 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 18:22:46, time: 1.192, data_time: 0.004, memory: 9800, top1_acc: 0.4469, top5_acc: 0.7273, loss_cls: 2.2218, loss: 2.2218, grad_norm: 6.6982 2020-10-11 02:24:50,433 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 18:22:22, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.4445, top5_acc: 0.7367, loss_cls: 2.2148, loss: 2.2148, grad_norm: 6.4123 2020-10-11 02:25:13,784 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 18:21:57, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.4539, top5_acc: 0.7320, loss_cls: 2.2185, loss: 2.2185, grad_norm: 6.4318 2020-10-11 02:25:38,147 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 18:21:37, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.4523, top5_acc: 0.7383, loss_cls: 2.2570, loss: 2.2570, grad_norm: 6.6300 2020-10-11 02:26:01,552 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 18:21:12, time: 1.169, data_time: 0.004, memory: 9800, top1_acc: 0.4492, top5_acc: 0.7297, loss_cls: 2.2540, loss: 2.2540, grad_norm: 6.3891 2020-10-11 02:26:24,982 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 18:20:47, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.4711, top5_acc: 0.7359, loss_cls: 2.1988, loss: 2.1988, grad_norm: 6.5121 2020-10-11 02:26:48,567 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 18:20:23, time: 1.180, data_time: 0.002, memory: 9800, top1_acc: 0.4539, top5_acc: 0.7312, loss_cls: 2.2482, loss: 2.2482, grad_norm: 6.4044 2020-10-11 02:27:12,534 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 18:20:01, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.4625, top5_acc: 0.7453, loss_cls: 2.1699, loss: 2.1699, grad_norm: 6.6877 2020-10-11 02:27:36,175 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 18:19:38, time: 1.182, data_time: 0.002, memory: 9800, top1_acc: 0.4844, top5_acc: 0.7336, loss_cls: 2.1487, loss: 2.1487, grad_norm: 6.2323 2020-10-11 02:28:00,025 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 18:19:15, time: 1.191, data_time: 0.005, memory: 9800, top1_acc: 0.4500, top5_acc: 0.7273, loss_cls: 2.2247, loss: 2.2247, grad_norm: 6.3340 2020-10-11 02:28:23,974 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 18:18:53, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.4398, top5_acc: 0.7195, loss_cls: 2.3127, loss: 2.3127, grad_norm: 6.1342 2020-10-11 02:28:47,735 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 18:18:30, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.4609, top5_acc: 0.7320, loss_cls: 2.1967, loss: 2.1967, grad_norm: 6.4279 2020-10-11 02:29:13,472 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 18:18:16, time: 1.288, data_time: 0.005, memory: 9800, top1_acc: 0.4539, top5_acc: 0.7359, loss_cls: 2.1855, loss: 2.1855, grad_norm: 6.2068 2020-10-11 02:29:36,872 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 18:17:51, time: 1.170, data_time: 0.002, memory: 9800, top1_acc: 0.4609, top5_acc: 0.7445, loss_cls: 2.1361, loss: 2.1361, grad_norm: 6.7599 2020-10-11 02:30:01,538 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 18:17:33, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.4547, top5_acc: 0.7266, loss_cls: 2.2676, loss: 2.2676, grad_norm: 6.5180 2020-10-11 02:30:25,922 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 18:17:13, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.4414, top5_acc: 0.7141, loss_cls: 2.2896, loss: 2.2896, grad_norm: 6.3159 2020-10-11 02:30:50,108 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 18:16:51, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.4398, top5_acc: 0.7297, loss_cls: 2.2831, loss: 2.2831, grad_norm: 6.6002 2020-10-11 02:31:14,126 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 18:16:29, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.4781, top5_acc: 0.7391, loss_cls: 2.1666, loss: 2.1666, grad_norm: 6.6189 2020-10-11 02:31:38,132 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 18:16:07, time: 1.200, data_time: 0.005, memory: 9800, top1_acc: 0.4398, top5_acc: 0.7227, loss_cls: 2.2651, loss: 2.2651, grad_norm: 6.1971 2020-10-11 02:32:01,717 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 18:15:44, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.4609, top5_acc: 0.7266, loss_cls: 2.2169, loss: 2.2169, grad_norm: 6.2523 2020-10-11 02:32:26,146 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 18:15:24, time: 1.222, data_time: 0.003, memory: 9800, top1_acc: 0.4430, top5_acc: 0.7367, loss_cls: 2.2642, loss: 2.2642, grad_norm: 6.4257 2020-10-11 02:32:50,926 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 18:15:05, time: 1.237, data_time: 0.004, memory: 9800, top1_acc: 0.4656, top5_acc: 0.7195, loss_cls: 2.2464, loss: 2.2464, grad_norm: 6.0998 2020-10-11 02:33:15,589 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 18:14:46, time: 1.234, data_time: 0.006, memory: 9800, top1_acc: 0.4562, top5_acc: 0.7266, loss_cls: 2.2496, loss: 2.2496, grad_norm: 6.0115 2020-10-11 02:33:39,554 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 18:14:24, time: 1.200, data_time: 0.005, memory: 9800, top1_acc: 0.4469, top5_acc: 0.7445, loss_cls: 2.2430, loss: 2.2430, grad_norm: 6.5312 2020-10-11 02:34:04,306 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 18:14:06, time: 1.237, data_time: 0.002, memory: 9800, top1_acc: 0.4820, top5_acc: 0.7555, loss_cls: 2.1091, loss: 2.1091, grad_norm: 6.3658 2020-10-11 02:34:28,734 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 18:13:46, time: 1.222, data_time: 0.003, memory: 9800, top1_acc: 0.4477, top5_acc: 0.7273, loss_cls: 2.2959, loss: 2.2959, grad_norm: 6.2271 2020-10-11 02:34:53,226 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 18:13:26, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.4062, top5_acc: 0.7133, loss_cls: 2.3478, loss: 2.3478, grad_norm: 6.4243 2020-10-11 02:35:17,870 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 18:13:07, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.4375, top5_acc: 0.7164, loss_cls: 2.2720, loss: 2.2720, grad_norm: 6.3770 2020-10-11 02:35:41,996 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 18:12:45, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.4555, top5_acc: 0.7383, loss_cls: 2.2012, loss: 2.2012, grad_norm: 6.1022 2020-10-11 02:36:06,280 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 18:12:25, time: 1.214, data_time: 0.004, memory: 9800, top1_acc: 0.4523, top5_acc: 0.7117, loss_cls: 2.2762, loss: 2.2762, grad_norm: 6.1987 2020-10-11 02:36:30,408 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 18:12:03, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.4313, top5_acc: 0.7133, loss_cls: 2.2577, loss: 2.2577, grad_norm: 6.2806 2020-10-11 02:36:55,035 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 18:11:44, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7492, loss_cls: 2.1327, loss: 2.1327, grad_norm: 6.7077 2020-10-11 02:37:18,771 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 18:11:21, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.4664, top5_acc: 0.7172, loss_cls: 2.2661, loss: 2.2661, grad_norm: 6.2844 2020-10-11 02:37:43,812 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 18:11:03, time: 1.252, data_time: 0.002, memory: 9800, top1_acc: 0.4578, top5_acc: 0.7289, loss_cls: 2.2281, loss: 2.2281, grad_norm: 6.4112 2020-10-11 02:38:08,021 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 18:10:42, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.4531, top5_acc: 0.7219, loss_cls: 2.2676, loss: 2.2676, grad_norm: 6.2049 2020-10-11 02:38:32,750 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 18:10:23, time: 1.236, data_time: 0.002, memory: 9800, top1_acc: 0.4602, top5_acc: 0.7250, loss_cls: 2.2259, loss: 2.2259, grad_norm: 6.0559 2020-10-11 02:38:57,356 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 18:10:04, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.4562, top5_acc: 0.7352, loss_cls: 2.2157, loss: 2.2157, grad_norm: 6.2325 2020-10-11 02:39:21,426 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 18:09:42, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.4484, top5_acc: 0.7273, loss_cls: 2.2533, loss: 2.2533, grad_norm: 6.4227 2020-10-11 02:39:45,423 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 18:09:20, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.4539, top5_acc: 0.7180, loss_cls: 2.2812, loss: 2.2812, grad_norm: 6.5110 2020-10-11 02:40:10,349 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 18:09:02, time: 1.246, data_time: 0.005, memory: 9800, top1_acc: 0.4477, top5_acc: 0.7109, loss_cls: 2.2799, loss: 2.2799, grad_norm: 6.3700 2020-10-11 02:40:34,471 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 18:08:40, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.4734, top5_acc: 0.7305, loss_cls: 2.1617, loss: 2.1617, grad_norm: 6.2556 2020-10-11 02:40:58,686 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 18:08:19, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.4516, top5_acc: 0.7320, loss_cls: 2.2246, loss: 2.2246, grad_norm: 6.6459 2020-10-11 02:41:04,272 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-10-11 02:41:34,486 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 18:07:49, time: 1.480, data_time: 0.457, memory: 9800, top1_acc: 0.4516, top5_acc: 0.7227, loss_cls: 2.2670, loss: 2.2670, grad_norm: 6.4427 2020-10-11 02:41:58,218 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 18:07:26, time: 1.187, data_time: 0.002, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7484, loss_cls: 2.1014, loss: 2.1014, grad_norm: 6.5856 2020-10-11 02:42:21,685 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 18:07:01, time: 1.172, data_time: 0.006, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7609, loss_cls: 2.1286, loss: 2.1286, grad_norm: 6.3329 2020-10-11 02:42:46,726 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 18:06:44, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.4609, top5_acc: 0.7398, loss_cls: 2.1935, loss: 2.1935, grad_norm: 6.4897 2020-10-11 02:43:11,455 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 18:06:25, time: 1.236, data_time: 0.005, memory: 9800, top1_acc: 0.4633, top5_acc: 0.7352, loss_cls: 2.1696, loss: 2.1696, grad_norm: 6.3701 2020-10-11 02:43:37,150 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 18:06:10, time: 1.284, data_time: 0.002, memory: 9800, top1_acc: 0.4789, top5_acc: 0.7500, loss_cls: 2.0966, loss: 2.0966, grad_norm: 6.4393 2020-10-11 02:44:00,891 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 18:05:47, time: 1.189, data_time: 0.003, memory: 9800, top1_acc: 0.4484, top5_acc: 0.7375, loss_cls: 2.1582, loss: 2.1582, grad_norm: 6.4273 2020-10-11 02:44:24,716 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 18:05:23, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7289, loss_cls: 2.1591, loss: 2.1591, grad_norm: 6.1312 2020-10-11 02:44:49,340 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 18:05:04, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.4617, top5_acc: 0.7367, loss_cls: 2.1785, loss: 2.1785, grad_norm: 6.4225 2020-10-11 02:45:14,136 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 18:04:45, time: 1.237, data_time: 0.006, memory: 9800, top1_acc: 0.4453, top5_acc: 0.7352, loss_cls: 2.1970, loss: 2.1970, grad_norm: 6.1934 2020-10-11 02:45:38,446 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 18:04:24, time: 1.218, data_time: 0.006, memory: 9800, top1_acc: 0.4789, top5_acc: 0.7422, loss_cls: 2.1602, loss: 2.1602, grad_norm: 6.2140 2020-10-11 02:46:02,544 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 18:04:02, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7391, loss_cls: 2.1100, loss: 2.1100, grad_norm: 6.1870 2020-10-11 02:46:26,879 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 18:03:42, time: 1.218, data_time: 0.005, memory: 9800, top1_acc: 0.4586, top5_acc: 0.7297, loss_cls: 2.2060, loss: 2.2060, grad_norm: 6.3518 2020-10-11 02:46:51,130 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 18:03:20, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.4359, top5_acc: 0.7328, loss_cls: 2.1952, loss: 2.1952, grad_norm: 6.6045 2020-10-11 02:47:15,818 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 18:03:01, time: 1.234, data_time: 0.005, memory: 9800, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.1803, loss: 2.1803, grad_norm: 6.4478 2020-10-11 02:47:39,637 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 18:02:38, time: 1.193, data_time: 0.006, memory: 9800, top1_acc: 0.4547, top5_acc: 0.7383, loss_cls: 2.2065, loss: 2.2065, grad_norm: 6.4230 2020-10-11 02:48:03,818 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 18:02:16, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.4711, top5_acc: 0.7383, loss_cls: 2.1809, loss: 2.1809, grad_norm: 6.3975 2020-10-11 02:48:28,958 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 18:01:59, time: 1.259, data_time: 0.005, memory: 9800, top1_acc: 0.4320, top5_acc: 0.7227, loss_cls: 2.2343, loss: 2.2343, grad_norm: 6.6860 2020-10-11 02:48:52,738 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 18:01:35, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.4773, top5_acc: 0.7445, loss_cls: 2.1353, loss: 2.1353, grad_norm: 6.3742 2020-10-11 02:49:17,318 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 18:01:16, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.4750, top5_acc: 0.7406, loss_cls: 2.1709, loss: 2.1709, grad_norm: 6.3848 2020-10-11 02:49:40,933 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 18:00:52, time: 1.182, data_time: 0.005, memory: 9800, top1_acc: 0.4711, top5_acc: 0.7383, loss_cls: 2.1847, loss: 2.1847, grad_norm: 6.5958 2020-10-11 02:50:06,168 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 18:00:35, time: 1.262, data_time: 0.005, memory: 9800, top1_acc: 0.4773, top5_acc: 0.7547, loss_cls: 2.0703, loss: 2.0703, grad_norm: 6.5369 2020-10-11 02:50:29,646 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 18:00:10, time: 1.173, data_time: 0.002, memory: 9800, top1_acc: 0.4367, top5_acc: 0.7211, loss_cls: 2.2965, loss: 2.2965, grad_norm: 6.5744 2020-10-11 02:50:53,930 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 17:59:49, time: 1.213, data_time: 0.006, memory: 9800, top1_acc: 0.4242, top5_acc: 0.7172, loss_cls: 2.3109, loss: 2.3109, grad_norm: 6.3647 2020-10-11 02:51:17,863 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 17:59:26, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.4742, top5_acc: 0.7289, loss_cls: 2.2023, loss: 2.2023, grad_norm: 6.3160 2020-10-11 02:51:42,282 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 17:59:05, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.4586, top5_acc: 0.7141, loss_cls: 2.2823, loss: 2.2823, grad_norm: 6.3884 2020-10-11 02:52:06,406 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 17:58:43, time: 1.204, data_time: 0.006, memory: 9800, top1_acc: 0.4609, top5_acc: 0.7312, loss_cls: 2.1895, loss: 2.1895, grad_norm: 6.2932 2020-10-11 02:52:30,712 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 17:58:22, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.4383, top5_acc: 0.7258, loss_cls: 2.2540, loss: 2.2540, grad_norm: 6.2535 2020-10-11 02:52:55,445 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 17:58:03, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.4617, top5_acc: 0.7344, loss_cls: 2.2098, loss: 2.2098, grad_norm: 6.4366 2020-10-11 02:53:19,676 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 17:57:42, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.4703, top5_acc: 0.7531, loss_cls: 2.1219, loss: 2.1219, grad_norm: 6.1790 2020-10-11 02:53:43,878 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 17:57:20, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.4656, top5_acc: 0.7383, loss_cls: 2.1837, loss: 2.1837, grad_norm: 6.4331 2020-10-11 02:54:07,858 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 17:56:57, time: 1.200, data_time: 0.005, memory: 9800, top1_acc: 0.4641, top5_acc: 0.7398, loss_cls: 2.1911, loss: 2.1911, grad_norm: 6.2568 2020-10-11 02:54:32,389 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 17:56:37, time: 1.227, data_time: 0.002, memory: 9800, top1_acc: 0.4719, top5_acc: 0.7516, loss_cls: 2.1521, loss: 2.1521, grad_norm: 6.3653 2020-10-11 02:54:56,530 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 17:56:15, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.4578, top5_acc: 0.7438, loss_cls: 2.1383, loss: 2.1383, grad_norm: 6.4190 2020-10-11 02:55:20,694 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 17:55:53, time: 1.210, data_time: 0.007, memory: 9800, top1_acc: 0.4805, top5_acc: 0.7516, loss_cls: 2.1247, loss: 2.1247, grad_norm: 6.5901 2020-10-11 02:55:44,140 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 17:55:29, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.4695, top5_acc: 0.7375, loss_cls: 2.1884, loss: 2.1884, grad_norm: 6.4814 2020-10-11 02:56:08,599 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 17:55:08, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.4539, top5_acc: 0.7406, loss_cls: 2.1911, loss: 2.1911, grad_norm: 6.4594 2020-10-11 02:56:33,220 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 17:54:48, time: 1.231, data_time: 0.002, memory: 9800, top1_acc: 0.4664, top5_acc: 0.7336, loss_cls: 2.1885, loss: 2.1885, grad_norm: 6.4559 2020-10-11 02:56:58,146 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 17:54:30, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.4359, top5_acc: 0.7227, loss_cls: 2.2732, loss: 2.2732, grad_norm: 6.4031 2020-10-11 02:57:21,294 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 17:54:03, time: 1.157, data_time: 0.006, memory: 9800, top1_acc: 0.4609, top5_acc: 0.7297, loss_cls: 2.2078, loss: 2.2078, grad_norm: 6.1897 2020-10-11 02:57:45,874 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 17:53:44, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.4773, top5_acc: 0.7391, loss_cls: 2.1849, loss: 2.1849, grad_norm: 6.2135 2020-10-11 02:58:09,420 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 17:53:19, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.4742, top5_acc: 0.7352, loss_cls: 2.1507, loss: 2.1507, grad_norm: 6.3000 2020-10-11 02:58:33,584 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 17:52:57, time: 1.207, data_time: 0.003, memory: 9800, top1_acc: 0.4562, top5_acc: 0.7289, loss_cls: 2.1749, loss: 2.1749, grad_norm: 6.5216 2020-10-11 02:58:57,630 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 17:52:35, time: 1.203, data_time: 0.006, memory: 9800, top1_acc: 0.4633, top5_acc: 0.7266, loss_cls: 2.2418, loss: 2.2418, grad_norm: 6.1119 2020-10-11 02:59:21,907 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 17:52:13, time: 1.213, data_time: 0.006, memory: 9800, top1_acc: 0.4539, top5_acc: 0.7336, loss_cls: 2.2215, loss: 2.2215, grad_norm: 6.5556 2020-10-11 02:59:46,080 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 17:51:52, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.4773, top5_acc: 0.7273, loss_cls: 2.1680, loss: 2.1680, grad_norm: 6.3015 2020-10-11 03:00:10,398 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 17:51:30, time: 1.214, data_time: 0.006, memory: 9800, top1_acc: 0.4680, top5_acc: 0.7648, loss_cls: 2.0940, loss: 2.0940, grad_norm: 6.2711 2020-10-11 03:00:35,340 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 17:51:12, time: 1.249, data_time: 0.007, memory: 9800, top1_acc: 0.4625, top5_acc: 0.7312, loss_cls: 2.2037, loss: 2.2037, grad_norm: 6.4375 2020-10-11 03:00:58,659 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 17:50:46, time: 1.165, data_time: 0.006, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7594, loss_cls: 2.0561, loss: 2.0561, grad_norm: 6.4423 2020-10-11 03:01:23,867 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 17:50:29, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.4648, top5_acc: 0.7492, loss_cls: 2.1614, loss: 2.1614, grad_norm: 6.3416 2020-10-11 03:01:47,032 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 17:50:03, time: 1.160, data_time: 0.006, memory: 9800, top1_acc: 0.4633, top5_acc: 0.7406, loss_cls: 2.1977, loss: 2.1977, grad_norm: 6.2761 2020-10-11 03:02:11,082 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 17:49:40, time: 1.203, data_time: 0.006, memory: 9800, top1_acc: 0.4648, top5_acc: 0.7219, loss_cls: 2.2241, loss: 2.2241, grad_norm: 6.1107 2020-10-11 03:02:36,005 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 17:49:22, time: 1.246, data_time: 0.002, memory: 9800, top1_acc: 0.4648, top5_acc: 0.7352, loss_cls: 2.1730, loss: 2.1730, grad_norm: 6.6533 2020-10-11 03:02:59,721 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 17:48:58, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.4602, top5_acc: 0.7211, loss_cls: 2.2143, loss: 2.2143, grad_norm: 6.3231 2020-10-11 03:03:24,230 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 17:48:37, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.4711, top5_acc: 0.7242, loss_cls: 2.1602, loss: 2.1602, grad_norm: 6.3310 2020-10-11 03:03:47,810 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 17:48:13, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.4688, top5_acc: 0.7383, loss_cls: 2.1569, loss: 2.1569, grad_norm: 6.3579 2020-10-11 03:04:12,396 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 17:47:53, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.4523, top5_acc: 0.7336, loss_cls: 2.2125, loss: 2.2125, grad_norm: 6.3681 2020-10-11 03:04:36,522 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 17:47:31, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.4523, top5_acc: 0.7273, loss_cls: 2.2155, loss: 2.2155, grad_norm: 6.8272 2020-10-11 03:05:01,340 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 17:47:11, time: 1.240, data_time: 0.004, memory: 9800, top1_acc: 0.4680, top5_acc: 0.7398, loss_cls: 2.2104, loss: 2.2104, grad_norm: 6.3927 2020-10-11 03:05:24,287 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 17:46:44, time: 1.148, data_time: 0.005, memory: 9800, top1_acc: 0.4648, top5_acc: 0.7281, loss_cls: 2.1516, loss: 2.1516, grad_norm: 6.3119 2020-10-11 03:05:47,681 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 17:46:19, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.4625, top5_acc: 0.7359, loss_cls: 2.1744, loss: 2.1744, grad_norm: 6.4094 2020-10-11 03:06:11,846 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 17:45:57, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.4797, top5_acc: 0.7414, loss_cls: 2.1336, loss: 2.1336, grad_norm: 6.1943 2020-10-11 03:06:35,745 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 17:45:34, time: 1.195, data_time: 0.002, memory: 9800, top1_acc: 0.4555, top5_acc: 0.7305, loss_cls: 2.1612, loss: 2.1612, grad_norm: 6.6115 2020-10-11 03:07:00,720 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 17:45:15, time: 1.247, data_time: 0.004, memory: 9800, top1_acc: 0.4609, top5_acc: 0.7219, loss_cls: 2.2101, loss: 2.2101, grad_norm: 6.2761 2020-10-11 03:07:24,109 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 17:44:50, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.4734, top5_acc: 0.7516, loss_cls: 2.1508, loss: 2.1508, grad_norm: 6.2290 2020-10-11 03:07:48,543 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 17:44:29, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.4680, top5_acc: 0.7336, loss_cls: 2.1859, loss: 2.1859, grad_norm: 6.4037 2020-10-11 03:08:12,598 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 17:44:07, time: 1.204, data_time: 0.006, memory: 9800, top1_acc: 0.4492, top5_acc: 0.7422, loss_cls: 2.1911, loss: 2.1911, grad_norm: 6.6913 2020-10-11 03:08:17,634 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-10-11 03:08:50,163 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 17:43:45, time: 1.576, data_time: 0.621, memory: 9800, top1_acc: 0.4727, top5_acc: 0.7453, loss_cls: 2.1737, loss: 2.1737, grad_norm: 6.5284 2020-10-11 03:09:12,316 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 17:43:15, time: 1.108, data_time: 0.002, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7547, loss_cls: 2.1024, loss: 2.1024, grad_norm: 6.7331 2020-10-11 03:09:35,649 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 17:42:49, time: 1.167, data_time: 0.002, memory: 9800, top1_acc: 0.4531, top5_acc: 0.7297, loss_cls: 2.2204, loss: 2.2204, grad_norm: 6.6143 2020-10-11 03:10:00,023 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 17:42:28, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.4773, top5_acc: 0.7414, loss_cls: 2.1434, loss: 2.1434, grad_norm: 6.8601 2020-10-11 03:10:23,141 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 17:42:02, time: 1.158, data_time: 0.006, memory: 9800, top1_acc: 0.4641, top5_acc: 0.7367, loss_cls: 2.1621, loss: 2.1621, grad_norm: 6.4958 2020-10-11 03:10:46,935 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 17:41:38, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.4688, top5_acc: 0.7344, loss_cls: 2.2104, loss: 2.2104, grad_norm: 6.3211 2020-10-11 03:11:10,834 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 17:41:16, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.4734, top5_acc: 0.7453, loss_cls: 2.1029, loss: 2.1029, grad_norm: 6.4595 2020-10-11 03:11:34,964 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 17:40:53, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.4766, top5_acc: 0.7336, loss_cls: 2.1240, loss: 2.1240, grad_norm: 6.3780 2020-10-11 03:11:58,392 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 17:40:28, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.4789, top5_acc: 0.7438, loss_cls: 2.1371, loss: 2.1371, grad_norm: 6.6223 2020-10-11 03:12:22,927 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 17:40:08, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.4711, top5_acc: 0.7547, loss_cls: 2.1024, loss: 2.1024, grad_norm: 6.3215 2020-10-11 03:12:47,279 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 17:39:47, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.4859, top5_acc: 0.7602, loss_cls: 2.0987, loss: 2.0987, grad_norm: 6.3522 2020-10-11 03:13:10,550 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 17:39:21, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.4594, top5_acc: 0.7438, loss_cls: 2.1370, loss: 2.1370, grad_norm: 6.4434 2020-10-11 03:13:33,845 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 17:38:56, time: 1.165, data_time: 0.002, memory: 9800, top1_acc: 0.4789, top5_acc: 0.7453, loss_cls: 2.0974, loss: 2.0974, grad_norm: 6.4603 2020-10-11 03:13:58,060 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 17:38:34, time: 1.210, data_time: 0.002, memory: 9800, top1_acc: 0.4742, top5_acc: 0.7305, loss_cls: 2.1516, loss: 2.1516, grad_norm: 6.5515 2020-10-11 03:14:22,399 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 17:38:12, time: 1.216, data_time: 0.006, memory: 9800, top1_acc: 0.4742, top5_acc: 0.7320, loss_cls: 2.1980, loss: 2.1980, grad_norm: 6.2725 2020-10-11 03:14:45,975 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 17:37:48, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.4484, top5_acc: 0.7250, loss_cls: 2.1949, loss: 2.1949, grad_norm: 6.7111 2020-10-11 03:15:10,419 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 17:37:27, time: 1.222, data_time: 0.004, memory: 9800, top1_acc: 0.4641, top5_acc: 0.7289, loss_cls: 2.1958, loss: 2.1958, grad_norm: 6.4118 2020-10-11 03:15:33,521 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 17:37:01, time: 1.155, data_time: 0.002, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7508, loss_cls: 2.0944, loss: 2.0944, grad_norm: 6.5618 2020-10-11 03:15:57,760 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 17:36:39, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.4930, top5_acc: 0.7797, loss_cls: 2.0058, loss: 2.0058, grad_norm: 6.5215 2020-10-11 03:16:21,840 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 17:36:16, time: 1.205, data_time: 0.006, memory: 9800, top1_acc: 0.4578, top5_acc: 0.7289, loss_cls: 2.2007, loss: 2.2007, grad_norm: 6.2736 2020-10-11 03:16:46,414 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 17:35:56, time: 1.230, data_time: 0.006, memory: 9800, top1_acc: 0.4641, top5_acc: 0.7320, loss_cls: 2.1834, loss: 2.1834, grad_norm: 6.3806 2020-10-11 03:17:10,282 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 17:35:33, time: 1.193, data_time: 0.006, memory: 9800, top1_acc: 0.4648, top5_acc: 0.7516, loss_cls: 2.1566, loss: 2.1566, grad_norm: 6.4257 2020-10-11 03:17:34,444 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 17:35:11, time: 1.209, data_time: 0.002, memory: 9800, top1_acc: 0.4594, top5_acc: 0.7516, loss_cls: 2.1207, loss: 2.1207, grad_norm: 6.4237 2020-10-11 03:17:58,407 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 17:34:47, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.4969, top5_acc: 0.7641, loss_cls: 2.0202, loss: 2.0202, grad_norm: 6.4482 2020-10-11 03:18:22,222 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 17:34:24, time: 1.193, data_time: 0.007, memory: 9800, top1_acc: 0.4680, top5_acc: 0.7641, loss_cls: 2.0669, loss: 2.0669, grad_norm: 6.3876 2020-10-11 03:18:45,755 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 17:34:00, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.4820, top5_acc: 0.7688, loss_cls: 2.0995, loss: 2.0995, grad_norm: 6.2444 2020-10-11 03:19:09,396 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 17:33:36, time: 1.182, data_time: 0.004, memory: 9800, top1_acc: 0.4953, top5_acc: 0.7516, loss_cls: 2.0365, loss: 2.0365, grad_norm: 6.1355 2020-10-11 03:19:33,812 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 17:33:15, time: 1.221, data_time: 0.002, memory: 9800, top1_acc: 0.4977, top5_acc: 0.7406, loss_cls: 2.1162, loss: 2.1162, grad_norm: 6.6868 2020-10-11 03:19:57,917 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 17:32:52, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.4844, top5_acc: 0.7539, loss_cls: 2.1191, loss: 2.1191, grad_norm: 6.2339 2020-10-11 03:20:21,400 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 17:32:27, time: 1.174, data_time: 0.006, memory: 9800, top1_acc: 0.4859, top5_acc: 0.7281, loss_cls: 2.1391, loss: 2.1391, grad_norm: 6.2795 2020-10-11 03:20:45,460 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 17:32:05, time: 1.205, data_time: 0.006, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7422, loss_cls: 2.1562, loss: 2.1562, grad_norm: 6.0979 2020-10-11 03:21:09,422 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 17:31:42, time: 1.198, data_time: 0.002, memory: 9800, top1_acc: 0.4602, top5_acc: 0.7344, loss_cls: 2.1881, loss: 2.1881, grad_norm: 6.4207 2020-10-11 03:21:33,905 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 17:31:21, time: 1.224, data_time: 0.002, memory: 9800, top1_acc: 0.4742, top5_acc: 0.7164, loss_cls: 2.1928, loss: 2.1928, grad_norm: 6.1690 2020-10-11 03:21:57,329 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 17:30:56, time: 1.168, data_time: 0.004, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7609, loss_cls: 2.0823, loss: 2.0823, grad_norm: 6.2832 2020-10-11 03:22:20,809 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 17:30:31, time: 1.175, data_time: 0.007, memory: 9800, top1_acc: 0.4719, top5_acc: 0.7414, loss_cls: 2.1243, loss: 2.1243, grad_norm: 6.3496 2020-10-11 03:22:44,416 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 17:30:07, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7531, loss_cls: 2.0818, loss: 2.0818, grad_norm: 6.1563 2020-10-11 03:23:08,583 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 17:29:45, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.4836, top5_acc: 0.7562, loss_cls: 2.1274, loss: 2.1274, grad_norm: 6.2495 2020-10-11 03:23:32,225 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 17:29:21, time: 1.182, data_time: 0.002, memory: 9800, top1_acc: 0.4648, top5_acc: 0.7383, loss_cls: 2.1326, loss: 2.1326, grad_norm: 6.3777 2020-10-11 03:23:56,210 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 17:28:58, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.4961, top5_acc: 0.7547, loss_cls: 2.0330, loss: 2.0330, grad_norm: 6.4220 2020-10-11 03:24:19,835 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 17:28:34, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7242, loss_cls: 2.1985, loss: 2.1985, grad_norm: 6.2689 2020-10-11 03:24:43,088 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 17:28:08, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.4852, top5_acc: 0.7555, loss_cls: 2.1008, loss: 2.1008, grad_norm: 6.6895 2020-10-11 03:25:06,692 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 17:27:44, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.4727, top5_acc: 0.7688, loss_cls: 2.0695, loss: 2.0695, grad_norm: 6.2224 2020-10-11 03:25:30,559 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 17:27:21, time: 1.193, data_time: 0.002, memory: 9800, top1_acc: 0.4578, top5_acc: 0.7344, loss_cls: 2.1695, loss: 2.1695, grad_norm: 6.6471 2020-10-11 03:25:55,194 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 17:27:00, time: 1.230, data_time: 0.004, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7422, loss_cls: 2.1102, loss: 2.1102, grad_norm: 6.3507 2020-10-11 03:26:18,319 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 17:26:34, time: 1.158, data_time: 0.005, memory: 9800, top1_acc: 0.4484, top5_acc: 0.7117, loss_cls: 2.2835, loss: 2.2835, grad_norm: 6.4885 2020-10-11 03:26:41,981 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 17:26:10, time: 1.183, data_time: 0.002, memory: 9800, top1_acc: 0.4594, top5_acc: 0.7312, loss_cls: 2.2101, loss: 2.2101, grad_norm: 6.1777 2020-10-11 03:27:05,937 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 17:25:47, time: 1.197, data_time: 0.002, memory: 9800, top1_acc: 0.4797, top5_acc: 0.7422, loss_cls: 2.1136, loss: 2.1136, grad_norm: 6.6072 2020-10-11 03:27:29,756 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 17:25:24, time: 1.192, data_time: 0.003, memory: 9800, top1_acc: 0.4797, top5_acc: 0.7570, loss_cls: 2.0825, loss: 2.0825, grad_norm: 6.5532 2020-10-11 03:27:53,007 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 17:24:58, time: 1.161, data_time: 0.004, memory: 9800, top1_acc: 0.4734, top5_acc: 0.7469, loss_cls: 2.1749, loss: 2.1749, grad_norm: 6.3703 2020-10-11 03:28:17,205 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 17:24:36, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.4414, top5_acc: 0.7336, loss_cls: 2.2110, loss: 2.2110, grad_norm: 6.5170 2020-10-11 03:28:40,726 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 17:24:12, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.4695, top5_acc: 0.7344, loss_cls: 2.1981, loss: 2.1981, grad_norm: 6.4676 2020-10-11 03:29:04,353 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 17:23:48, time: 1.181, data_time: 0.004, memory: 9800, top1_acc: 0.4867, top5_acc: 0.7570, loss_cls: 2.0695, loss: 2.0695, grad_norm: 6.1952 2020-10-11 03:29:28,181 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 17:23:24, time: 1.191, data_time: 0.003, memory: 9800, top1_acc: 0.4797, top5_acc: 0.7414, loss_cls: 2.1135, loss: 2.1135, grad_norm: 6.4632 2020-10-11 03:29:51,473 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 17:22:59, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.0533, loss: 2.0533, grad_norm: 6.1228 2020-10-11 03:30:15,713 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 17:22:37, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7570, loss_cls: 2.0990, loss: 2.0990, grad_norm: 6.2924 2020-10-11 03:30:39,051 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 17:22:12, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.4852, top5_acc: 0.7656, loss_cls: 2.0774, loss: 2.0774, grad_norm: 6.7555 2020-10-11 03:31:02,916 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 17:21:48, time: 1.192, data_time: 0.004, memory: 9800, top1_acc: 0.4594, top5_acc: 0.7414, loss_cls: 2.1834, loss: 2.1834, grad_norm: 6.2315 2020-10-11 03:31:26,998 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 17:21:26, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.4977, top5_acc: 0.7609, loss_cls: 2.0780, loss: 2.0780, grad_norm: 6.3188 2020-10-11 03:31:51,506 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 17:21:05, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.4523, top5_acc: 0.7508, loss_cls: 2.1752, loss: 2.1752, grad_norm: 6.5204 2020-10-11 03:32:15,526 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 17:20:42, time: 1.202, data_time: 0.006, memory: 9800, top1_acc: 0.4594, top5_acc: 0.7430, loss_cls: 2.1530, loss: 2.1530, grad_norm: 6.4522 2020-10-11 03:32:38,716 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 17:20:16, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7266, loss_cls: 2.1557, loss: 2.1557, grad_norm: 6.4939 2020-10-11 03:33:02,261 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 17:19:52, time: 1.176, data_time: 0.006, memory: 9800, top1_acc: 0.4625, top5_acc: 0.7539, loss_cls: 2.0968, loss: 2.0968, grad_norm: 6.4942 2020-10-11 03:33:26,476 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 17:19:30, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.4703, top5_acc: 0.7344, loss_cls: 2.1656, loss: 2.1656, grad_norm: 6.4276 2020-10-11 03:33:50,154 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 17:19:06, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.4625, top5_acc: 0.7203, loss_cls: 2.2263, loss: 2.2263, grad_norm: 6.5203 2020-10-11 03:34:14,552 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 17:18:44, time: 1.218, data_time: 0.004, memory: 9800, top1_acc: 0.4828, top5_acc: 0.7320, loss_cls: 2.1141, loss: 2.1141, grad_norm: 6.2114 2020-10-11 03:34:37,684 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 17:18:19, time: 1.158, data_time: 0.005, memory: 9800, top1_acc: 0.4625, top5_acc: 0.7227, loss_cls: 2.1954, loss: 2.1954, grad_norm: 6.4107 2020-10-11 03:35:01,273 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 17:17:54, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.4695, top5_acc: 0.7398, loss_cls: 2.1551, loss: 2.1551, grad_norm: 6.2726 2020-10-11 03:35:06,595 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-10-11 03:35:35,229 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 17:17:19, time: 1.399, data_time: 0.448, memory: 9800, top1_acc: 0.4727, top5_acc: 0.7492, loss_cls: 2.0733, loss: 2.0733, grad_norm: 6.3952 2020-10-11 03:35:57,992 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 17:16:51, time: 1.139, data_time: 0.005, memory: 9800, top1_acc: 0.4797, top5_acc: 0.7547, loss_cls: 2.1070, loss: 2.1070, grad_norm: 6.5678 2020-10-11 03:36:21,697 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 17:16:28, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.4930, top5_acc: 0.7617, loss_cls: 2.0390, loss: 2.0390, grad_norm: 6.3096 2020-10-11 03:36:45,197 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 17:16:03, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7570, loss_cls: 2.1055, loss: 2.1055, grad_norm: 6.4528 2020-10-11 03:37:09,021 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 17:15:39, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7656, loss_cls: 1.9971, loss: 1.9971, grad_norm: 5.9954 2020-10-11 03:37:32,379 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 17:15:15, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.4898, top5_acc: 0.7617, loss_cls: 2.0975, loss: 2.0975, grad_norm: 6.5019 2020-10-11 03:37:57,101 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 17:14:54, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.4695, top5_acc: 0.7492, loss_cls: 2.1138, loss: 2.1138, grad_norm: 6.6787 2020-10-11 03:38:20,355 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 17:14:29, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.4781, top5_acc: 0.7672, loss_cls: 2.1115, loss: 2.1115, grad_norm: 6.2601 2020-10-11 03:38:44,357 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 17:14:06, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 1.9630, loss: 1.9630, grad_norm: 6.5111 2020-10-11 03:39:07,916 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 17:13:42, time: 1.178, data_time: 0.006, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7562, loss_cls: 2.1038, loss: 2.1038, grad_norm: 6.7420 2020-10-11 03:39:31,571 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 17:13:18, time: 1.183, data_time: 0.002, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7711, loss_cls: 2.0333, loss: 2.0333, grad_norm: 6.6024 2020-10-11 03:39:55,337 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 17:12:54, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.4883, top5_acc: 0.7508, loss_cls: 2.0330, loss: 2.0330, grad_norm: 6.6042 2020-10-11 03:40:20,049 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 17:12:34, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.5008, top5_acc: 0.7570, loss_cls: 2.0314, loss: 2.0314, grad_norm: 6.5431 2020-10-11 03:40:43,236 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 17:12:08, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7664, loss_cls: 2.0114, loss: 2.0114, grad_norm: 6.4182 2020-10-11 03:41:06,922 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 17:11:44, time: 1.184, data_time: 0.004, memory: 9800, top1_acc: 0.4742, top5_acc: 0.7422, loss_cls: 2.1068, loss: 2.1068, grad_norm: 6.5264 2020-10-11 03:41:30,208 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 17:11:19, time: 1.165, data_time: 0.002, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7617, loss_cls: 2.0171, loss: 2.0171, grad_norm: 6.4028 2020-10-11 03:41:54,989 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 17:10:58, time: 1.236, data_time: 0.004, memory: 9800, top1_acc: 0.4977, top5_acc: 0.7430, loss_cls: 2.0579, loss: 2.0579, grad_norm: 6.5196 2020-10-11 03:42:18,363 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 17:10:34, time: 1.172, data_time: 0.007, memory: 9800, top1_acc: 0.4844, top5_acc: 0.7578, loss_cls: 2.0903, loss: 2.0903, grad_norm: 6.6832 2020-10-11 03:42:42,068 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 17:10:10, time: 1.185, data_time: 0.002, memory: 9800, top1_acc: 0.4836, top5_acc: 0.7680, loss_cls: 2.0542, loss: 2.0542, grad_norm: 6.4234 2020-10-11 03:43:07,108 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 17:09:50, time: 1.252, data_time: 0.006, memory: 9800, top1_acc: 0.4852, top5_acc: 0.7531, loss_cls: 2.0319, loss: 2.0319, grad_norm: 6.6832 2020-10-11 03:43:29,455 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 17:09:22, time: 1.117, data_time: 0.002, memory: 9800, top1_acc: 0.4797, top5_acc: 0.7258, loss_cls: 2.1499, loss: 2.1499, grad_norm: 6.1359 2020-10-11 03:43:52,959 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 17:08:57, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7406, loss_cls: 2.1109, loss: 2.1109, grad_norm: 6.3776 2020-10-11 03:44:16,499 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 17:08:33, time: 1.179, data_time: 0.006, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7531, loss_cls: 2.0729, loss: 2.0729, grad_norm: 6.4666 2020-10-11 03:44:40,457 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 17:08:10, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7656, loss_cls: 2.0390, loss: 2.0390, grad_norm: 6.3916 2020-10-11 03:45:04,144 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 17:07:46, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.4828, top5_acc: 0.7500, loss_cls: 2.1093, loss: 2.1093, grad_norm: 6.7020 2020-10-11 03:45:28,165 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 17:07:23, time: 1.201, data_time: 0.002, memory: 9800, top1_acc: 0.4711, top5_acc: 0.7555, loss_cls: 2.0841, loss: 2.0841, grad_norm: 6.4242 2020-10-11 03:45:51,632 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 17:06:59, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.4797, top5_acc: 0.7664, loss_cls: 2.0849, loss: 2.0849, grad_norm: 6.3922 2020-10-11 03:46:16,781 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 17:06:40, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.4492, top5_acc: 0.7312, loss_cls: 2.1919, loss: 2.1919, grad_norm: 6.4936 2020-10-11 03:46:39,991 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 17:06:14, time: 1.162, data_time: 0.005, memory: 9800, top1_acc: 0.4852, top5_acc: 0.7484, loss_cls: 2.1003, loss: 2.1003, grad_norm: 6.6524 2020-10-11 03:47:03,558 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 17:05:50, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.4719, top5_acc: 0.7492, loss_cls: 2.0888, loss: 2.0888, grad_norm: 6.2936 2020-10-11 03:47:27,230 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 17:05:26, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.4695, top5_acc: 0.7609, loss_cls: 2.0992, loss: 2.0992, grad_norm: 6.5849 2020-10-11 03:47:50,986 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 17:05:02, time: 1.188, data_time: 0.002, memory: 9800, top1_acc: 0.4547, top5_acc: 0.7406, loss_cls: 2.2040, loss: 2.2040, grad_norm: 6.3578 2020-10-11 03:48:15,402 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 17:04:41, time: 1.218, data_time: 0.005, memory: 9800, top1_acc: 0.4750, top5_acc: 0.7625, loss_cls: 2.1098, loss: 2.1098, grad_norm: 6.6414 2020-10-11 03:48:38,422 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 17:04:15, time: 1.154, data_time: 0.006, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7523, loss_cls: 2.0317, loss: 2.0317, grad_norm: 6.6354 2020-10-11 03:49:02,159 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 17:03:51, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.4922, top5_acc: 0.7648, loss_cls: 2.0263, loss: 2.0263, grad_norm: 6.7696 2020-10-11 03:49:25,615 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 17:03:26, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.4562, top5_acc: 0.7297, loss_cls: 2.2241, loss: 2.2241, grad_norm: 6.3255 2020-10-11 03:49:49,693 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 17:03:03, time: 1.202, data_time: 0.004, memory: 9800, top1_acc: 0.4828, top5_acc: 0.7547, loss_cls: 2.0939, loss: 2.0939, grad_norm: 6.2759 2020-10-11 03:50:13,245 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 17:02:39, time: 1.177, data_time: 0.006, memory: 9800, top1_acc: 0.4883, top5_acc: 0.7461, loss_cls: 2.1169, loss: 2.1169, grad_norm: 6.2652 2020-10-11 03:50:37,432 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 17:02:17, time: 1.212, data_time: 0.006, memory: 9800, top1_acc: 0.4711, top5_acc: 0.7477, loss_cls: 2.1077, loss: 2.1077, grad_norm: 6.0378 2020-10-11 03:51:01,899 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 17:01:55, time: 1.222, data_time: 0.006, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7594, loss_cls: 2.0897, loss: 2.0897, grad_norm: 6.5510 2020-10-11 03:51:25,465 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 17:01:31, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.4750, top5_acc: 0.7336, loss_cls: 2.1063, loss: 2.1063, grad_norm: 6.8346 2020-10-11 03:51:48,913 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 17:01:06, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.4742, top5_acc: 0.7539, loss_cls: 2.1495, loss: 2.1495, grad_norm: 6.3315 2020-10-11 03:52:12,978 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 17:00:44, time: 1.206, data_time: 0.006, memory: 9800, top1_acc: 0.4703, top5_acc: 0.7375, loss_cls: 2.1706, loss: 2.1706, grad_norm: 6.2358 2020-10-11 03:52:36,441 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 17:00:19, time: 1.173, data_time: 0.002, memory: 9800, top1_acc: 0.4727, top5_acc: 0.7328, loss_cls: 2.1522, loss: 2.1522, grad_norm: 6.3169 2020-10-11 03:53:00,115 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 16:59:55, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.4820, top5_acc: 0.7492, loss_cls: 2.0778, loss: 2.0778, grad_norm: 6.5106 2020-10-11 03:53:23,905 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 16:59:32, time: 1.192, data_time: 0.006, memory: 9800, top1_acc: 0.4680, top5_acc: 0.7477, loss_cls: 2.1467, loss: 2.1467, grad_norm: 6.4463 2020-10-11 03:53:47,894 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 16:59:09, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.4766, top5_acc: 0.7562, loss_cls: 2.1359, loss: 2.1359, grad_norm: 6.3995 2020-10-11 03:54:11,212 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 16:58:44, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.4734, top5_acc: 0.7562, loss_cls: 2.0783, loss: 2.0783, grad_norm: 6.2647 2020-10-11 03:54:35,226 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 16:58:21, time: 1.201, data_time: 0.002, memory: 9800, top1_acc: 0.4805, top5_acc: 0.7469, loss_cls: 2.0920, loss: 2.0920, grad_norm: 6.1357 2020-10-11 03:54:59,608 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 16:57:59, time: 1.218, data_time: 0.005, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7508, loss_cls: 2.0404, loss: 2.0404, grad_norm: 6.1690 2020-10-11 03:55:23,534 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 16:57:36, time: 1.197, data_time: 0.004, memory: 9800, top1_acc: 0.4633, top5_acc: 0.7586, loss_cls: 2.0897, loss: 2.0897, grad_norm: 6.4324 2020-10-11 03:55:47,036 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 16:57:11, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.4836, top5_acc: 0.7539, loss_cls: 2.0989, loss: 2.0989, grad_norm: 6.6686 2020-10-11 03:56:11,739 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 16:56:51, time: 1.237, data_time: 0.005, memory: 9800, top1_acc: 0.4781, top5_acc: 0.7555, loss_cls: 2.1147, loss: 2.1147, grad_norm: 6.4497 2020-10-11 03:56:35,189 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 16:56:26, time: 1.173, data_time: 0.002, memory: 9800, top1_acc: 0.4641, top5_acc: 0.7531, loss_cls: 2.1059, loss: 2.1059, grad_norm: 6.4524 2020-10-11 03:56:59,575 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 16:56:04, time: 1.218, data_time: 0.004, memory: 9800, top1_acc: 0.4820, top5_acc: 0.7453, loss_cls: 2.1335, loss: 2.1335, grad_norm: 6.3319 2020-10-11 03:57:22,743 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 16:55:39, time: 1.160, data_time: 0.005, memory: 9800, top1_acc: 0.4961, top5_acc: 0.7594, loss_cls: 2.0534, loss: 2.0534, grad_norm: 6.3761 2020-10-11 03:57:46,295 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 16:55:14, time: 1.176, data_time: 0.004, memory: 9800, top1_acc: 0.4984, top5_acc: 0.7586, loss_cls: 2.0575, loss: 2.0575, grad_norm: 6.5017 2020-10-11 03:58:10,271 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 16:54:52, time: 1.200, data_time: 0.005, memory: 9800, top1_acc: 0.4766, top5_acc: 0.7383, loss_cls: 2.1668, loss: 2.1668, grad_norm: 6.4661 2020-10-11 03:58:34,892 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 16:54:31, time: 1.231, data_time: 0.002, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7523, loss_cls: 2.1375, loss: 2.1375, grad_norm: 6.4673 2020-10-11 03:58:58,755 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 16:54:07, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7641, loss_cls: 2.0888, loss: 2.0888, grad_norm: 6.4635 2020-10-11 03:59:22,215 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 16:53:43, time: 1.174, data_time: 0.006, memory: 9800, top1_acc: 0.4867, top5_acc: 0.7516, loss_cls: 2.0672, loss: 2.0672, grad_norm: 6.5546 2020-10-11 03:59:45,943 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 16:53:19, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.4883, top5_acc: 0.7406, loss_cls: 2.1487, loss: 2.1487, grad_norm: 6.4057 2020-10-11 04:00:10,071 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 16:52:56, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.0950, loss: 2.0950, grad_norm: 6.3244 2020-10-11 04:00:34,408 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 16:52:34, time: 1.224, data_time: 0.017, memory: 9800, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0842, loss: 2.0842, grad_norm: 6.6250 2020-10-11 04:00:59,296 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 16:52:14, time: 1.243, data_time: 0.006, memory: 9800, top1_acc: 0.4922, top5_acc: 0.7602, loss_cls: 2.0846, loss: 2.0846, grad_norm: 6.4460 2020-10-11 04:01:22,564 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 16:51:49, time: 1.165, data_time: 0.005, memory: 9800, top1_acc: 0.4391, top5_acc: 0.7328, loss_cls: 2.1899, loss: 2.1899, grad_norm: 6.6605 2020-10-11 04:01:46,790 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 16:51:27, time: 1.210, data_time: 0.002, memory: 9800, top1_acc: 0.4695, top5_acc: 0.7430, loss_cls: 2.1580, loss: 2.1580, grad_norm: 6.3774 2020-10-11 04:01:52,150 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-10-11 04:02:25,459 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 16:51:06, time: 1.627, data_time: 0.727, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7562, loss_cls: 2.0486, loss: 2.0486, grad_norm: 6.8116 2020-10-11 04:02:48,017 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 16:50:39, time: 1.128, data_time: 0.002, memory: 9800, top1_acc: 0.4820, top5_acc: 0.7445, loss_cls: 2.0657, loss: 2.0657, grad_norm: 6.5369 2020-10-11 04:03:11,939 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 16:50:15, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.4727, top5_acc: 0.7508, loss_cls: 2.1028, loss: 2.1028, grad_norm: 6.7080 2020-10-11 04:03:36,294 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 16:49:54, time: 1.218, data_time: 0.002, memory: 9800, top1_acc: 0.4961, top5_acc: 0.7562, loss_cls: 2.0516, loss: 2.0516, grad_norm: 6.5216 2020-10-11 04:03:59,943 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 16:49:30, time: 1.183, data_time: 0.002, memory: 9800, top1_acc: 0.4867, top5_acc: 0.7609, loss_cls: 2.0059, loss: 2.0059, grad_norm: 6.6898 2020-10-11 04:04:24,173 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 16:49:07, time: 1.210, data_time: 0.004, memory: 9800, top1_acc: 0.4938, top5_acc: 0.7648, loss_cls: 2.0580, loss: 2.0580, grad_norm: 6.5139 2020-10-11 04:04:48,616 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 16:48:46, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.4891, top5_acc: 0.7500, loss_cls: 2.0714, loss: 2.0714, grad_norm: 6.3512 2020-10-11 04:05:13,707 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 16:48:26, time: 1.251, data_time: 0.005, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7805, loss_cls: 2.0246, loss: 2.0246, grad_norm: 6.5835 2020-10-11 04:05:38,096 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 16:48:04, time: 1.223, data_time: 0.007, memory: 9800, top1_acc: 0.5172, top5_acc: 0.7742, loss_cls: 1.9334, loss: 1.9334, grad_norm: 6.2942 2020-10-11 04:06:01,619 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 16:47:40, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7734, loss_cls: 1.9939, loss: 1.9939, grad_norm: 6.5517 2020-10-11 04:06:26,012 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 16:47:18, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7586, loss_cls: 2.0894, loss: 2.0894, grad_norm: 6.7701 2020-10-11 04:06:51,769 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 16:47:01, time: 1.286, data_time: 0.005, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7438, loss_cls: 2.0974, loss: 2.0974, grad_norm: 6.7891 2020-10-11 04:07:15,695 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 16:46:37, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.4938, top5_acc: 0.7719, loss_cls: 2.0328, loss: 2.0328, grad_norm: 6.7001 2020-10-11 04:07:39,548 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 16:46:14, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.5102, top5_acc: 0.7820, loss_cls: 1.9762, loss: 1.9762, grad_norm: 6.4097 2020-10-11 04:08:03,743 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 16:45:51, time: 1.209, data_time: 0.006, memory: 9800, top1_acc: 0.4789, top5_acc: 0.7672, loss_cls: 2.0328, loss: 2.0328, grad_norm: 6.5969 2020-10-11 04:08:27,890 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 16:45:29, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.5047, top5_acc: 0.7648, loss_cls: 2.0328, loss: 2.0328, grad_norm: 6.1992 2020-10-11 04:08:52,154 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 16:45:07, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 2.0589, loss: 2.0589, grad_norm: 6.3717 2020-10-11 04:09:17,627 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 16:44:48, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7586, loss_cls: 2.0526, loss: 2.0526, grad_norm: 6.3897 2020-10-11 04:09:41,619 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 16:44:25, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.4883, top5_acc: 0.7602, loss_cls: 2.0126, loss: 2.0126, grad_norm: 6.4048 2020-10-11 04:10:06,026 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 16:44:03, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.4875, top5_acc: 0.7648, loss_cls: 2.0765, loss: 2.0765, grad_norm: 6.7700 2020-10-11 04:10:29,983 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 16:43:40, time: 1.198, data_time: 0.002, memory: 9800, top1_acc: 0.4859, top5_acc: 0.7477, loss_cls: 2.1498, loss: 2.1498, grad_norm: 6.4088 2020-10-11 04:10:54,916 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 16:43:20, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.4945, top5_acc: 0.7516, loss_cls: 2.0823, loss: 2.0823, grad_norm: 6.8119 2020-10-11 04:11:18,851 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 16:42:57, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7438, loss_cls: 2.1391, loss: 2.1391, grad_norm: 6.3950 2020-10-11 04:11:43,258 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 16:42:35, time: 1.220, data_time: 0.002, memory: 9800, top1_acc: 0.4953, top5_acc: 0.7508, loss_cls: 2.0712, loss: 2.0712, grad_norm: 6.7443 2020-10-11 04:12:07,639 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 16:42:13, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.4961, top5_acc: 0.7695, loss_cls: 2.0046, loss: 2.0046, grad_norm: 6.3677 2020-10-11 04:12:32,047 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 16:41:51, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.5125, top5_acc: 0.7656, loss_cls: 2.0065, loss: 2.0065, grad_norm: 6.6595 2020-10-11 04:12:56,417 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 16:41:30, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7625, loss_cls: 2.0153, loss: 2.0153, grad_norm: 6.5653 2020-10-11 04:13:21,050 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 16:41:08, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.4750, top5_acc: 0.7508, loss_cls: 2.0722, loss: 2.0722, grad_norm: 6.3846 2020-10-11 04:13:45,748 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 16:40:47, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.4898, top5_acc: 0.7531, loss_cls: 2.1144, loss: 2.1144, grad_norm: 6.2545 2020-10-11 04:14:10,819 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 16:40:28, time: 1.255, data_time: 0.005, memory: 9800, top1_acc: 0.4805, top5_acc: 0.7562, loss_cls: 2.0777, loss: 2.0777, grad_norm: 6.5937 2020-10-11 04:14:36,829 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 16:40:11, time: 1.300, data_time: 0.002, memory: 9800, top1_acc: 0.4828, top5_acc: 0.7492, loss_cls: 2.1094, loss: 2.1094, grad_norm: 6.5270 2020-10-11 04:15:00,649 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 16:39:47, time: 1.190, data_time: 0.002, memory: 9800, top1_acc: 0.4531, top5_acc: 0.7305, loss_cls: 2.1495, loss: 2.1495, grad_norm: 6.4270 2020-10-11 04:15:25,017 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 16:39:25, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.4734, top5_acc: 0.7398, loss_cls: 2.1117, loss: 2.1117, grad_norm: 6.5970 2020-10-11 04:15:48,996 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 16:39:02, time: 1.201, data_time: 0.006, memory: 9800, top1_acc: 0.4727, top5_acc: 0.7508, loss_cls: 2.0953, loss: 2.0953, grad_norm: 6.4655 2020-10-11 04:16:13,179 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 16:38:39, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7656, loss_cls: 1.9614, loss: 1.9614, grad_norm: 6.2628 2020-10-11 04:16:38,261 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 16:38:19, time: 1.254, data_time: 0.002, memory: 9800, top1_acc: 0.4852, top5_acc: 0.7516, loss_cls: 2.0752, loss: 2.0752, grad_norm: 6.6113 2020-10-11 04:17:01,555 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 16:37:54, time: 1.164, data_time: 0.006, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7523, loss_cls: 2.0927, loss: 2.0927, grad_norm: 6.4629 2020-10-11 04:17:25,926 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 16:37:32, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7516, loss_cls: 2.0362, loss: 2.0362, grad_norm: 6.3728 2020-10-11 04:17:51,140 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 16:37:13, time: 1.260, data_time: 0.006, memory: 9800, top1_acc: 0.4508, top5_acc: 0.7523, loss_cls: 2.1607, loss: 2.1607, grad_norm: 6.8016 2020-10-11 04:18:14,939 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 16:36:49, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.5086, top5_acc: 0.7672, loss_cls: 2.0036, loss: 2.0036, grad_norm: 6.4359 2020-10-11 04:18:39,157 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 16:36:27, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.4945, top5_acc: 0.7555, loss_cls: 2.0827, loss: 2.0827, grad_norm: 6.3028 2020-10-11 04:19:04,913 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 16:36:09, time: 1.288, data_time: 0.005, memory: 9800, top1_acc: 0.4781, top5_acc: 0.7438, loss_cls: 2.1354, loss: 2.1354, grad_norm: 6.4331 2020-10-11 04:19:28,187 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 16:35:43, time: 1.164, data_time: 0.003, memory: 9800, top1_acc: 0.4578, top5_acc: 0.7359, loss_cls: 2.1724, loss: 2.1724, grad_norm: 6.4426 2020-10-11 04:19:52,759 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 16:35:22, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.5039, top5_acc: 0.7383, loss_cls: 2.1246, loss: 2.1246, grad_norm: 6.3629 2020-10-11 04:20:17,316 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 16:35:00, time: 1.229, data_time: 0.006, memory: 9800, top1_acc: 0.4594, top5_acc: 0.7633, loss_cls: 2.0668, loss: 2.0668, grad_norm: 6.3705 2020-10-11 04:20:42,061 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 16:34:39, time: 1.239, data_time: 0.005, memory: 9800, top1_acc: 0.4852, top5_acc: 0.7602, loss_cls: 2.0310, loss: 2.0310, grad_norm: 6.5453 2020-10-11 04:21:06,261 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 16:34:17, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 2.0853, loss: 2.0853, grad_norm: 6.4825 2020-10-11 04:21:30,581 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 16:33:55, time: 1.216, data_time: 0.002, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7414, loss_cls: 2.1045, loss: 2.1045, grad_norm: 6.5273 2020-10-11 04:21:54,548 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 16:33:31, time: 1.197, data_time: 0.004, memory: 9800, top1_acc: 0.4984, top5_acc: 0.7719, loss_cls: 1.9937, loss: 1.9937, grad_norm: 6.5957 2020-10-11 04:22:19,370 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 16:33:11, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.4953, top5_acc: 0.7727, loss_cls: 2.0020, loss: 2.0020, grad_norm: 6.7845 2020-10-11 04:22:44,048 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 16:32:49, time: 1.234, data_time: 0.004, memory: 9800, top1_acc: 0.4977, top5_acc: 0.7641, loss_cls: 2.0347, loss: 2.0347, grad_norm: 6.7079 2020-10-11 04:23:08,579 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 16:32:28, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.4984, top5_acc: 0.7523, loss_cls: 2.0088, loss: 2.0088, grad_norm: 6.4774 2020-10-11 04:23:33,250 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 16:32:07, time: 1.233, data_time: 0.002, memory: 9800, top1_acc: 0.4859, top5_acc: 0.7406, loss_cls: 2.0618, loss: 2.0618, grad_norm: 6.4826 2020-10-11 04:23:57,039 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 16:31:43, time: 1.189, data_time: 0.002, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7539, loss_cls: 2.0009, loss: 2.0009, grad_norm: 6.3579 2020-10-11 04:24:21,356 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 16:31:21, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.4898, top5_acc: 0.7414, loss_cls: 2.0661, loss: 2.0661, grad_norm: 6.3148 2020-10-11 04:24:45,565 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 16:30:58, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.4984, top5_acc: 0.7680, loss_cls: 2.0248, loss: 2.0248, grad_norm: 6.1943 2020-10-11 04:25:10,050 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 16:30:36, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.4922, top5_acc: 0.7438, loss_cls: 2.1115, loss: 2.1115, grad_norm: 6.3847 2020-10-11 04:25:35,737 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 16:30:18, time: 1.284, data_time: 0.002, memory: 9800, top1_acc: 0.4617, top5_acc: 0.7492, loss_cls: 2.1522, loss: 2.1522, grad_norm: 6.5602 2020-10-11 04:25:59,387 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 16:29:54, time: 1.181, data_time: 0.006, memory: 9800, top1_acc: 0.4953, top5_acc: 0.7477, loss_cls: 2.1169, loss: 2.1169, grad_norm: 6.5843 2020-10-11 04:26:23,567 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 16:29:31, time: 1.212, data_time: 0.006, memory: 9800, top1_acc: 0.4766, top5_acc: 0.7469, loss_cls: 2.1111, loss: 2.1111, grad_norm: 6.2504 2020-10-11 04:26:48,291 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 16:29:10, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7469, loss_cls: 2.1257, loss: 2.1257, grad_norm: 6.4864 2020-10-11 04:27:12,400 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 16:28:47, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.4953, top5_acc: 0.7453, loss_cls: 2.0898, loss: 2.0898, grad_norm: 6.1303 2020-10-11 04:27:36,097 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 16:28:23, time: 1.185, data_time: 0.002, memory: 9800, top1_acc: 0.5047, top5_acc: 0.7672, loss_cls: 2.0423, loss: 2.0423, grad_norm: 6.3266 2020-10-11 04:28:01,102 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 16:28:03, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.4898, top5_acc: 0.7547, loss_cls: 2.1152, loss: 2.1152, grad_norm: 6.6788 2020-10-11 04:28:25,344 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 16:27:40, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.4781, top5_acc: 0.7531, loss_cls: 2.0979, loss: 2.0979, grad_norm: 6.7451 2020-10-11 04:28:49,354 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 16:27:17, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.4930, top5_acc: 0.7781, loss_cls: 2.0148, loss: 2.0148, grad_norm: 6.2809 2020-10-11 04:29:13,065 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 16:26:53, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.4719, top5_acc: 0.7367, loss_cls: 2.1461, loss: 2.1461, grad_norm: 6.3244 2020-10-11 04:29:18,266 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-10-11 04:29:47,743 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 16:26:21, time: 1.442, data_time: 0.420, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7672, loss_cls: 2.0207, loss: 2.0207, grad_norm: 6.3432 2020-10-11 04:30:11,264 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 16:25:56, time: 1.176, data_time: 0.002, memory: 9800, top1_acc: 0.5156, top5_acc: 0.7781, loss_cls: 1.9452, loss: 1.9452, grad_norm: 6.4845 2020-10-11 04:30:34,964 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 16:25:32, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.5094, top5_acc: 0.7844, loss_cls: 1.9723, loss: 1.9723, grad_norm: 6.4541 2020-10-11 04:30:58,991 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 16:25:09, time: 1.200, data_time: 0.005, memory: 9800, top1_acc: 0.4953, top5_acc: 0.7703, loss_cls: 1.9944, loss: 1.9944, grad_norm: 6.5151 2020-10-11 04:31:24,302 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 16:24:49, time: 1.266, data_time: 0.005, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7633, loss_cls: 2.0019, loss: 2.0019, grad_norm: 6.5838 2020-10-11 04:31:47,945 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 16:24:25, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7742, loss_cls: 2.0118, loss: 2.0118, grad_norm: 6.3248 2020-10-11 04:32:11,996 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 16:24:02, time: 1.203, data_time: 0.002, memory: 9800, top1_acc: 0.4836, top5_acc: 0.7586, loss_cls: 2.0582, loss: 2.0582, grad_norm: 6.3566 2020-10-11 04:32:35,270 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 16:23:37, time: 1.162, data_time: 0.002, memory: 9800, top1_acc: 0.4969, top5_acc: 0.7664, loss_cls: 2.0130, loss: 2.0130, grad_norm: 6.5551 2020-10-11 04:33:00,194 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 16:23:16, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7773, loss_cls: 1.9762, loss: 1.9762, grad_norm: 6.4335 2020-10-11 04:33:24,107 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 16:22:53, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.5109, top5_acc: 0.7867, loss_cls: 1.9381, loss: 1.9381, grad_norm: 6.6729 2020-10-11 04:33:47,680 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 16:22:28, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.5133, top5_acc: 0.7852, loss_cls: 1.9298, loss: 1.9298, grad_norm: 6.5158 2020-10-11 04:34:12,603 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 16:22:08, time: 1.246, data_time: 0.005, memory: 9800, top1_acc: 0.5125, top5_acc: 0.7781, loss_cls: 1.9942, loss: 1.9942, grad_norm: 6.7272 2020-10-11 04:34:35,877 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 16:21:42, time: 1.164, data_time: 0.002, memory: 9800, top1_acc: 0.5141, top5_acc: 0.7852, loss_cls: 1.9330, loss: 1.9330, grad_norm: 6.5267 2020-10-11 04:34:59,870 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 16:21:19, time: 1.197, data_time: 0.004, memory: 9800, top1_acc: 0.4836, top5_acc: 0.7516, loss_cls: 2.0657, loss: 2.0657, grad_norm: 6.7648 2020-10-11 04:35:23,484 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 16:20:55, time: 1.182, data_time: 0.006, memory: 9800, top1_acc: 0.4922, top5_acc: 0.7727, loss_cls: 2.0235, loss: 2.0235, grad_norm: 6.4374 2020-10-11 04:35:47,183 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 16:20:31, time: 1.183, data_time: 0.006, memory: 9800, top1_acc: 0.4883, top5_acc: 0.7539, loss_cls: 2.1041, loss: 2.1041, grad_norm: 6.2072 2020-10-11 04:36:10,874 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 16:20:07, time: 1.186, data_time: 0.006, memory: 9800, top1_acc: 0.4852, top5_acc: 0.7562, loss_cls: 1.9988, loss: 1.9988, grad_norm: 6.7264 2020-10-11 04:36:34,522 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 16:19:43, time: 1.183, data_time: 0.002, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7844, loss_cls: 1.9606, loss: 1.9606, grad_norm: 6.3436 2020-10-11 04:36:58,866 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 16:19:20, time: 1.216, data_time: 0.004, memory: 9800, top1_acc: 0.4945, top5_acc: 0.7570, loss_cls: 2.0040, loss: 2.0040, grad_norm: 6.6308 2020-10-11 04:37:23,278 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 16:18:58, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7469, loss_cls: 2.0476, loss: 2.0476, grad_norm: 6.5307 2020-10-11 04:37:47,913 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 16:18:37, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.4719, top5_acc: 0.7570, loss_cls: 2.1005, loss: 2.1005, grad_norm: 6.6127 2020-10-11 04:38:11,940 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 16:18:14, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7742, loss_cls: 1.9668, loss: 1.9668, grad_norm: 6.7683 2020-10-11 04:38:34,794 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 16:17:47, time: 1.143, data_time: 0.002, memory: 9800, top1_acc: 0.5172, top5_acc: 0.7844, loss_cls: 1.9529, loss: 1.9529, grad_norm: 6.5455 2020-10-11 04:38:59,459 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 16:17:26, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7758, loss_cls: 1.9541, loss: 1.9541, grad_norm: 6.7499 2020-10-11 04:39:22,767 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 16:17:01, time: 1.167, data_time: 0.006, memory: 9800, top1_acc: 0.4977, top5_acc: 0.7578, loss_cls: 2.0484, loss: 2.0484, grad_norm: 6.3535 2020-10-11 04:39:47,334 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 16:16:39, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.4703, top5_acc: 0.7562, loss_cls: 2.1016, loss: 2.1016, grad_norm: 6.6239 2020-10-11 04:40:10,500 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 16:16:13, time: 1.160, data_time: 0.006, memory: 9800, top1_acc: 0.4922, top5_acc: 0.7594, loss_cls: 2.0427, loss: 2.0427, grad_norm: 6.9511 2020-10-11 04:40:34,698 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 16:15:51, time: 1.210, data_time: 0.002, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7633, loss_cls: 2.0398, loss: 2.0398, grad_norm: 6.6518 2020-10-11 04:40:58,513 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 16:15:27, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7531, loss_cls: 2.0660, loss: 2.0660, grad_norm: 6.6322 2020-10-11 04:41:22,071 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 16:15:02, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7602, loss_cls: 2.0360, loss: 2.0360, grad_norm: 6.5644 2020-10-11 04:41:46,091 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 16:14:39, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.5094, top5_acc: 0.7695, loss_cls: 1.9973, loss: 1.9973, grad_norm: 6.5535 2020-10-11 04:42:09,544 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 16:14:14, time: 1.173, data_time: 0.002, memory: 9800, top1_acc: 0.4766, top5_acc: 0.7586, loss_cls: 2.0950, loss: 2.0950, grad_norm: 6.6614 2020-10-11 04:42:34,329 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 16:13:53, time: 1.239, data_time: 0.002, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7539, loss_cls: 2.0879, loss: 2.0879, grad_norm: 6.6536 2020-10-11 04:42:57,999 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 16:13:29, time: 1.182, data_time: 0.005, memory: 9800, top1_acc: 0.5047, top5_acc: 0.7469, loss_cls: 2.0632, loss: 2.0632, grad_norm: 6.3751 2020-10-11 04:43:21,684 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 16:13:05, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.5109, top5_acc: 0.7781, loss_cls: 1.9479, loss: 1.9479, grad_norm: 6.6054 2020-10-11 04:43:46,040 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 16:12:43, time: 1.218, data_time: 0.005, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7688, loss_cls: 1.9862, loss: 1.9862, grad_norm: 6.3076 2020-10-11 04:44:09,795 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 16:12:19, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.4828, top5_acc: 0.7539, loss_cls: 2.0444, loss: 2.0444, grad_norm: 6.4567 2020-10-11 04:44:33,918 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 16:11:56, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.4781, top5_acc: 0.7539, loss_cls: 2.1054, loss: 2.1054, grad_norm: 6.6500 2020-10-11 04:44:57,831 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 16:11:32, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.4922, top5_acc: 0.7523, loss_cls: 2.0527, loss: 2.0527, grad_norm: 6.3732 2020-10-11 04:45:20,971 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 16:11:07, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.5008, top5_acc: 0.7578, loss_cls: 2.0329, loss: 2.0329, grad_norm: 6.2554 2020-10-11 04:45:44,989 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 16:10:44, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7641, loss_cls: 1.9740, loss: 1.9740, grad_norm: 6.0791 2020-10-11 04:46:09,528 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 16:10:22, time: 1.227, data_time: 0.006, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7750, loss_cls: 1.9687, loss: 1.9687, grad_norm: 6.4141 2020-10-11 04:46:33,028 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 16:09:57, time: 1.175, data_time: 0.002, memory: 9800, top1_acc: 0.4820, top5_acc: 0.7492, loss_cls: 2.0845, loss: 2.0845, grad_norm: 6.6961 2020-10-11 04:46:57,292 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 16:09:35, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.4844, top5_acc: 0.7398, loss_cls: 2.1561, loss: 2.1561, grad_norm: 6.4552 2020-10-11 04:47:20,519 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 16:09:09, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7727, loss_cls: 2.0344, loss: 2.0344, grad_norm: 6.2924 2020-10-11 04:47:44,165 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 16:08:45, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.5203, top5_acc: 0.7672, loss_cls: 1.9719, loss: 1.9719, grad_norm: 6.2004 2020-10-11 04:48:08,598 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 16:08:23, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.4898, top5_acc: 0.7445, loss_cls: 2.1370, loss: 2.1370, grad_norm: 6.1907 2020-10-11 04:48:32,687 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 16:08:00, time: 1.205, data_time: 0.002, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7547, loss_cls: 2.0197, loss: 2.0197, grad_norm: 6.4636 2020-10-11 04:48:56,063 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 16:07:35, time: 1.169, data_time: 0.002, memory: 9800, top1_acc: 0.5055, top5_acc: 0.7891, loss_cls: 1.9367, loss: 1.9367, grad_norm: 6.4487 2020-10-11 04:49:20,368 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 16:07:12, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 1.9920, loss: 1.9920, grad_norm: 6.3332 2020-10-11 04:49:44,086 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 16:06:49, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.4734, top5_acc: 0.7484, loss_cls: 2.0856, loss: 2.0856, grad_norm: 7.0454 2020-10-11 04:50:07,471 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 16:06:24, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7648, loss_cls: 2.0335, loss: 2.0335, grad_norm: 6.1254 2020-10-11 04:50:30,878 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 16:05:59, time: 1.170, data_time: 0.002, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7523, loss_cls: 2.0493, loss: 2.0493, grad_norm: 6.6033 2020-10-11 04:50:54,978 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 16:05:36, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.4930, top5_acc: 0.7633, loss_cls: 2.0052, loss: 2.0052, grad_norm: 6.4522 2020-10-11 04:51:18,491 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 16:05:11, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.4719, top5_acc: 0.7664, loss_cls: 2.0862, loss: 2.0862, grad_norm: 6.6585 2020-10-11 04:51:42,358 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 16:04:48, time: 1.194, data_time: 0.003, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7539, loss_cls: 2.0702, loss: 2.0702, grad_norm: 6.3629 2020-10-11 04:52:06,489 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 16:04:25, time: 1.207, data_time: 0.006, memory: 9800, top1_acc: 0.4484, top5_acc: 0.7562, loss_cls: 2.1456, loss: 2.1456, grad_norm: 6.7997 2020-10-11 04:52:30,441 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 16:04:01, time: 1.198, data_time: 0.002, memory: 9800, top1_acc: 0.4852, top5_acc: 0.7508, loss_cls: 2.1114, loss: 2.1114, grad_norm: 6.6095 2020-10-11 04:52:55,406 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 16:03:40, time: 1.246, data_time: 0.005, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7484, loss_cls: 2.0987, loss: 2.0987, grad_norm: 6.1593 2020-10-11 04:53:18,156 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 16:03:14, time: 1.140, data_time: 0.006, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.0124, loss: 2.0124, grad_norm: 6.7657 2020-10-11 04:53:42,278 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 16:02:51, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.4727, top5_acc: 0.7609, loss_cls: 2.1123, loss: 2.1123, grad_norm: 6.2079 2020-10-11 04:54:05,860 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 16:02:27, time: 1.179, data_time: 0.002, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7586, loss_cls: 2.0958, loss: 2.0958, grad_norm: 6.6648 2020-10-11 04:54:29,528 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 16:02:02, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7477, loss_cls: 2.0586, loss: 2.0586, grad_norm: 6.0894 2020-10-11 04:54:53,622 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 16:01:39, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.4969, top5_acc: 0.7633, loss_cls: 2.0143, loss: 2.0143, grad_norm: 6.6262 2020-10-11 04:55:17,068 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 16:01:15, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7492, loss_cls: 2.0510, loss: 2.0510, grad_norm: 6.2506 2020-10-11 04:55:41,341 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 16:00:52, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.4789, top5_acc: 0.7719, loss_cls: 2.0462, loss: 2.0462, grad_norm: 6.4893 2020-10-11 04:56:04,745 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 16:00:27, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.5258, top5_acc: 0.7727, loss_cls: 1.9588, loss: 1.9588, grad_norm: 6.0751 2020-10-11 04:56:10,264 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-10-11 04:56:40,060 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 15:59:56, time: 1.454, data_time: 0.487, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7820, loss_cls: 1.9482, loss: 1.9482, grad_norm: 6.2022 2020-10-11 04:57:03,253 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 15:59:30, time: 1.160, data_time: 0.002, memory: 9800, top1_acc: 0.4961, top5_acc: 0.7930, loss_cls: 1.9807, loss: 1.9807, grad_norm: 6.6325 2020-10-11 04:57:26,122 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 15:59:04, time: 1.140, data_time: 0.005, memory: 9800, top1_acc: 0.4945, top5_acc: 0.7789, loss_cls: 1.9620, loss: 1.9620, grad_norm: 6.5028 2020-10-11 04:57:49,644 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 15:58:40, time: 1.180, data_time: 0.007, memory: 9800, top1_acc: 0.5375, top5_acc: 0.7922, loss_cls: 1.8737, loss: 1.8737, grad_norm: 6.4845 2020-10-11 04:58:13,457 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 15:58:16, time: 1.191, data_time: 0.005, memory: 9800, top1_acc: 0.4984, top5_acc: 0.7648, loss_cls: 2.0047, loss: 2.0047, grad_norm: 6.6243 2020-10-11 04:58:36,868 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 15:57:51, time: 1.171, data_time: 0.003, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7680, loss_cls: 1.9767, loss: 1.9767, grad_norm: 6.3715 2020-10-11 04:59:01,236 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 15:57:29, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.5156, top5_acc: 0.7641, loss_cls: 2.0216, loss: 2.0216, grad_norm: 6.3044 2020-10-11 04:59:24,837 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 15:57:05, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.5125, top5_acc: 0.7695, loss_cls: 1.9180, loss: 1.9180, grad_norm: 6.4625 2020-10-11 04:59:48,488 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 15:56:40, time: 1.181, data_time: 0.006, memory: 9800, top1_acc: 0.5367, top5_acc: 0.7945, loss_cls: 1.8897, loss: 1.8897, grad_norm: 6.3724 2020-10-11 05:00:14,318 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 15:56:21, time: 1.286, data_time: 0.006, memory: 9800, top1_acc: 0.5188, top5_acc: 0.7820, loss_cls: 1.9827, loss: 1.9827, grad_norm: 6.5391 2020-10-11 05:00:36,856 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 15:55:55, time: 1.136, data_time: 0.018, memory: 9800, top1_acc: 0.4930, top5_acc: 0.7852, loss_cls: 1.9868, loss: 1.9868, grad_norm: 6.5348 2020-10-11 05:01:00,142 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 15:55:30, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.5297, top5_acc: 0.7781, loss_cls: 1.9371, loss: 1.9371, grad_norm: 6.6302 2020-10-11 05:01:24,597 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 15:55:08, time: 1.226, data_time: 0.007, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7719, loss_cls: 1.9941, loss: 1.9941, grad_norm: 6.5714 2020-10-11 05:01:48,493 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 15:54:44, time: 1.195, data_time: 0.002, memory: 9800, top1_acc: 0.4805, top5_acc: 0.7594, loss_cls: 2.0888, loss: 2.0888, grad_norm: 6.2655 2020-10-11 05:02:12,757 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 15:54:21, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.5094, top5_acc: 0.7547, loss_cls: 2.0088, loss: 2.0088, grad_norm: 6.5299 2020-10-11 05:02:35,583 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 15:53:55, time: 1.142, data_time: 0.002, memory: 9800, top1_acc: 0.4938, top5_acc: 0.7656, loss_cls: 2.0024, loss: 2.0024, grad_norm: 6.7690 2020-10-11 05:02:59,346 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 15:53:31, time: 1.188, data_time: 0.002, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7883, loss_cls: 1.8563, loss: 1.8563, grad_norm: 6.5385 2020-10-11 05:03:22,875 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 15:53:07, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7695, loss_cls: 2.0492, loss: 2.0492, grad_norm: 6.4331 2020-10-11 05:03:47,068 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 15:52:44, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.5172, top5_acc: 0.7820, loss_cls: 1.9324, loss: 1.9324, grad_norm: 6.1799 2020-10-11 05:04:11,190 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 15:52:21, time: 1.209, data_time: 0.007, memory: 9800, top1_acc: 0.5086, top5_acc: 0.7711, loss_cls: 1.9857, loss: 1.9857, grad_norm: 6.7953 2020-10-11 05:04:35,320 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 15:51:58, time: 1.207, data_time: 0.002, memory: 9800, top1_acc: 0.4805, top5_acc: 0.7602, loss_cls: 2.0922, loss: 2.0922, grad_norm: 6.6437 2020-10-11 05:04:58,707 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 15:51:33, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.4875, top5_acc: 0.7703, loss_cls: 2.0161, loss: 2.0161, grad_norm: 6.3178 2020-10-11 05:05:23,133 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 15:51:11, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.4898, top5_acc: 0.7555, loss_cls: 2.0476, loss: 2.0476, grad_norm: 6.6915 2020-10-11 05:05:46,350 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 15:50:46, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.5047, top5_acc: 0.7930, loss_cls: 1.9229, loss: 1.9229, grad_norm: 6.5401 2020-10-11 05:06:09,859 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 15:50:21, time: 1.176, data_time: 0.006, memory: 9800, top1_acc: 0.5273, top5_acc: 0.7820, loss_cls: 1.9516, loss: 1.9516, grad_norm: 6.7443 2020-10-11 05:06:33,304 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 15:49:56, time: 1.172, data_time: 0.002, memory: 9800, top1_acc: 0.5117, top5_acc: 0.7641, loss_cls: 1.9529, loss: 1.9529, grad_norm: 6.7318 2020-10-11 05:06:56,527 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 15:49:31, time: 1.160, data_time: 0.005, memory: 9800, top1_acc: 0.4664, top5_acc: 0.7406, loss_cls: 2.1731, loss: 2.1731, grad_norm: 6.7080 2020-10-11 05:07:21,172 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 15:49:09, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.4758, top5_acc: 0.7688, loss_cls: 2.0399, loss: 2.0399, grad_norm: 6.6378 2020-10-11 05:07:45,196 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 15:48:46, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.4945, top5_acc: 0.7633, loss_cls: 2.0351, loss: 2.0351, grad_norm: 6.5523 2020-10-11 05:08:08,273 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 15:48:21, time: 1.153, data_time: 0.004, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7609, loss_cls: 2.0350, loss: 2.0350, grad_norm: 7.0391 2020-10-11 05:08:32,145 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 15:47:57, time: 1.194, data_time: 0.003, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7672, loss_cls: 1.9956, loss: 1.9956, grad_norm: 6.2850 2020-10-11 05:08:55,670 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 15:47:33, time: 1.176, data_time: 0.002, memory: 9800, top1_acc: 0.4828, top5_acc: 0.7617, loss_cls: 2.1095, loss: 2.1095, grad_norm: 6.4715 2020-10-11 05:09:19,091 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 15:47:08, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7781, loss_cls: 1.9845, loss: 1.9845, grad_norm: 6.6956 2020-10-11 05:09:42,545 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 15:46:43, time: 1.174, data_time: 0.003, memory: 9800, top1_acc: 0.4664, top5_acc: 0.7367, loss_cls: 2.1620, loss: 2.1620, grad_norm: 6.7465 2020-10-11 05:10:07,492 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 15:46:22, time: 1.247, data_time: 0.004, memory: 9800, top1_acc: 0.4922, top5_acc: 0.7664, loss_cls: 2.0519, loss: 2.0519, grad_norm: 6.3481 2020-10-11 05:10:30,133 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 15:45:56, time: 1.132, data_time: 0.002, memory: 9800, top1_acc: 0.5125, top5_acc: 0.7734, loss_cls: 1.9781, loss: 1.9781, grad_norm: 6.3753 2020-10-11 05:10:54,384 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 15:45:33, time: 1.211, data_time: 0.006, memory: 9800, top1_acc: 0.4984, top5_acc: 0.7508, loss_cls: 2.0576, loss: 2.0576, grad_norm: 6.8971 2020-10-11 05:11:18,159 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 15:45:09, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7555, loss_cls: 2.0542, loss: 2.0542, grad_norm: 6.6788 2020-10-11 05:11:42,041 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 15:44:46, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.5031, top5_acc: 0.7438, loss_cls: 2.0272, loss: 2.0272, grad_norm: 6.7699 2020-10-11 05:12:05,518 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 15:44:21, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.5039, top5_acc: 0.7602, loss_cls: 2.0361, loss: 2.0361, grad_norm: 6.3270 2020-10-11 05:12:30,190 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 15:43:59, time: 1.234, data_time: 0.002, memory: 9800, top1_acc: 0.4750, top5_acc: 0.7578, loss_cls: 2.0578, loss: 2.0578, grad_norm: 6.7244 2020-10-11 05:12:53,260 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 15:43:34, time: 1.152, data_time: 0.005, memory: 9800, top1_acc: 0.4977, top5_acc: 0.7602, loss_cls: 1.9745, loss: 1.9745, grad_norm: 6.6397 2020-10-11 05:13:17,228 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 15:43:10, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.5094, top5_acc: 0.7672, loss_cls: 2.0142, loss: 2.0142, grad_norm: 6.3644 2020-10-11 05:13:40,621 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 15:42:46, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.4891, top5_acc: 0.7617, loss_cls: 2.0534, loss: 2.0534, grad_norm: 6.5449 2020-10-11 05:14:04,990 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 15:42:23, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7625, loss_cls: 2.0102, loss: 2.0102, grad_norm: 6.5083 2020-10-11 05:14:27,993 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 15:41:57, time: 1.149, data_time: 0.002, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7555, loss_cls: 2.0414, loss: 2.0414, grad_norm: 6.7105 2020-10-11 05:14:52,164 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 15:41:34, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.5203, top5_acc: 0.7844, loss_cls: 1.9496, loss: 1.9496, grad_norm: 6.2974 2020-10-11 05:15:15,602 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 15:41:10, time: 1.173, data_time: 0.006, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7680, loss_cls: 2.0011, loss: 2.0011, grad_norm: 6.7278 2020-10-11 05:15:38,835 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 15:40:45, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7758, loss_cls: 1.9803, loss: 1.9803, grad_norm: 6.5706 2020-10-11 05:16:03,732 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 15:40:23, time: 1.243, data_time: 0.004, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7523, loss_cls: 2.0810, loss: 2.0810, grad_norm: 6.2412 2020-10-11 05:16:26,448 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 15:39:57, time: 1.137, data_time: 0.005, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7648, loss_cls: 1.9771, loss: 1.9771, grad_norm: 6.3455 2020-10-11 05:16:50,137 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 15:39:33, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.4828, top5_acc: 0.7594, loss_cls: 2.1058, loss: 2.1058, grad_norm: 6.5213 2020-10-11 05:17:14,056 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 15:39:10, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.5117, top5_acc: 0.7773, loss_cls: 1.9057, loss: 1.9057, grad_norm: 6.5146 2020-10-11 05:17:39,173 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 15:38:49, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.4945, top5_acc: 0.7633, loss_cls: 2.0077, loss: 2.0077, grad_norm: 6.3503 2020-10-11 05:18:02,013 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 15:38:23, time: 1.141, data_time: 0.005, memory: 9800, top1_acc: 0.4828, top5_acc: 0.7391, loss_cls: 2.0886, loss: 2.0886, grad_norm: 6.3310 2020-10-11 05:18:26,379 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 15:38:00, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.4969, top5_acc: 0.7508, loss_cls: 2.0885, loss: 2.0885, grad_norm: 6.5037 2020-10-11 05:18:49,566 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 15:37:35, time: 1.158, data_time: 0.005, memory: 9800, top1_acc: 0.5141, top5_acc: 0.7664, loss_cls: 1.9866, loss: 1.9866, grad_norm: 6.5035 2020-10-11 05:19:13,596 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 15:37:12, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7688, loss_cls: 2.0088, loss: 2.0088, grad_norm: 6.4280 2020-10-11 05:19:36,960 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 15:36:47, time: 1.168, data_time: 0.002, memory: 9800, top1_acc: 0.4945, top5_acc: 0.7633, loss_cls: 2.0182, loss: 2.0182, grad_norm: 6.5510 2020-10-11 05:20:01,425 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 15:36:25, time: 1.223, data_time: 0.004, memory: 9800, top1_acc: 0.5141, top5_acc: 0.7672, loss_cls: 2.0042, loss: 2.0042, grad_norm: 6.4362 2020-10-11 05:20:24,388 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 15:35:59, time: 1.149, data_time: 0.005, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7711, loss_cls: 1.9875, loss: 1.9875, grad_norm: 6.3059 2020-10-11 05:20:47,830 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 15:35:34, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.5086, top5_acc: 0.7695, loss_cls: 2.0092, loss: 2.0092, grad_norm: 6.7406 2020-10-11 05:21:12,018 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 15:35:12, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.4984, top5_acc: 0.7789, loss_cls: 1.9949, loss: 1.9949, grad_norm: 6.6432 2020-10-11 05:21:36,173 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 15:34:49, time: 1.208, data_time: 0.002, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7586, loss_cls: 2.0953, loss: 2.0953, grad_norm: 6.4782 2020-10-11 05:22:00,227 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 15:34:25, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7711, loss_cls: 2.0045, loss: 2.0045, grad_norm: 6.6997 2020-10-11 05:22:22,910 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 15:33:59, time: 1.137, data_time: 0.007, memory: 9800, top1_acc: 0.4734, top5_acc: 0.7500, loss_cls: 2.0959, loss: 2.0959, grad_norm: 6.6385 2020-10-11 05:22:46,433 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 15:33:35, time: 1.175, data_time: 0.006, memory: 9800, top1_acc: 0.4773, top5_acc: 0.7633, loss_cls: 2.0259, loss: 2.0259, grad_norm: 6.6427 2020-10-11 05:22:51,586 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-11 05:23:23,978 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 15:33:08, time: 1.565, data_time: 0.588, memory: 9800, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.9492, loss: 1.9492, grad_norm: 6.6050 2020-10-11 05:23:46,109 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 15:32:41, time: 1.105, data_time: 0.002, memory: 9800, top1_acc: 0.5289, top5_acc: 0.7664, loss_cls: 1.9820, loss: 1.9820, grad_norm: 6.2364 2020-10-11 05:24:09,530 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 15:32:16, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.4875, top5_acc: 0.7664, loss_cls: 2.0410, loss: 2.0410, grad_norm: 6.6397 2020-10-11 05:24:32,524 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 15:31:50, time: 1.149, data_time: 0.002, memory: 9800, top1_acc: 0.5117, top5_acc: 0.7680, loss_cls: 1.9377, loss: 1.9377, grad_norm: 6.3221 2020-10-11 05:24:56,844 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 15:31:28, time: 1.218, data_time: 0.005, memory: 9800, top1_acc: 0.5281, top5_acc: 0.7797, loss_cls: 1.9635, loss: 1.9635, grad_norm: 6.4735 2020-10-11 05:25:20,060 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 15:31:03, time: 1.159, data_time: 0.002, memory: 9800, top1_acc: 0.5203, top5_acc: 0.7805, loss_cls: 1.9696, loss: 1.9696, grad_norm: 6.7306 2020-10-11 05:25:44,235 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 15:30:40, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.5367, top5_acc: 0.8031, loss_cls: 1.8651, loss: 1.8651, grad_norm: 6.6014 2020-10-11 05:26:08,760 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 15:30:18, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7719, loss_cls: 1.9788, loss: 1.9788, grad_norm: 6.8110 2020-10-11 05:26:31,855 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 15:29:52, time: 1.155, data_time: 0.002, memory: 9800, top1_acc: 0.5055, top5_acc: 0.7766, loss_cls: 1.9588, loss: 1.9588, grad_norm: 6.5836 2020-10-11 05:26:55,773 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 15:29:29, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.5055, top5_acc: 0.7562, loss_cls: 2.0252, loss: 2.0252, grad_norm: 6.4093 2020-10-11 05:27:19,603 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 15:29:05, time: 1.193, data_time: 0.006, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7797, loss_cls: 1.9466, loss: 1.9466, grad_norm: 6.4707 2020-10-11 05:27:43,351 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 15:28:41, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.4930, top5_acc: 0.7797, loss_cls: 1.9682, loss: 1.9682, grad_norm: 6.6411 2020-10-11 05:28:08,053 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 15:28:19, time: 1.235, data_time: 0.004, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7766, loss_cls: 1.9560, loss: 1.9560, grad_norm: 6.1816 2020-10-11 05:28:32,962 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 15:27:58, time: 1.245, data_time: 0.002, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7781, loss_cls: 1.9371, loss: 1.9371, grad_norm: 6.5653 2020-10-11 05:28:56,330 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 15:27:33, time: 1.168, data_time: 0.006, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7648, loss_cls: 1.9306, loss: 1.9306, grad_norm: 6.4968 2020-10-11 05:29:20,158 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 15:27:10, time: 1.190, data_time: 0.007, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7859, loss_cls: 1.8785, loss: 1.8785, grad_norm: 6.6367 2020-10-11 05:29:44,325 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 15:26:47, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7703, loss_cls: 1.8954, loss: 1.8954, grad_norm: 6.5048 2020-10-11 05:30:07,961 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 15:26:23, time: 1.182, data_time: 0.004, memory: 9800, top1_acc: 0.4852, top5_acc: 0.7594, loss_cls: 2.0626, loss: 2.0626, grad_norm: 6.6802 2020-10-11 05:30:31,899 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 15:25:59, time: 1.196, data_time: 0.002, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7797, loss_cls: 1.9197, loss: 1.9197, grad_norm: 6.3851 2020-10-11 05:30:56,557 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 15:25:37, time: 1.234, data_time: 0.004, memory: 9800, top1_acc: 0.5039, top5_acc: 0.7734, loss_cls: 1.9587, loss: 1.9587, grad_norm: 6.8215 2020-10-11 05:31:21,070 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 15:25:15, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.4914, top5_acc: 0.7602, loss_cls: 2.0296, loss: 2.0296, grad_norm: 6.7016 2020-10-11 05:31:44,361 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 15:24:50, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7758, loss_cls: 1.9116, loss: 1.9116, grad_norm: 6.4084 2020-10-11 05:32:08,216 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 15:24:26, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 1.9231, loss: 1.9231, grad_norm: 6.5542 2020-10-11 05:32:33,157 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 15:24:05, time: 1.247, data_time: 0.002, memory: 9800, top1_acc: 0.5281, top5_acc: 0.7812, loss_cls: 1.9034, loss: 1.9034, grad_norm: 6.5926 2020-10-11 05:32:56,702 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 15:23:41, time: 1.178, data_time: 0.002, memory: 9800, top1_acc: 0.5141, top5_acc: 0.7703, loss_cls: 1.9901, loss: 1.9901, grad_norm: 6.2104 2020-10-11 05:33:22,143 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 15:23:21, time: 1.271, data_time: 0.005, memory: 9800, top1_acc: 0.4891, top5_acc: 0.7656, loss_cls: 2.0070, loss: 2.0070, grad_norm: 6.4987 2020-10-11 05:33:46,245 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 15:22:58, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.5055, top5_acc: 0.7695, loss_cls: 2.0044, loss: 2.0044, grad_norm: 6.5485 2020-10-11 05:34:10,003 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 15:22:34, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7727, loss_cls: 1.9935, loss: 1.9935, grad_norm: 6.6140 2020-10-11 05:34:34,328 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 15:22:11, time: 1.216, data_time: 0.002, memory: 9800, top1_acc: 0.5148, top5_acc: 0.7648, loss_cls: 1.9775, loss: 1.9775, grad_norm: 6.6057 2020-10-11 05:34:58,560 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 15:21:48, time: 1.210, data_time: 0.004, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7602, loss_cls: 1.9571, loss: 1.9571, grad_norm: 6.8733 2020-10-11 05:35:23,090 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 15:21:26, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.5125, top5_acc: 0.7844, loss_cls: 1.9227, loss: 1.9227, grad_norm: 6.6285 2020-10-11 05:35:47,098 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 15:21:03, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.5008, top5_acc: 0.7656, loss_cls: 2.0393, loss: 2.0393, grad_norm: 6.7505 2020-10-11 05:36:11,103 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 15:20:39, time: 1.200, data_time: 0.005, memory: 9800, top1_acc: 0.5102, top5_acc: 0.7641, loss_cls: 1.9841, loss: 1.9841, grad_norm: 6.4368 2020-10-11 05:36:36,169 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 15:20:18, time: 1.253, data_time: 0.002, memory: 9800, top1_acc: 0.5094, top5_acc: 0.7656, loss_cls: 1.9981, loss: 1.9981, grad_norm: 6.3208 2020-10-11 05:37:00,625 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 15:19:56, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7539, loss_cls: 2.0610, loss: 2.0610, grad_norm: 6.4882 2020-10-11 05:37:24,168 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 15:19:32, time: 1.179, data_time: 0.006, memory: 9800, top1_acc: 0.4883, top5_acc: 0.7609, loss_cls: 2.0410, loss: 2.0410, grad_norm: 6.3734 2020-10-11 05:37:48,467 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 15:19:09, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.5141, top5_acc: 0.7703, loss_cls: 1.9765, loss: 1.9765, grad_norm: 6.6615 2020-10-11 05:38:12,806 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 15:18:46, time: 1.218, data_time: 0.005, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7641, loss_cls: 1.9891, loss: 1.9891, grad_norm: 6.2815 2020-10-11 05:38:37,714 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 15:18:25, time: 1.245, data_time: 0.002, memory: 9800, top1_acc: 0.5156, top5_acc: 0.7781, loss_cls: 1.9962, loss: 1.9962, grad_norm: 6.4432 2020-10-11 05:39:02,063 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 15:18:02, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7531, loss_cls: 2.0670, loss: 2.0670, grad_norm: 6.6659 2020-10-11 05:39:26,382 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 15:17:40, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7750, loss_cls: 1.9361, loss: 1.9361, grad_norm: 6.3136 2020-10-11 05:39:50,839 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 15:17:17, time: 1.221, data_time: 0.004, memory: 9800, top1_acc: 0.4875, top5_acc: 0.7742, loss_cls: 2.0223, loss: 2.0223, grad_norm: 6.7193 2020-10-11 05:40:15,818 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 15:16:56, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 1.9768, loss: 1.9768, grad_norm: 6.4514 2020-10-11 05:40:39,955 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 15:16:33, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.5375, top5_acc: 0.7781, loss_cls: 1.8969, loss: 1.8969, grad_norm: 6.3923 2020-10-11 05:41:03,841 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 15:16:09, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.5117, top5_acc: 0.7680, loss_cls: 1.9547, loss: 1.9547, grad_norm: 6.4476 2020-10-11 05:41:27,705 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 15:15:46, time: 1.192, data_time: 0.004, memory: 9800, top1_acc: 0.5172, top5_acc: 0.7805, loss_cls: 1.9351, loss: 1.9351, grad_norm: 6.6112 2020-10-11 05:41:52,611 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 15:15:24, time: 1.247, data_time: 0.005, memory: 9800, top1_acc: 0.4938, top5_acc: 0.7555, loss_cls: 2.0536, loss: 2.0536, grad_norm: 6.6381 2020-10-11 05:42:17,477 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 15:15:03, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7836, loss_cls: 1.9158, loss: 1.9158, grad_norm: 6.3725 2020-10-11 05:42:40,659 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 15:14:38, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.5133, top5_acc: 0.7672, loss_cls: 1.9689, loss: 1.9689, grad_norm: 6.7642 2020-10-11 05:43:05,751 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 15:14:17, time: 1.254, data_time: 0.002, memory: 9800, top1_acc: 0.4898, top5_acc: 0.7680, loss_cls: 2.0228, loss: 2.0228, grad_norm: 6.4176 2020-10-11 05:43:30,176 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 15:13:54, time: 1.221, data_time: 0.002, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7688, loss_cls: 2.0360, loss: 2.0360, grad_norm: 6.3737 2020-10-11 05:43:54,376 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 15:13:31, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7648, loss_cls: 2.0648, loss: 2.0648, grad_norm: 6.6341 2020-10-11 05:44:18,498 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 15:13:08, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7602, loss_cls: 2.0222, loss: 2.0222, grad_norm: 6.8380 2020-10-11 05:44:42,831 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 15:12:45, time: 1.215, data_time: 0.002, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7664, loss_cls: 2.0283, loss: 2.0283, grad_norm: 6.5685 2020-10-11 05:45:06,976 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 15:12:22, time: 1.209, data_time: 0.006, memory: 9800, top1_acc: 0.4883, top5_acc: 0.7734, loss_cls: 2.0949, loss: 2.0949, grad_norm: 6.7353 2020-10-11 05:45:31,420 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 15:12:00, time: 1.222, data_time: 0.002, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7695, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.4466 2020-10-11 05:45:55,276 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 15:11:36, time: 1.190, data_time: 0.004, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7750, loss_cls: 1.9673, loss: 1.9673, grad_norm: 6.3664 2020-10-11 05:46:20,117 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 15:11:14, time: 1.244, data_time: 0.007, memory: 9800, top1_acc: 0.5219, top5_acc: 0.7656, loss_cls: 1.9263, loss: 1.9263, grad_norm: 6.5358 2020-10-11 05:46:44,238 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 15:10:51, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7578, loss_cls: 2.0235, loss: 2.0235, grad_norm: 6.4862 2020-10-11 05:47:09,033 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 15:10:30, time: 1.240, data_time: 0.004, memory: 9800, top1_acc: 0.5336, top5_acc: 0.7656, loss_cls: 1.9167, loss: 1.9167, grad_norm: 6.1991 2020-10-11 05:47:32,374 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 15:10:05, time: 1.166, data_time: 0.002, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7477, loss_cls: 2.0441, loss: 2.0441, grad_norm: 6.5577 2020-10-11 05:47:57,591 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 15:09:44, time: 1.260, data_time: 0.006, memory: 9800, top1_acc: 0.4977, top5_acc: 0.7602, loss_cls: 2.0101, loss: 2.0101, grad_norm: 6.2644 2020-10-11 05:48:21,116 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 15:09:19, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.4820, top5_acc: 0.7617, loss_cls: 2.0236, loss: 2.0236, grad_norm: 6.1631 2020-10-11 05:48:45,293 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 15:08:56, time: 1.211, data_time: 0.007, memory: 9800, top1_acc: 0.5367, top5_acc: 0.7891, loss_cls: 1.9064, loss: 1.9064, grad_norm: 6.2428 2020-10-11 05:49:09,702 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 15:08:34, time: 1.221, data_time: 0.006, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7805, loss_cls: 1.9737, loss: 1.9737, grad_norm: 6.3859 2020-10-11 05:49:34,121 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 15:08:11, time: 1.221, data_time: 0.002, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7656, loss_cls: 1.9902, loss: 1.9902, grad_norm: 6.4596 2020-10-11 05:49:58,922 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 15:07:49, time: 1.239, data_time: 0.004, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7633, loss_cls: 2.0491, loss: 2.0491, grad_norm: 6.6150 2020-10-11 05:50:03,835 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-11 05:50:33,193 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 15:07:17, time: 1.426, data_time: 0.397, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7719, loss_cls: 1.9744, loss: 1.9744, grad_norm: 6.1514 2020-10-11 05:50:57,194 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 15:06:54, time: 1.201, data_time: 0.006, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7766, loss_cls: 1.9035, loss: 1.9035, grad_norm: 6.6734 2020-10-11 05:51:20,030 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 15:06:28, time: 1.141, data_time: 0.006, memory: 9800, top1_acc: 0.5250, top5_acc: 0.7898, loss_cls: 1.8921, loss: 1.8921, grad_norm: 6.8475 2020-10-11 05:51:44,145 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 15:06:05, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.4969, top5_acc: 0.7539, loss_cls: 2.0340, loss: 2.0340, grad_norm: 6.2860 2020-10-11 05:52:07,923 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 15:05:41, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.5344, top5_acc: 0.7953, loss_cls: 1.8504, loss: 1.8504, grad_norm: 6.6615 2020-10-11 05:52:32,299 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 15:05:18, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.5219, top5_acc: 0.7852, loss_cls: 1.8951, loss: 1.8951, grad_norm: 6.6217 2020-10-11 05:52:56,303 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 15:04:55, time: 1.200, data_time: 0.002, memory: 9800, top1_acc: 0.5242, top5_acc: 0.7789, loss_cls: 1.9188, loss: 1.9188, grad_norm: 6.5433 2020-10-11 05:53:20,723 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 15:04:32, time: 1.219, data_time: 0.006, memory: 9800, top1_acc: 0.5148, top5_acc: 0.7781, loss_cls: 1.9752, loss: 1.9752, grad_norm: 6.8587 2020-10-11 05:53:44,416 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 15:04:08, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.5406, top5_acc: 0.7805, loss_cls: 1.8897, loss: 1.8897, grad_norm: 6.4900 2020-10-11 05:54:08,785 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 15:03:45, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.5508, top5_acc: 0.7953, loss_cls: 1.8256, loss: 1.8256, grad_norm: 6.4198 2020-10-11 05:54:32,150 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 15:03:21, time: 1.168, data_time: 0.002, memory: 9800, top1_acc: 0.5297, top5_acc: 0.7937, loss_cls: 1.8554, loss: 1.8554, grad_norm: 6.9153 2020-10-11 05:54:56,460 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 15:02:58, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7828, loss_cls: 1.9415, loss: 1.9415, grad_norm: 6.4066 2020-10-11 05:55:20,162 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 15:02:34, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.5133, top5_acc: 0.7773, loss_cls: 1.9699, loss: 1.9699, grad_norm: 6.6401 2020-10-11 05:55:45,768 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 15:02:14, time: 1.282, data_time: 0.006, memory: 9800, top1_acc: 0.5242, top5_acc: 0.7891, loss_cls: 1.8978, loss: 1.8978, grad_norm: 6.8154 2020-10-11 05:56:08,898 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 15:01:48, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.5281, top5_acc: 0.7859, loss_cls: 1.9202, loss: 1.9202, grad_norm: 6.7530 2020-10-11 05:56:33,573 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 15:01:26, time: 1.234, data_time: 0.002, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7609, loss_cls: 2.0359, loss: 2.0359, grad_norm: 6.7180 2020-10-11 05:56:57,119 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 15:01:02, time: 1.176, data_time: 0.004, memory: 9800, top1_acc: 0.5086, top5_acc: 0.7727, loss_cls: 1.9661, loss: 1.9661, grad_norm: 6.4907 2020-10-11 05:57:21,310 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 15:00:39, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.5102, top5_acc: 0.7750, loss_cls: 1.9919, loss: 1.9919, grad_norm: 6.5194 2020-10-11 05:57:45,016 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 15:00:15, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7898, loss_cls: 1.9397, loss: 1.9397, grad_norm: 6.9141 2020-10-11 05:58:09,928 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 14:59:53, time: 1.246, data_time: 0.006, memory: 9800, top1_acc: 0.5305, top5_acc: 0.7750, loss_cls: 1.9580, loss: 1.9580, grad_norm: 6.6809 2020-10-11 05:58:33,387 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 14:59:29, time: 1.173, data_time: 0.002, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7828, loss_cls: 1.9431, loss: 1.9431, grad_norm: 6.6138 2020-10-11 05:58:57,155 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 14:59:05, time: 1.187, data_time: 0.004, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7727, loss_cls: 1.9928, loss: 1.9928, grad_norm: 6.4716 2020-10-11 05:59:21,278 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 14:58:41, time: 1.206, data_time: 0.005, memory: 9800, top1_acc: 0.5227, top5_acc: 0.7875, loss_cls: 1.8848, loss: 1.8848, grad_norm: 6.2522 2020-10-11 05:59:45,350 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 14:58:18, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.5273, top5_acc: 0.8063, loss_cls: 1.8727, loss: 1.8727, grad_norm: 6.9843 2020-10-11 06:00:09,793 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 14:57:56, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7586, loss_cls: 1.9994, loss: 1.9994, grad_norm: 6.6193 2020-10-11 06:00:33,115 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 14:57:31, time: 1.169, data_time: 0.009, memory: 9800, top1_acc: 0.4922, top5_acc: 0.7695, loss_cls: 2.0208, loss: 2.0208, grad_norm: 6.6818 2020-10-11 06:00:56,875 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 14:57:07, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.5008, top5_acc: 0.7711, loss_cls: 1.9874, loss: 1.9874, grad_norm: 6.4938 2020-10-11 06:01:20,417 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 14:56:42, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.5031, top5_acc: 0.7758, loss_cls: 1.9669, loss: 1.9669, grad_norm: 6.6304 2020-10-11 06:01:44,097 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 14:56:18, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.5203, top5_acc: 0.7688, loss_cls: 1.9663, loss: 1.9663, grad_norm: 6.4453 2020-10-11 06:02:07,503 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 14:55:54, time: 1.170, data_time: 0.006, memory: 9800, top1_acc: 0.5297, top5_acc: 0.7945, loss_cls: 1.8924, loss: 1.8924, grad_norm: 6.6853 2020-10-11 06:02:31,511 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 14:55:30, time: 1.200, data_time: 0.002, memory: 9800, top1_acc: 0.5219, top5_acc: 0.7992, loss_cls: 1.8754, loss: 1.8754, grad_norm: 6.5666 2020-10-11 06:02:55,223 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 14:55:06, time: 1.186, data_time: 0.003, memory: 9800, top1_acc: 0.5328, top5_acc: 0.7930, loss_cls: 1.8875, loss: 1.8875, grad_norm: 6.4848 2020-10-11 06:03:19,357 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 14:54:43, time: 1.205, data_time: 0.004, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7836, loss_cls: 1.9044, loss: 1.9044, grad_norm: 6.5691 2020-10-11 06:03:43,061 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 14:54:19, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7578, loss_cls: 1.9903, loss: 1.9903, grad_norm: 6.6801 2020-10-11 06:04:06,988 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 14:53:55, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.5188, top5_acc: 0.7594, loss_cls: 1.9739, loss: 1.9739, grad_norm: 6.4088 2020-10-11 06:04:30,633 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 14:53:31, time: 1.182, data_time: 0.002, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7758, loss_cls: 2.0158, loss: 2.0158, grad_norm: 6.3114 2020-10-11 06:04:55,083 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 14:53:09, time: 1.221, data_time: 0.004, memory: 9800, top1_acc: 0.5273, top5_acc: 0.7695, loss_cls: 1.9099, loss: 1.9099, grad_norm: 6.3134 2020-10-11 06:05:18,545 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 14:52:44, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.5086, top5_acc: 0.7609, loss_cls: 2.0105, loss: 2.0105, grad_norm: 6.5905 2020-10-11 06:05:42,282 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 14:52:20, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7844, loss_cls: 1.9126, loss: 1.9126, grad_norm: 6.4634 2020-10-11 06:06:06,707 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 14:51:57, time: 1.221, data_time: 0.006, memory: 9800, top1_acc: 0.5250, top5_acc: 0.7703, loss_cls: 1.9784, loss: 1.9784, grad_norm: 6.4073 2020-10-11 06:06:29,997 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 14:51:33, time: 1.165, data_time: 0.002, memory: 9800, top1_acc: 0.5273, top5_acc: 0.7711, loss_cls: 1.9618, loss: 1.9618, grad_norm: 6.6872 2020-10-11 06:06:54,925 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 14:51:11, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.4883, top5_acc: 0.7719, loss_cls: 2.0185, loss: 2.0185, grad_norm: 6.6764 2020-10-11 06:07:18,066 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 14:50:46, time: 1.159, data_time: 0.005, memory: 9800, top1_acc: 0.5305, top5_acc: 0.7953, loss_cls: 1.8480, loss: 1.8480, grad_norm: 6.5976 2020-10-11 06:07:41,853 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 14:50:22, time: 1.189, data_time: 0.002, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7773, loss_cls: 1.9483, loss: 1.9483, grad_norm: 6.3816 2020-10-11 06:08:05,936 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 14:49:59, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7711, loss_cls: 1.9804, loss: 1.9804, grad_norm: 6.3005 2020-10-11 06:08:28,874 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 14:49:33, time: 1.145, data_time: 0.002, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7562, loss_cls: 2.0608, loss: 2.0608, grad_norm: 6.4946 2020-10-11 06:08:53,432 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 14:49:11, time: 1.228, data_time: 0.006, memory: 9800, top1_acc: 0.5461, top5_acc: 0.7773, loss_cls: 1.8698, loss: 1.8698, grad_norm: 6.2363 2020-10-11 06:09:16,850 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 14:48:46, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7781, loss_cls: 1.9349, loss: 1.9349, grad_norm: 6.4833 2020-10-11 06:09:40,564 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 14:48:22, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.5102, top5_acc: 0.7711, loss_cls: 1.9719, loss: 1.9719, grad_norm: 6.3569 2020-10-11 06:10:04,892 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 14:47:59, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7734, loss_cls: 1.9763, loss: 1.9763, grad_norm: 6.4969 2020-10-11 06:10:27,761 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 14:47:33, time: 1.144, data_time: 0.002, memory: 9800, top1_acc: 0.5133, top5_acc: 0.7766, loss_cls: 1.9318, loss: 1.9318, grad_norm: 6.2800 2020-10-11 06:10:52,109 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 14:47:11, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.5094, top5_acc: 0.7883, loss_cls: 1.9241, loss: 1.9241, grad_norm: 6.7645 2020-10-11 06:11:15,604 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 14:46:46, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.4813, top5_acc: 0.7555, loss_cls: 2.0542, loss: 2.0542, grad_norm: 6.5413 2020-10-11 06:11:38,602 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 14:46:21, time: 1.151, data_time: 0.005, memory: 9800, top1_acc: 0.5219, top5_acc: 0.7703, loss_cls: 1.9975, loss: 1.9975, grad_norm: 6.7577 2020-10-11 06:12:02,925 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 14:45:58, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.5109, top5_acc: 0.7703, loss_cls: 1.9346, loss: 1.9346, grad_norm: 6.8345 2020-10-11 06:12:26,495 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 14:45:34, time: 1.181, data_time: 0.006, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7758, loss_cls: 2.0117, loss: 2.0117, grad_norm: 6.5450 2020-10-11 06:12:50,124 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 14:45:09, time: 1.180, data_time: 0.006, memory: 9800, top1_acc: 0.5102, top5_acc: 0.7805, loss_cls: 1.9584, loss: 1.9584, grad_norm: 6.5023 2020-10-11 06:13:13,869 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 14:44:45, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.5039, top5_acc: 0.7789, loss_cls: 1.9617, loss: 1.9617, grad_norm: 6.2830 2020-10-11 06:13:37,222 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 14:44:21, time: 1.168, data_time: 0.002, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7844, loss_cls: 1.9746, loss: 1.9746, grad_norm: 6.7173 2020-10-11 06:14:00,784 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 14:43:56, time: 1.178, data_time: 0.002, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7812, loss_cls: 1.9259, loss: 1.9259, grad_norm: 6.2353 2020-10-11 06:14:24,488 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 14:43:32, time: 1.184, data_time: 0.004, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7703, loss_cls: 1.9859, loss: 1.9859, grad_norm: 6.6558 2020-10-11 06:14:48,449 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 14:43:09, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.5094, top5_acc: 0.7719, loss_cls: 1.9655, loss: 1.9655, grad_norm: 6.6026 2020-10-11 06:15:11,974 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 14:42:44, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.4930, top5_acc: 0.7648, loss_cls: 1.9851, loss: 1.9851, grad_norm: 6.5905 2020-10-11 06:15:36,153 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 14:42:21, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.5094, top5_acc: 0.7688, loss_cls: 1.9880, loss: 1.9880, grad_norm: 6.4380 2020-10-11 06:15:59,465 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 14:41:56, time: 1.164, data_time: 0.004, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7750, loss_cls: 2.0516, loss: 2.0516, grad_norm: 6.3870 2020-10-11 06:16:24,631 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 14:41:35, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.4836, top5_acc: 0.7594, loss_cls: 2.0747, loss: 2.0747, grad_norm: 6.5918 2020-10-11 06:16:48,722 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 14:41:12, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7930, loss_cls: 1.8936, loss: 1.8936, grad_norm: 6.3335 2020-10-11 06:16:53,360 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-10-11 06:17:27,032 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 14:40:48, time: 1.640, data_time: 0.685, memory: 9800, top1_acc: 0.5117, top5_acc: 0.7758, loss_cls: 1.9450, loss: 1.9450, grad_norm: 6.3573 2020-10-11 06:17:48,541 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 14:40:20, time: 1.075, data_time: 0.002, memory: 9800, top1_acc: 0.5258, top5_acc: 0.7937, loss_cls: 1.8098, loss: 1.8098, grad_norm: 6.7949 2020-10-11 06:18:11,798 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 14:39:55, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.5227, top5_acc: 0.7937, loss_cls: 1.8842, loss: 1.8842, grad_norm: 6.7394 2020-10-11 06:18:35,053 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 14:39:30, time: 1.161, data_time: 0.002, memory: 9800, top1_acc: 0.5297, top5_acc: 0.7914, loss_cls: 1.8588, loss: 1.8588, grad_norm: 6.5648 2020-10-11 06:18:59,346 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 14:39:07, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.5258, top5_acc: 0.7945, loss_cls: 1.8802, loss: 1.8802, grad_norm: 6.6779 2020-10-11 06:19:23,264 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 14:38:43, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7742, loss_cls: 1.9419, loss: 1.9419, grad_norm: 6.5314 2020-10-11 06:19:46,149 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 14:38:18, time: 1.145, data_time: 0.005, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7781, loss_cls: 1.9581, loss: 1.9581, grad_norm: 6.6891 2020-10-11 06:20:09,924 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 14:37:54, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.5273, top5_acc: 0.7898, loss_cls: 1.9006, loss: 1.9006, grad_norm: 6.9705 2020-10-11 06:20:34,042 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 14:37:30, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.5133, top5_acc: 0.7961, loss_cls: 1.9116, loss: 1.9116, grad_norm: 6.5986 2020-10-11 06:20:57,654 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 14:37:06, time: 1.179, data_time: 0.006, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7859, loss_cls: 1.9385, loss: 1.9385, grad_norm: 6.9512 2020-10-11 06:21:21,710 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 14:36:43, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7656, loss_cls: 2.0038, loss: 2.0038, grad_norm: 6.4703 2020-10-11 06:21:45,425 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 14:36:19, time: 1.186, data_time: 0.006, memory: 9800, top1_acc: 0.5102, top5_acc: 0.7828, loss_cls: 1.9577, loss: 1.9577, grad_norm: 6.4279 2020-10-11 06:22:09,230 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 14:35:55, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.5117, top5_acc: 0.7883, loss_cls: 1.9565, loss: 1.9565, grad_norm: 6.6507 2020-10-11 06:22:32,895 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 14:35:31, time: 1.183, data_time: 0.002, memory: 9800, top1_acc: 0.5477, top5_acc: 0.8078, loss_cls: 1.8039, loss: 1.8039, grad_norm: 6.4967 2020-10-11 06:22:57,096 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 14:35:08, time: 1.211, data_time: 0.002, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7492, loss_cls: 2.0244, loss: 2.0244, grad_norm: 6.3348 2020-10-11 06:23:20,070 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 14:34:42, time: 1.147, data_time: 0.004, memory: 9800, top1_acc: 0.5305, top5_acc: 0.7937, loss_cls: 1.8801, loss: 1.8801, grad_norm: 6.6225 2020-10-11 06:23:43,074 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 14:34:17, time: 1.150, data_time: 0.005, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7727, loss_cls: 1.9364, loss: 1.9364, grad_norm: 6.5950 2020-10-11 06:24:06,890 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 14:33:53, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.4688, top5_acc: 0.7578, loss_cls: 2.0708, loss: 2.0708, grad_norm: 6.7280 2020-10-11 06:24:31,033 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 14:33:30, time: 1.207, data_time: 0.002, memory: 9800, top1_acc: 0.5156, top5_acc: 0.7961, loss_cls: 1.9041, loss: 1.9041, grad_norm: 6.6121 2020-10-11 06:24:53,901 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 14:33:04, time: 1.142, data_time: 0.005, memory: 9800, top1_acc: 0.5242, top5_acc: 0.7922, loss_cls: 1.8630, loss: 1.8630, grad_norm: 6.4999 2020-10-11 06:25:17,683 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 14:32:40, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.5320, top5_acc: 0.7844, loss_cls: 1.8412, loss: 1.8412, grad_norm: 6.4941 2020-10-11 06:25:40,834 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 14:32:15, time: 1.160, data_time: 0.006, memory: 9800, top1_acc: 0.5297, top5_acc: 0.7609, loss_cls: 1.9802, loss: 1.9802, grad_norm: 6.5856 2020-10-11 06:26:04,324 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 14:31:51, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.5375, top5_acc: 0.7922, loss_cls: 1.8103, loss: 1.8103, grad_norm: 6.4089 2020-10-11 06:26:28,006 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 14:31:27, time: 1.185, data_time: 0.004, memory: 9800, top1_acc: 0.4969, top5_acc: 0.7711, loss_cls: 1.9742, loss: 1.9742, grad_norm: 6.6506 2020-10-11 06:26:51,940 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 14:31:03, time: 1.195, data_time: 0.004, memory: 9800, top1_acc: 0.4984, top5_acc: 0.7672, loss_cls: 2.0506, loss: 2.0506, grad_norm: 6.5096 2020-10-11 06:27:15,662 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 14:30:39, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.5367, top5_acc: 0.7828, loss_cls: 1.8668, loss: 1.8668, grad_norm: 6.3884 2020-10-11 06:27:38,840 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 14:30:14, time: 1.160, data_time: 0.006, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7664, loss_cls: 1.9992, loss: 1.9992, grad_norm: 6.5582 2020-10-11 06:28:02,259 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 14:29:50, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.5203, top5_acc: 0.7984, loss_cls: 1.8666, loss: 1.8666, grad_norm: 6.7738 2020-10-11 06:28:26,605 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 14:29:27, time: 1.218, data_time: 0.005, memory: 9800, top1_acc: 0.5055, top5_acc: 0.7680, loss_cls: 1.9898, loss: 1.9898, grad_norm: 6.6972 2020-10-11 06:28:49,073 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 14:29:00, time: 1.122, data_time: 0.006, memory: 9800, top1_acc: 0.5039, top5_acc: 0.7602, loss_cls: 2.0053, loss: 2.0053, grad_norm: 6.5397 2020-10-11 06:29:12,940 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 14:28:37, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.5203, top5_acc: 0.7742, loss_cls: 1.9441, loss: 1.9441, grad_norm: 6.6302 2020-10-11 06:29:37,230 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 14:28:14, time: 1.215, data_time: 0.002, memory: 9800, top1_acc: 0.5219, top5_acc: 0.7922, loss_cls: 1.8480, loss: 1.8480, grad_norm: 6.8009 2020-10-11 06:30:00,324 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 14:27:49, time: 1.153, data_time: 0.005, memory: 9800, top1_acc: 0.5414, top5_acc: 0.7836, loss_cls: 1.8426, loss: 1.8426, grad_norm: 6.5535 2020-10-11 06:30:23,643 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 14:27:24, time: 1.168, data_time: 0.006, memory: 9800, top1_acc: 0.5117, top5_acc: 0.7547, loss_cls: 1.9603, loss: 1.9603, grad_norm: 6.8160 2020-10-11 06:30:46,702 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 14:26:59, time: 1.151, data_time: 0.004, memory: 9800, top1_acc: 0.5039, top5_acc: 0.7641, loss_cls: 1.9704, loss: 1.9704, grad_norm: 6.5331 2020-10-11 06:31:10,340 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 14:26:35, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.4969, top5_acc: 0.7578, loss_cls: 2.0063, loss: 2.0063, grad_norm: 6.3807 2020-10-11 06:31:33,865 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 14:26:10, time: 1.175, data_time: 0.002, memory: 9800, top1_acc: 0.5133, top5_acc: 0.7539, loss_cls: 2.0216, loss: 2.0216, grad_norm: 6.5480 2020-10-11 06:31:57,411 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 14:25:46, time: 1.179, data_time: 0.005, memory: 9800, top1_acc: 0.5055, top5_acc: 0.7727, loss_cls: 2.0047, loss: 2.0047, grad_norm: 6.5818 2020-10-11 06:32:21,712 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 14:25:23, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.5437, top5_acc: 0.7883, loss_cls: 1.8631, loss: 1.8631, grad_norm: 6.5666 2020-10-11 06:32:44,626 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 14:24:57, time: 1.147, data_time: 0.005, memory: 9800, top1_acc: 0.5281, top5_acc: 0.7750, loss_cls: 1.9000, loss: 1.9000, grad_norm: 6.5317 2020-10-11 06:33:08,052 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 14:24:33, time: 1.171, data_time: 0.004, memory: 9800, top1_acc: 0.5461, top5_acc: 0.8156, loss_cls: 1.8146, loss: 1.8146, grad_norm: 6.8518 2020-10-11 06:33:32,058 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 14:24:09, time: 1.199, data_time: 0.002, memory: 9800, top1_acc: 0.5102, top5_acc: 0.7758, loss_cls: 1.9250, loss: 1.9250, grad_norm: 6.4952 2020-10-11 06:33:55,871 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 14:23:46, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7672, loss_cls: 1.9510, loss: 1.9510, grad_norm: 6.7058 2020-10-11 06:34:19,146 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 14:23:21, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7789, loss_cls: 1.8931, loss: 1.8931, grad_norm: 6.5009 2020-10-11 06:34:42,605 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 14:22:56, time: 1.174, data_time: 0.004, memory: 9800, top1_acc: 0.5156, top5_acc: 0.7844, loss_cls: 1.8815, loss: 1.8815, grad_norm: 6.7376 2020-10-11 06:35:06,522 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 14:22:33, time: 1.195, data_time: 0.004, memory: 9800, top1_acc: 0.4898, top5_acc: 0.7727, loss_cls: 2.0151, loss: 2.0151, grad_norm: 6.5850 2020-10-11 06:35:29,603 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 14:22:08, time: 1.155, data_time: 0.002, memory: 9800, top1_acc: 0.5016, top5_acc: 0.7711, loss_cls: 2.0006, loss: 2.0006, grad_norm: 6.5677 2020-10-11 06:35:53,238 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 14:21:43, time: 1.180, data_time: 0.004, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7797, loss_cls: 1.9640, loss: 1.9640, grad_norm: 6.9166 2020-10-11 06:36:16,768 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 14:21:19, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.4945, top5_acc: 0.7734, loss_cls: 1.9999, loss: 1.9999, grad_norm: 6.5097 2020-10-11 06:36:40,609 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 14:20:55, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.5086, top5_acc: 0.7891, loss_cls: 1.9601, loss: 1.9601, grad_norm: 6.8330 2020-10-11 06:37:03,674 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 14:20:30, time: 1.152, data_time: 0.005, memory: 9800, top1_acc: 0.5305, top5_acc: 0.7789, loss_cls: 1.9095, loss: 1.9095, grad_norm: 6.4698 2020-10-11 06:37:27,533 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 14:20:06, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7594, loss_cls: 2.0372, loss: 2.0372, grad_norm: 6.8088 2020-10-11 06:37:50,249 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 14:19:41, time: 1.134, data_time: 0.004, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7789, loss_cls: 1.9327, loss: 1.9327, grad_norm: 6.3928 2020-10-11 06:38:14,717 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 14:19:18, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.5031, top5_acc: 0.7711, loss_cls: 1.9794, loss: 1.9794, grad_norm: 6.6035 2020-10-11 06:38:37,573 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 14:18:53, time: 1.146, data_time: 0.008, memory: 9800, top1_acc: 0.5102, top5_acc: 0.7648, loss_cls: 2.0095, loss: 2.0095, grad_norm: 6.6980 2020-10-11 06:39:01,669 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 14:18:29, time: 1.203, data_time: 0.004, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7836, loss_cls: 1.9338, loss: 1.9338, grad_norm: 6.7641 2020-10-11 06:39:24,803 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 14:18:04, time: 1.158, data_time: 0.005, memory: 9800, top1_acc: 0.5023, top5_acc: 0.7859, loss_cls: 1.9740, loss: 1.9740, grad_norm: 6.7625 2020-10-11 06:39:47,938 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 14:17:39, time: 1.155, data_time: 0.004, memory: 9800, top1_acc: 0.4922, top5_acc: 0.7516, loss_cls: 2.0643, loss: 2.0643, grad_norm: 6.4240 2020-10-11 06:40:11,555 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 14:17:15, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.4977, top5_acc: 0.7688, loss_cls: 1.9898, loss: 1.9898, grad_norm: 6.6060 2020-10-11 06:40:34,892 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 14:16:50, time: 1.169, data_time: 0.004, memory: 9800, top1_acc: 0.4906, top5_acc: 0.7664, loss_cls: 2.0299, loss: 2.0299, grad_norm: 6.7083 2020-10-11 06:40:58,179 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 14:16:26, time: 1.163, data_time: 0.004, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7875, loss_cls: 1.9338, loss: 1.9338, grad_norm: 6.6929 2020-10-11 06:41:22,275 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 14:16:02, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7992, loss_cls: 1.8781, loss: 1.8781, grad_norm: 6.3605 2020-10-11 06:41:45,515 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 14:15:37, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7648, loss_cls: 1.9703, loss: 1.9703, grad_norm: 6.6180 2020-10-11 06:42:09,735 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 14:15:14, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7805, loss_cls: 1.9018, loss: 1.9018, grad_norm: 6.7496 2020-10-11 06:42:33,305 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 14:14:50, time: 1.179, data_time: 0.002, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7805, loss_cls: 1.9419, loss: 1.9419, grad_norm: 6.5346 2020-10-11 06:42:57,211 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 14:14:27, time: 1.195, data_time: 0.002, memory: 9800, top1_acc: 0.5344, top5_acc: 0.7766, loss_cls: 1.9536, loss: 1.9536, grad_norm: 6.6528 2020-10-11 06:43:21,230 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 14:14:03, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7438, loss_cls: 2.0310, loss: 2.0310, grad_norm: 6.6829 2020-10-11 06:43:25,873 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-10-11 06:43:55,426 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 14:13:32, time: 1.446, data_time: 0.451, memory: 9800, top1_acc: 0.5359, top5_acc: 0.8117, loss_cls: 1.8240, loss: 1.8240, grad_norm: 6.5070 2020-10-11 06:44:17,642 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 14:13:05, time: 1.109, data_time: 0.002, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7844, loss_cls: 1.9213, loss: 1.9213, grad_norm: 6.6701 2020-10-11 06:44:41,343 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 14:12:41, time: 1.188, data_time: 0.006, memory: 9800, top1_acc: 0.5297, top5_acc: 0.7820, loss_cls: 1.8826, loss: 1.8826, grad_norm: 6.6869 2020-10-11 06:45:04,235 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 14:12:16, time: 1.144, data_time: 0.002, memory: 9800, top1_acc: 0.5312, top5_acc: 0.7789, loss_cls: 1.8981, loss: 1.8981, grad_norm: 6.4291 2020-10-11 06:45:27,798 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 14:11:51, time: 1.177, data_time: 0.002, memory: 9800, top1_acc: 0.5375, top5_acc: 0.7945, loss_cls: 1.8568, loss: 1.8568, grad_norm: 6.7037 2020-10-11 06:45:51,534 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 14:11:28, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.5383, top5_acc: 0.7867, loss_cls: 1.8767, loss: 1.8767, grad_norm: 6.4971 2020-10-11 06:46:15,094 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 14:11:03, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7859, loss_cls: 1.8843, loss: 1.8843, grad_norm: 6.5280 2020-10-11 06:46:38,658 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 14:10:39, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.5273, top5_acc: 0.7867, loss_cls: 1.8589, loss: 1.8589, grad_norm: 6.4043 2020-10-11 06:47:02,957 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 14:10:16, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.5383, top5_acc: 0.7742, loss_cls: 1.9160, loss: 1.9160, grad_norm: 6.6468 2020-10-11 06:47:26,266 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 14:09:51, time: 1.167, data_time: 0.005, memory: 9800, top1_acc: 0.5445, top5_acc: 0.8016, loss_cls: 1.8006, loss: 1.8006, grad_norm: 6.6923 2020-10-11 06:47:49,939 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 14:09:27, time: 1.182, data_time: 0.006, memory: 9800, top1_acc: 0.5398, top5_acc: 0.7992, loss_cls: 1.8180, loss: 1.8180, grad_norm: 6.6274 2020-10-11 06:48:13,798 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 14:09:04, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.4977, top5_acc: 0.7516, loss_cls: 1.9970, loss: 1.9970, grad_norm: 7.0077 2020-10-11 06:48:37,414 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 14:08:40, time: 1.181, data_time: 0.002, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7977, loss_cls: 1.8437, loss: 1.8437, grad_norm: 6.4355 2020-10-11 06:49:02,172 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 14:08:17, time: 1.237, data_time: 0.005, memory: 9800, top1_acc: 0.5320, top5_acc: 0.8000, loss_cls: 1.8446, loss: 1.8446, grad_norm: 6.8378 2020-10-11 06:49:26,713 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 14:07:55, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.5156, top5_acc: 0.7914, loss_cls: 1.9017, loss: 1.9017, grad_norm: 6.6620 2020-10-11 06:49:50,803 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 14:07:32, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7680, loss_cls: 1.9873, loss: 1.9873, grad_norm: 6.6216 2020-10-11 06:50:14,337 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 14:07:07, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7695, loss_cls: 1.9309, loss: 1.9309, grad_norm: 6.6251 2020-10-11 06:50:38,938 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 14:06:45, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.5031, top5_acc: 0.7797, loss_cls: 1.9409, loss: 1.9409, grad_norm: 6.8512 2020-10-11 06:51:02,264 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 14:06:20, time: 1.166, data_time: 0.002, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7812, loss_cls: 1.9277, loss: 1.9277, grad_norm: 6.4920 2020-10-11 06:51:26,529 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 14:05:57, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.5563, top5_acc: 0.8047, loss_cls: 1.7889, loss: 1.7889, grad_norm: 6.4839 2020-10-11 06:51:50,771 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 14:05:34, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.5352, top5_acc: 0.7883, loss_cls: 1.8769, loss: 1.8769, grad_norm: 6.7797 2020-10-11 06:52:15,396 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 14:05:12, time: 1.229, data_time: 0.007, memory: 9800, top1_acc: 0.5203, top5_acc: 0.7781, loss_cls: 1.9467, loss: 1.9467, grad_norm: 6.8753 2020-10-11 06:52:39,293 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 14:04:48, time: 1.197, data_time: 0.006, memory: 9800, top1_acc: 0.5000, top5_acc: 0.7773, loss_cls: 1.9652, loss: 1.9652, grad_norm: 6.6274 2020-10-11 06:53:05,004 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 14:04:28, time: 1.285, data_time: 0.006, memory: 9800, top1_acc: 0.5297, top5_acc: 0.8023, loss_cls: 1.8406, loss: 1.8406, grad_norm: 6.7201 2020-10-11 06:53:27,625 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 14:04:02, time: 1.131, data_time: 0.002, memory: 9800, top1_acc: 0.5008, top5_acc: 0.7883, loss_cls: 1.9288, loss: 1.9288, grad_norm: 6.5964 2020-10-11 06:53:51,243 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 14:03:38, time: 1.179, data_time: 0.005, memory: 9800, top1_acc: 0.5312, top5_acc: 0.7898, loss_cls: 1.8835, loss: 1.8835, grad_norm: 6.5627 2020-10-11 06:54:16,801 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 14:03:17, time: 1.278, data_time: 0.005, memory: 9800, top1_acc: 0.5156, top5_acc: 0.7844, loss_cls: 1.9457, loss: 1.9457, grad_norm: 6.8990 2020-10-11 06:54:40,836 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 14:02:53, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.5469, top5_acc: 0.7930, loss_cls: 1.8251, loss: 1.8251, grad_norm: 6.5303 2020-10-11 06:55:05,676 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 14:02:31, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.5180, top5_acc: 0.7758, loss_cls: 1.9216, loss: 1.9216, grad_norm: 6.5135 2020-10-11 06:55:30,062 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 14:02:08, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.5195, top5_acc: 0.7758, loss_cls: 1.9698, loss: 1.9698, grad_norm: 6.7411 2020-10-11 06:55:54,492 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 14:01:46, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.5430, top5_acc: 0.7797, loss_cls: 1.9350, loss: 1.9350, grad_norm: 6.6328 2020-10-11 06:56:18,406 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 14:01:22, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.5219, top5_acc: 0.7797, loss_cls: 1.9119, loss: 1.9119, grad_norm: 6.4616 2020-10-11 06:56:42,218 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 14:00:58, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7867, loss_cls: 1.8881, loss: 1.8881, grad_norm: 6.7839 2020-10-11 06:57:07,059 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 14:00:36, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.5188, top5_acc: 0.7945, loss_cls: 1.8505, loss: 1.8505, grad_norm: 6.6385 2020-10-11 06:57:31,437 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 14:00:13, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.5203, top5_acc: 0.7828, loss_cls: 1.9402, loss: 1.9402, grad_norm: 6.6803 2020-10-11 06:57:55,359 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 13:59:50, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.5297, top5_acc: 0.7922, loss_cls: 1.8619, loss: 1.8619, grad_norm: 6.3821 2020-10-11 06:58:19,582 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 13:59:27, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.5109, top5_acc: 0.7773, loss_cls: 1.9964, loss: 1.9964, grad_norm: 6.8203 2020-10-11 06:58:44,185 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 13:59:04, time: 1.233, data_time: 0.007, memory: 9800, top1_acc: 0.4844, top5_acc: 0.7648, loss_cls: 2.0129, loss: 2.0129, grad_norm: 6.4149 2020-10-11 06:59:08,975 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 13:58:42, time: 1.239, data_time: 0.005, memory: 9800, top1_acc: 0.5297, top5_acc: 0.7812, loss_cls: 1.9049, loss: 1.9049, grad_norm: 6.3739 2020-10-11 06:59:32,675 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 13:58:18, time: 1.185, data_time: 0.002, memory: 9800, top1_acc: 0.5383, top5_acc: 0.7859, loss_cls: 1.8509, loss: 1.8509, grad_norm: 6.4263 2020-10-11 06:59:58,493 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 13:57:57, time: 1.289, data_time: 0.005, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7641, loss_cls: 2.0500, loss: 2.0500, grad_norm: 6.5683 2020-10-11 07:00:23,571 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 13:57:35, time: 1.240, data_time: 0.006, memory: 9800, top1_acc: 0.5367, top5_acc: 0.7891, loss_cls: 1.8817, loss: 1.8817, grad_norm: 6.6828 2020-10-11 07:00:48,644 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 13:57:14, time: 1.269, data_time: 0.028, memory: 9800, top1_acc: 0.5312, top5_acc: 0.7859, loss_cls: 1.8874, loss: 1.8874, grad_norm: 6.4530 2020-10-11 07:01:12,895 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 13:56:51, time: 1.213, data_time: 0.006, memory: 9800, top1_acc: 0.5289, top5_acc: 0.7742, loss_cls: 1.8933, loss: 1.8933, grad_norm: 6.5798 2020-10-11 07:01:37,507 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 13:56:29, time: 1.231, data_time: 0.002, memory: 9800, top1_acc: 0.5164, top5_acc: 0.7805, loss_cls: 1.9483, loss: 1.9483, grad_norm: 6.6322 2020-10-11 07:02:02,300 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 13:56:06, time: 1.240, data_time: 0.002, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7734, loss_cls: 1.9566, loss: 1.9566, grad_norm: 6.7265 2020-10-11 07:02:27,257 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 13:55:44, time: 1.246, data_time: 0.006, memory: 9800, top1_acc: 0.5445, top5_acc: 0.7914, loss_cls: 1.8435, loss: 1.8435, grad_norm: 6.3396 2020-10-11 07:02:51,173 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 13:55:21, time: 1.198, data_time: 0.006, memory: 9800, top1_acc: 0.5172, top5_acc: 0.7875, loss_cls: 1.8627, loss: 1.8627, grad_norm: 6.7431 2020-10-11 07:03:15,385 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 13:54:58, time: 1.209, data_time: 0.002, memory: 9800, top1_acc: 0.5508, top5_acc: 0.7977, loss_cls: 1.8057, loss: 1.8057, grad_norm: 6.6572 2020-10-11 07:03:39,689 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 13:54:35, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.5148, top5_acc: 0.7852, loss_cls: 1.9184, loss: 1.9184, grad_norm: 6.5772 2020-10-11 07:04:04,660 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 13:54:13, time: 1.248, data_time: 0.002, memory: 9800, top1_acc: 0.5188, top5_acc: 0.7859, loss_cls: 1.8993, loss: 1.8993, grad_norm: 6.7191 2020-10-11 07:04:28,986 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 13:53:50, time: 1.216, data_time: 0.002, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7656, loss_cls: 1.9699, loss: 1.9699, grad_norm: 6.4987 2020-10-11 07:04:53,441 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 13:53:27, time: 1.221, data_time: 0.004, memory: 9800, top1_acc: 0.5219, top5_acc: 0.7758, loss_cls: 1.9309, loss: 1.9309, grad_norm: 6.6313 2020-10-11 07:05:17,823 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 13:53:04, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.5305, top5_acc: 0.7812, loss_cls: 1.8984, loss: 1.8984, grad_norm: 6.4331 2020-10-11 07:05:41,692 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 13:52:40, time: 1.197, data_time: 0.007, memory: 9800, top1_acc: 0.5055, top5_acc: 0.7742, loss_cls: 1.9380, loss: 1.9380, grad_norm: 6.6426 2020-10-11 07:06:05,177 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 13:52:16, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.5258, top5_acc: 0.7789, loss_cls: 1.9232, loss: 1.9232, grad_norm: 6.3678 2020-10-11 07:06:29,121 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 13:51:52, time: 1.197, data_time: 0.002, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7820, loss_cls: 1.8762, loss: 1.8762, grad_norm: 6.5820 2020-10-11 07:06:54,066 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 13:51:30, time: 1.246, data_time: 0.004, memory: 9800, top1_acc: 0.5039, top5_acc: 0.7695, loss_cls: 1.9911, loss: 1.9911, grad_norm: 6.6926 2020-10-11 07:07:18,594 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 13:51:08, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.5094, top5_acc: 0.7867, loss_cls: 1.9492, loss: 1.9492, grad_norm: 6.4225 2020-10-11 07:07:42,447 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 13:50:44, time: 1.192, data_time: 0.002, memory: 9800, top1_acc: 0.5078, top5_acc: 0.7781, loss_cls: 1.9446, loss: 1.9446, grad_norm: 6.6630 2020-10-11 07:08:06,823 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 13:50:21, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.5242, top5_acc: 0.7836, loss_cls: 1.8854, loss: 1.8854, grad_norm: 6.2994 2020-10-11 07:08:30,663 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 13:49:57, time: 1.192, data_time: 0.002, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7695, loss_cls: 1.9262, loss: 1.9262, grad_norm: 6.5715 2020-10-11 07:08:56,297 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 13:49:36, time: 1.280, data_time: 0.004, memory: 9800, top1_acc: 0.4797, top5_acc: 0.7820, loss_cls: 1.9918, loss: 1.9918, grad_norm: 6.4849 2020-10-11 07:09:19,724 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 13:49:12, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.5242, top5_acc: 0.7859, loss_cls: 1.8901, loss: 1.8901, grad_norm: 6.4139 2020-10-11 07:09:43,807 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 13:48:48, time: 1.208, data_time: 0.007, memory: 9800, top1_acc: 0.5141, top5_acc: 0.7820, loss_cls: 1.9089, loss: 1.9089, grad_norm: 6.5527 2020-10-11 07:10:08,916 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 13:48:27, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.5133, top5_acc: 0.7859, loss_cls: 1.9028, loss: 1.9028, grad_norm: 6.7159 2020-10-11 07:10:32,793 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 13:48:03, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.4945, top5_acc: 0.7797, loss_cls: 2.0079, loss: 2.0079, grad_norm: 6.3965 2020-10-11 07:10:38,973 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-10-11 07:11:12,126 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 13:47:37, time: 1.610, data_time: 0.671, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7766, loss_cls: 1.9358, loss: 1.9358, grad_norm: 6.3582 2020-10-11 07:11:35,786 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 13:47:13, time: 1.183, data_time: 0.002, memory: 9800, top1_acc: 0.5461, top5_acc: 0.7914, loss_cls: 1.8590, loss: 1.8590, grad_norm: 6.6563 2020-10-11 07:11:58,341 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 13:46:47, time: 1.128, data_time: 0.002, memory: 9800, top1_acc: 0.5492, top5_acc: 0.8063, loss_cls: 1.7505, loss: 1.7505, grad_norm: 6.4364 2020-10-11 07:12:22,260 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 13:46:23, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.5250, top5_acc: 0.7852, loss_cls: 1.8731, loss: 1.8731, grad_norm: 6.8340 2020-10-11 07:12:46,349 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 13:46:00, time: 1.206, data_time: 0.006, memory: 9800, top1_acc: 0.5312, top5_acc: 0.7969, loss_cls: 1.8331, loss: 1.8331, grad_norm: 6.8736 2020-10-11 07:13:10,201 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 13:45:36, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.5391, top5_acc: 0.7961, loss_cls: 1.8501, loss: 1.8501, grad_norm: 6.6080 2020-10-11 07:13:34,508 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 13:45:13, time: 1.215, data_time: 0.002, memory: 9800, top1_acc: 0.5469, top5_acc: 0.7883, loss_cls: 1.8145, loss: 1.8145, grad_norm: 6.8902 2020-10-11 07:13:58,008 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 13:44:49, time: 1.171, data_time: 0.002, memory: 9800, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.8421, loss: 1.8421, grad_norm: 6.8119 2020-10-11 07:14:21,402 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 13:44:24, time: 1.170, data_time: 0.007, memory: 9800, top1_acc: 0.5398, top5_acc: 0.8070, loss_cls: 1.8346, loss: 1.8346, grad_norm: 6.8001 2020-10-11 07:14:45,558 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 13:44:01, time: 1.210, data_time: 0.007, memory: 9800, top1_acc: 0.5398, top5_acc: 0.7836, loss_cls: 1.8568, loss: 1.8568, grad_norm: 6.6826 2020-10-11 07:15:09,997 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 13:43:38, time: 1.223, data_time: 0.006, memory: 9800, top1_acc: 0.5258, top5_acc: 0.8156, loss_cls: 1.8117, loss: 1.8117, grad_norm: 6.6906 2020-10-11 07:15:33,479 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 13:43:14, time: 1.174, data_time: 0.002, memory: 9800, top1_acc: 0.5437, top5_acc: 0.8039, loss_cls: 1.7885, loss: 1.7885, grad_norm: 6.6402 2020-10-11 07:15:57,451 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 13:42:50, time: 1.199, data_time: 0.006, memory: 9800, top1_acc: 0.5305, top5_acc: 0.7641, loss_cls: 1.9322, loss: 1.9322, grad_norm: 6.5731 2020-10-11 07:16:20,892 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 13:42:25, time: 1.170, data_time: 0.002, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7875, loss_cls: 1.8902, loss: 1.8902, grad_norm: 6.7330 2020-10-11 07:16:44,202 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 13:42:01, time: 1.167, data_time: 0.005, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7836, loss_cls: 1.8718, loss: 1.8718, grad_norm: 6.5640 2020-10-11 07:17:07,844 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 13:41:37, time: 1.182, data_time: 0.005, memory: 9800, top1_acc: 0.5687, top5_acc: 0.8102, loss_cls: 1.7553, loss: 1.7553, grad_norm: 6.4186 2020-10-11 07:17:31,759 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 13:41:13, time: 1.196, data_time: 0.002, memory: 9800, top1_acc: 0.5586, top5_acc: 0.8008, loss_cls: 1.7796, loss: 1.7796, grad_norm: 7.0059 2020-10-11 07:17:55,921 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 13:40:50, time: 1.207, data_time: 0.004, memory: 9800, top1_acc: 0.5086, top5_acc: 0.8016, loss_cls: 1.8789, loss: 1.8789, grad_norm: 6.6710 2020-10-11 07:18:19,616 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 13:40:26, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7836, loss_cls: 1.9153, loss: 1.9153, grad_norm: 6.7280 2020-10-11 07:18:43,461 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 13:40:02, time: 1.194, data_time: 0.006, memory: 9800, top1_acc: 0.5266, top5_acc: 0.7875, loss_cls: 1.8988, loss: 1.8988, grad_norm: 6.8693 2020-10-11 07:19:06,685 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 13:39:37, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.5320, top5_acc: 0.7891, loss_cls: 1.8851, loss: 1.8851, grad_norm: 6.7641 2020-10-11 07:19:29,850 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 13:39:12, time: 1.158, data_time: 0.002, memory: 9800, top1_acc: 0.5195, top5_acc: 0.7766, loss_cls: 1.9435, loss: 1.9435, grad_norm: 6.7782 2020-10-11 07:19:54,051 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 13:38:49, time: 1.209, data_time: 0.004, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7688, loss_cls: 1.9853, loss: 1.9853, grad_norm: 6.7020 2020-10-11 07:20:16,881 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 13:38:24, time: 1.142, data_time: 0.005, memory: 9800, top1_acc: 0.4938, top5_acc: 0.7789, loss_cls: 1.9817, loss: 1.9817, grad_norm: 6.7240 2020-10-11 07:20:40,922 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 13:38:00, time: 1.203, data_time: 0.004, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7789, loss_cls: 1.9620, loss: 1.9620, grad_norm: 6.7887 2020-10-11 07:21:04,388 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 13:37:36, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.5062, top5_acc: 0.7703, loss_cls: 1.9411, loss: 1.9411, grad_norm: 6.3319 2020-10-11 07:21:27,665 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 13:37:11, time: 1.164, data_time: 0.003, memory: 9800, top1_acc: 0.5297, top5_acc: 0.8023, loss_cls: 1.8483, loss: 1.8483, grad_norm: 6.5871 2020-10-11 07:21:51,428 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 13:36:47, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.5289, top5_acc: 0.7773, loss_cls: 1.9145, loss: 1.9145, grad_norm: 6.4993 2020-10-11 07:22:16,575 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 13:36:25, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.5234, top5_acc: 0.7922, loss_cls: 1.8435, loss: 1.8435, grad_norm: 6.4917 2020-10-11 07:22:39,556 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 13:36:00, time: 1.149, data_time: 0.005, memory: 9800, top1_acc: 0.5258, top5_acc: 0.7789, loss_cls: 1.9278, loss: 1.9278, grad_norm: 6.4791 2020-10-11 07:23:03,681 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 13:35:37, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.5188, top5_acc: 0.7758, loss_cls: 1.9011, loss: 1.9011, grad_norm: 6.4897 2020-10-11 07:23:26,926 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 13:35:12, time: 1.162, data_time: 0.002, memory: 9800, top1_acc: 0.5102, top5_acc: 0.7773, loss_cls: 1.9023, loss: 1.9023, grad_norm: 6.5065 2020-10-11 07:23:50,430 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 13:34:48, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.5055, top5_acc: 0.7656, loss_cls: 1.9754, loss: 1.9754, grad_norm: 7.1626 2020-10-11 07:24:13,909 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 13:34:23, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.5289, top5_acc: 0.7953, loss_cls: 1.8437, loss: 1.8437, grad_norm: 6.5063 2020-10-11 07:24:37,456 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 13:33:59, time: 1.177, data_time: 0.002, memory: 9800, top1_acc: 0.5352, top5_acc: 0.7953, loss_cls: 1.8623, loss: 1.8623, grad_norm: 6.6803 2020-10-11 07:25:00,655 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 13:33:34, time: 1.158, data_time: 0.004, memory: 9800, top1_acc: 0.5219, top5_acc: 0.7820, loss_cls: 1.8967, loss: 1.8967, grad_norm: 6.8321 2020-10-11 07:25:23,773 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 13:33:09, time: 1.158, data_time: 0.006, memory: 9800, top1_acc: 0.5539, top5_acc: 0.7961, loss_cls: 1.8592, loss: 1.8592, grad_norm: 6.5071 2020-10-11 07:25:47,691 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 13:32:46, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.5383, top5_acc: 0.7953, loss_cls: 1.8779, loss: 1.8779, grad_norm: 6.2649 2020-10-11 07:26:11,229 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 13:32:21, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.5469, top5_acc: 0.7914, loss_cls: 1.8570, loss: 1.8570, grad_norm: 6.4820 2020-10-11 07:26:35,005 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 13:31:57, time: 1.188, data_time: 0.002, memory: 9800, top1_acc: 0.5305, top5_acc: 0.7906, loss_cls: 1.8682, loss: 1.8682, grad_norm: 6.7556 2020-10-11 07:26:58,762 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 13:31:33, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.4992, top5_acc: 0.7758, loss_cls: 1.9551, loss: 1.9551, grad_norm: 6.4529 2020-10-11 07:27:22,351 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 13:31:09, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.5398, top5_acc: 0.7797, loss_cls: 1.8790, loss: 1.8790, grad_norm: 6.5397 2020-10-11 07:27:45,819 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 13:30:45, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.5453, top5_acc: 0.7883, loss_cls: 1.8596, loss: 1.8596, grad_norm: 6.4890 2020-10-11 07:28:09,277 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 13:30:21, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.5422, top5_acc: 0.8063, loss_cls: 1.7892, loss: 1.7892, grad_norm: 6.8271 2020-10-11 07:28:33,409 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 13:29:57, time: 1.207, data_time: 0.002, memory: 9800, top1_acc: 0.5422, top5_acc: 0.8000, loss_cls: 1.8039, loss: 1.8039, grad_norm: 6.8886 2020-10-11 07:28:56,851 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 13:29:33, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.5125, top5_acc: 0.7695, loss_cls: 1.9817, loss: 1.9817, grad_norm: 6.9377 2020-10-11 07:29:20,666 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 13:29:09, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.5242, top5_acc: 0.7773, loss_cls: 1.9234, loss: 1.9234, grad_norm: 6.9547 2020-10-11 07:29:44,426 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 13:28:45, time: 1.191, data_time: 0.006, memory: 9800, top1_acc: 0.5477, top5_acc: 0.7984, loss_cls: 1.7943, loss: 1.7943, grad_norm: 6.6207 2020-10-11 07:30:08,450 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 13:28:22, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.4953, top5_acc: 0.7773, loss_cls: 1.9695, loss: 1.9695, grad_norm: 6.8980 2020-10-11 07:30:30,994 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 13:27:56, time: 1.127, data_time: 0.002, memory: 9800, top1_acc: 0.5203, top5_acc: 0.7773, loss_cls: 1.9360, loss: 1.9360, grad_norm: 6.3959 2020-10-11 07:30:55,214 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 13:27:32, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.5312, top5_acc: 0.7758, loss_cls: 1.9018, loss: 1.9018, grad_norm: 6.5464 2020-10-11 07:31:18,930 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 13:27:09, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.5156, top5_acc: 0.7719, loss_cls: 1.9514, loss: 1.9514, grad_norm: 6.7426 2020-10-11 07:31:42,322 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 13:26:44, time: 1.170, data_time: 0.002, memory: 9800, top1_acc: 0.5242, top5_acc: 0.7984, loss_cls: 1.8149, loss: 1.8149, grad_norm: 6.9544 2020-10-11 07:32:06,295 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 13:26:20, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.5367, top5_acc: 0.8016, loss_cls: 1.8449, loss: 1.8449, grad_norm: 6.4233 2020-10-11 07:32:29,827 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 13:25:56, time: 1.177, data_time: 0.002, memory: 9800, top1_acc: 0.5500, top5_acc: 0.7922, loss_cls: 1.8366, loss: 1.8366, grad_norm: 6.8462 2020-10-11 07:32:52,429 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 13:25:30, time: 1.128, data_time: 0.005, memory: 9800, top1_acc: 0.4984, top5_acc: 0.7781, loss_cls: 1.9578, loss: 1.9578, grad_norm: 6.6669 2020-10-11 07:33:16,645 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 13:25:07, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.5367, top5_acc: 0.7930, loss_cls: 1.8333, loss: 1.8333, grad_norm: 6.4530 2020-10-11 07:33:40,422 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 13:24:43, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.5086, top5_acc: 0.7930, loss_cls: 1.9156, loss: 1.9156, grad_norm: 6.9608 2020-10-11 07:34:04,424 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 13:24:20, time: 1.200, data_time: 0.002, memory: 9800, top1_acc: 0.5070, top5_acc: 0.7734, loss_cls: 1.9865, loss: 1.9865, grad_norm: 6.6284 2020-10-11 07:34:27,928 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 13:23:55, time: 1.176, data_time: 0.004, memory: 9800, top1_acc: 0.5422, top5_acc: 0.7836, loss_cls: 1.8619, loss: 1.8619, grad_norm: 6.5193 2020-10-11 07:34:51,718 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 13:23:32, time: 1.188, data_time: 0.004, memory: 9800, top1_acc: 0.5484, top5_acc: 0.7945, loss_cls: 1.8260, loss: 1.8260, grad_norm: 6.6537 2020-10-11 07:35:16,539 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 13:23:09, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.5273, top5_acc: 0.7844, loss_cls: 1.8750, loss: 1.8750, grad_norm: 6.4808 2020-10-11 07:35:40,064 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 13:22:45, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.5086, top5_acc: 0.7648, loss_cls: 2.0036, loss: 2.0036, grad_norm: 7.0000 2020-10-11 07:36:03,909 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 13:22:21, time: 1.191, data_time: 0.004, memory: 9800, top1_acc: 0.5211, top5_acc: 0.7672, loss_cls: 1.9448, loss: 1.9448, grad_norm: 6.2742 2020-10-11 07:36:28,697 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 13:21:59, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.5563, top5_acc: 0.8039, loss_cls: 1.8360, loss: 1.8360, grad_norm: 6.4739 2020-10-11 07:36:51,797 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 13:21:34, time: 1.153, data_time: 0.005, memory: 9800, top1_acc: 0.5133, top5_acc: 0.7766, loss_cls: 1.9363, loss: 1.9363, grad_norm: 6.6576 2020-10-11 07:37:15,451 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 13:21:10, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.5414, top5_acc: 0.8016, loss_cls: 1.7755, loss: 1.7755, grad_norm: 6.5524 2020-10-11 07:37:20,846 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-11 07:37:51,580 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 13:20:40, time: 1.500, data_time: 0.418, memory: 9800, top1_acc: 0.5305, top5_acc: 0.7883, loss_cls: 1.8471, loss: 1.8471, grad_norm: 6.7900 2020-10-11 07:38:14,169 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 13:20:15, time: 1.127, data_time: 0.002, memory: 9800, top1_acc: 0.5805, top5_acc: 0.8297, loss_cls: 1.6271, loss: 1.6271, grad_norm: 6.1522 2020-10-11 07:38:37,055 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 13:19:49, time: 1.146, data_time: 0.006, memory: 9800, top1_acc: 0.5836, top5_acc: 0.8250, loss_cls: 1.6230, loss: 1.6230, grad_norm: 6.1659 2020-10-11 07:39:00,459 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 13:19:25, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.5836, top5_acc: 0.8313, loss_cls: 1.6381, loss: 1.6381, grad_norm: 6.1845 2020-10-11 07:39:25,560 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 13:19:03, time: 1.257, data_time: 0.005, memory: 9800, top1_acc: 0.5953, top5_acc: 0.8227, loss_cls: 1.5811, loss: 1.5811, grad_norm: 6.3075 2020-10-11 07:39:49,913 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 13:18:40, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.6391, top5_acc: 0.8523, loss_cls: 1.4435, loss: 1.4435, grad_norm: 5.9983 2020-10-11 07:40:13,416 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 13:18:16, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.6109, top5_acc: 0.8359, loss_cls: 1.5720, loss: 1.5720, grad_norm: 6.3899 2020-10-11 07:40:36,699 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 13:17:51, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.6039, top5_acc: 0.8313, loss_cls: 1.5862, loss: 1.5862, grad_norm: 6.3014 2020-10-11 07:41:01,251 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 13:17:28, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.6211, top5_acc: 0.8375, loss_cls: 1.5158, loss: 1.5158, grad_norm: 6.1937 2020-10-11 07:41:25,732 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 13:17:06, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.6000, top5_acc: 0.8398, loss_cls: 1.5289, loss: 1.5289, grad_norm: 6.3356 2020-10-11 07:41:49,749 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 13:16:42, time: 1.199, data_time: 0.004, memory: 9800, top1_acc: 0.6359, top5_acc: 0.8609, loss_cls: 1.4151, loss: 1.4151, grad_norm: 6.1651 2020-10-11 07:42:13,715 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 13:16:18, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.6250, top5_acc: 0.8523, loss_cls: 1.4118, loss: 1.4118, grad_norm: 6.1994 2020-10-11 07:42:38,178 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 13:15:56, time: 1.225, data_time: 0.006, memory: 9800, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.3844, loss: 1.3844, grad_norm: 6.3269 2020-10-11 07:43:01,626 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 13:15:31, time: 1.169, data_time: 0.006, memory: 9800, top1_acc: 0.6219, top5_acc: 0.8453, loss_cls: 1.4817, loss: 1.4817, grad_norm: 6.3996 2020-10-11 07:43:25,189 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 13:15:07, time: 1.182, data_time: 0.007, memory: 9800, top1_acc: 0.6164, top5_acc: 0.8602, loss_cls: 1.4384, loss: 1.4384, grad_norm: 6.6010 2020-10-11 07:43:50,141 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 13:14:45, time: 1.246, data_time: 0.005, memory: 9800, top1_acc: 0.6219, top5_acc: 0.8555, loss_cls: 1.4540, loss: 1.4540, grad_norm: 6.2975 2020-10-11 07:44:13,793 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 13:14:21, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.6070, top5_acc: 0.8500, loss_cls: 1.4534, loss: 1.4534, grad_norm: 6.2785 2020-10-11 07:44:38,253 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 13:13:58, time: 1.223, data_time: 0.002, memory: 9800, top1_acc: 0.6117, top5_acc: 0.8477, loss_cls: 1.4744, loss: 1.4744, grad_norm: 6.3056 2020-10-11 07:45:02,830 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 13:13:35, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.6391, top5_acc: 0.8602, loss_cls: 1.4087, loss: 1.4087, grad_norm: 6.3433 2020-10-11 07:45:26,750 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 13:13:11, time: 1.196, data_time: 0.002, memory: 9800, top1_acc: 0.6430, top5_acc: 0.8570, loss_cls: 1.4100, loss: 1.4100, grad_norm: 6.4487 2020-10-11 07:45:50,982 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 13:12:48, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.6164, top5_acc: 0.8438, loss_cls: 1.4910, loss: 1.4910, grad_norm: 6.5291 2020-10-11 07:46:15,246 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 13:12:25, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.6016, top5_acc: 0.8391, loss_cls: 1.5354, loss: 1.5354, grad_norm: 6.5566 2020-10-11 07:46:40,214 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 13:12:03, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.6281, top5_acc: 0.8508, loss_cls: 1.3997, loss: 1.3997, grad_norm: 6.3408 2020-10-11 07:47:03,930 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 13:11:39, time: 1.184, data_time: 0.004, memory: 9800, top1_acc: 0.6312, top5_acc: 0.8492, loss_cls: 1.4901, loss: 1.4901, grad_norm: 6.4812 2020-10-11 07:47:27,907 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 13:11:15, time: 1.200, data_time: 0.006, memory: 9800, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.3840, loss: 1.3840, grad_norm: 6.1002 2020-10-11 07:47:52,017 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 13:10:52, time: 1.201, data_time: 0.004, memory: 9800, top1_acc: 0.6164, top5_acc: 0.8453, loss_cls: 1.4769, loss: 1.4769, grad_norm: 6.4224 2020-10-11 07:48:17,533 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 13:10:30, time: 1.278, data_time: 0.007, memory: 9800, top1_acc: 0.6430, top5_acc: 0.8500, loss_cls: 1.3832, loss: 1.3832, grad_norm: 6.2571 2020-10-11 07:48:40,955 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 13:10:06, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.6516, top5_acc: 0.8539, loss_cls: 1.3969, loss: 1.3969, grad_norm: 6.4780 2020-10-11 07:49:04,878 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 13:09:42, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.6414, top5_acc: 0.8445, loss_cls: 1.4457, loss: 1.4457, grad_norm: 6.4469 2020-10-11 07:49:28,940 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 13:09:19, time: 1.203, data_time: 0.002, memory: 9800, top1_acc: 0.6305, top5_acc: 0.8578, loss_cls: 1.4672, loss: 1.4672, grad_norm: 6.5629 2020-10-11 07:49:53,378 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 13:08:56, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.6383, top5_acc: 0.8477, loss_cls: 1.4271, loss: 1.4271, grad_norm: 6.4243 2020-10-11 07:50:17,307 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 13:08:32, time: 1.195, data_time: 0.002, memory: 9800, top1_acc: 0.6211, top5_acc: 0.8570, loss_cls: 1.4467, loss: 1.4467, grad_norm: 6.5370 2020-10-11 07:50:41,806 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 13:08:09, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.6383, top5_acc: 0.8719, loss_cls: 1.3364, loss: 1.3364, grad_norm: 6.4657 2020-10-11 07:51:05,721 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 13:07:46, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.2820, loss: 1.2820, grad_norm: 6.3856 2020-10-11 07:51:29,965 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 13:07:22, time: 1.211, data_time: 0.003, memory: 9800, top1_acc: 0.6352, top5_acc: 0.8648, loss_cls: 1.3898, loss: 1.3898, grad_norm: 6.4814 2020-10-11 07:51:54,125 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 13:06:59, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.6266, top5_acc: 0.8734, loss_cls: 1.3704, loss: 1.3704, grad_norm: 6.5474 2020-10-11 07:52:18,238 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 13:06:36, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.6367, top5_acc: 0.8641, loss_cls: 1.3559, loss: 1.3559, grad_norm: 6.4905 2020-10-11 07:52:42,553 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 13:06:12, time: 1.216, data_time: 0.002, memory: 9800, top1_acc: 0.6477, top5_acc: 0.8570, loss_cls: 1.4064, loss: 1.4064, grad_norm: 6.5091 2020-10-11 07:53:06,923 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 13:05:49, time: 1.218, data_time: 0.006, memory: 9800, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.3543, loss: 1.3543, grad_norm: 6.4325 2020-10-11 07:53:30,454 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 13:05:25, time: 1.177, data_time: 0.002, memory: 9800, top1_acc: 0.6352, top5_acc: 0.8672, loss_cls: 1.3740, loss: 1.3740, grad_norm: 6.6676 2020-10-11 07:53:54,927 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 13:05:02, time: 1.221, data_time: 0.004, memory: 9800, top1_acc: 0.6539, top5_acc: 0.8641, loss_cls: 1.3376, loss: 1.3376, grad_norm: 6.5644 2020-10-11 07:54:18,265 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 13:04:38, time: 1.169, data_time: 0.006, memory: 9800, top1_acc: 0.6516, top5_acc: 0.8641, loss_cls: 1.3477, loss: 1.3477, grad_norm: 6.5048 2020-10-11 07:54:42,288 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 13:04:14, time: 1.201, data_time: 0.002, memory: 9800, top1_acc: 0.6453, top5_acc: 0.8664, loss_cls: 1.3586, loss: 1.3586, grad_norm: 6.4546 2020-10-11 07:55:06,084 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 13:03:50, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.6414, top5_acc: 0.8609, loss_cls: 1.3732, loss: 1.3732, grad_norm: 6.4978 2020-10-11 07:55:30,470 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 13:03:27, time: 1.220, data_time: 0.002, memory: 9800, top1_acc: 0.6328, top5_acc: 0.8602, loss_cls: 1.3853, loss: 1.3853, grad_norm: 6.6124 2020-10-11 07:55:54,145 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 13:03:03, time: 1.183, data_time: 0.006, memory: 9800, top1_acc: 0.6703, top5_acc: 0.8727, loss_cls: 1.3249, loss: 1.3249, grad_norm: 6.4640 2020-10-11 07:56:18,140 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 13:02:40, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.6633, top5_acc: 0.8750, loss_cls: 1.2871, loss: 1.2871, grad_norm: 6.4224 2020-10-11 07:56:42,399 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 13:02:16, time: 1.213, data_time: 0.002, memory: 9800, top1_acc: 0.6281, top5_acc: 0.8609, loss_cls: 1.4120, loss: 1.4120, grad_norm: 6.6299 2020-10-11 07:57:05,844 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 13:01:52, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.6578, top5_acc: 0.8617, loss_cls: 1.3209, loss: 1.3209, grad_norm: 6.4210 2020-10-11 07:57:29,143 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 13:01:27, time: 1.165, data_time: 0.002, memory: 9800, top1_acc: 0.6633, top5_acc: 0.8617, loss_cls: 1.3235, loss: 1.3235, grad_norm: 6.4217 2020-10-11 07:57:53,124 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 13:01:04, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.6539, top5_acc: 0.8664, loss_cls: 1.3038, loss: 1.3038, grad_norm: 6.5828 2020-10-11 07:58:17,128 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 13:00:40, time: 1.200, data_time: 0.005, memory: 9800, top1_acc: 0.6648, top5_acc: 0.8586, loss_cls: 1.3521, loss: 1.3521, grad_norm: 6.7127 2020-10-11 07:58:41,380 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 13:00:17, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.6547, top5_acc: 0.8547, loss_cls: 1.3594, loss: 1.3594, grad_norm: 6.5912 2020-10-11 07:59:04,935 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 12:59:53, time: 1.178, data_time: 0.006, memory: 9800, top1_acc: 0.6430, top5_acc: 0.8586, loss_cls: 1.3797, loss: 1.3797, grad_norm: 6.6249 2020-10-11 07:59:28,698 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 12:59:29, time: 1.189, data_time: 0.002, memory: 9800, top1_acc: 0.6102, top5_acc: 0.8531, loss_cls: 1.4120, loss: 1.4120, grad_norm: 6.6207 2020-10-11 07:59:52,747 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 12:59:05, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.6633, top5_acc: 0.8789, loss_cls: 1.2499, loss: 1.2499, grad_norm: 6.5586 2020-10-11 08:00:18,177 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 12:58:44, time: 1.268, data_time: 0.006, memory: 9800, top1_acc: 0.6430, top5_acc: 0.8594, loss_cls: 1.3722, loss: 1.3722, grad_norm: 6.8121 2020-10-11 08:00:41,279 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 12:58:19, time: 1.160, data_time: 0.015, memory: 9800, top1_acc: 0.6531, top5_acc: 0.8508, loss_cls: 1.3681, loss: 1.3681, grad_norm: 6.6029 2020-10-11 08:01:05,634 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 12:57:56, time: 1.218, data_time: 0.004, memory: 9800, top1_acc: 0.6539, top5_acc: 0.8672, loss_cls: 1.3299, loss: 1.3299, grad_norm: 6.6811 2020-10-11 08:01:29,387 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 12:57:32, time: 1.187, data_time: 0.002, memory: 9800, top1_acc: 0.6531, top5_acc: 0.8602, loss_cls: 1.3783, loss: 1.3783, grad_norm: 6.6209 2020-10-11 08:01:52,903 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 12:57:07, time: 1.175, data_time: 0.006, memory: 9800, top1_acc: 0.6438, top5_acc: 0.8656, loss_cls: 1.3722, loss: 1.3722, grad_norm: 6.7447 2020-10-11 08:02:17,604 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 12:56:45, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.6422, top5_acc: 0.8688, loss_cls: 1.3953, loss: 1.3953, grad_norm: 6.8234 2020-10-11 08:02:40,028 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 12:56:19, time: 1.122, data_time: 0.005, memory: 9800, top1_acc: 0.6344, top5_acc: 0.8578, loss_cls: 1.4025, loss: 1.4025, grad_norm: 6.8729 2020-10-11 08:03:03,790 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 12:55:55, time: 1.188, data_time: 0.002, memory: 9800, top1_acc: 0.6492, top5_acc: 0.8680, loss_cls: 1.3320, loss: 1.3320, grad_norm: 6.5585 2020-10-11 08:03:26,982 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 12:55:30, time: 1.158, data_time: 0.004, memory: 9800, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.3467, loss: 1.3467, grad_norm: 6.3285 2020-10-11 08:03:51,137 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 12:55:07, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.6531, top5_acc: 0.8711, loss_cls: 1.3335, loss: 1.3335, grad_norm: 6.5364 2020-10-11 08:04:15,003 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 12:54:43, time: 1.192, data_time: 0.004, memory: 9800, top1_acc: 0.6531, top5_acc: 0.8688, loss_cls: 1.3309, loss: 1.3309, grad_norm: 6.7147 2020-10-11 08:04:20,796 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-10-11 08:04:52,958 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 12:54:16, time: 1.568, data_time: 0.601, memory: 9800, top1_acc: 0.6516, top5_acc: 0.8695, loss_cls: 1.3156, loss: 1.3156, grad_norm: 6.2914 2020-10-11 08:05:14,482 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 12:53:49, time: 1.075, data_time: 0.003, memory: 9800, top1_acc: 0.6664, top5_acc: 0.8656, loss_cls: 1.2917, loss: 1.2917, grad_norm: 6.6578 2020-10-11 08:05:37,154 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 12:53:23, time: 1.135, data_time: 0.005, memory: 9800, top1_acc: 0.6438, top5_acc: 0.8609, loss_cls: 1.3592, loss: 1.3592, grad_norm: 6.6728 2020-10-11 08:06:00,652 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 12:52:59, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.6469, top5_acc: 0.8773, loss_cls: 1.2892, loss: 1.2892, grad_norm: 6.6471 2020-10-11 08:06:23,581 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 12:52:34, time: 1.148, data_time: 0.005, memory: 9800, top1_acc: 0.6695, top5_acc: 0.8656, loss_cls: 1.2981, loss: 1.2981, grad_norm: 6.4589 2020-10-11 08:06:47,175 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 12:52:10, time: 1.178, data_time: 0.004, memory: 9800, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2239, loss: 1.2239, grad_norm: 6.5400 2020-10-11 08:07:10,987 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 12:51:46, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.6516, top5_acc: 0.8703, loss_cls: 1.2939, loss: 1.2939, grad_norm: 6.5950 2020-10-11 08:07:34,117 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 12:51:21, time: 1.156, data_time: 0.002, memory: 9800, top1_acc: 0.6602, top5_acc: 0.8703, loss_cls: 1.3019, loss: 1.3019, grad_norm: 6.6768 2020-10-11 08:07:57,178 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 12:50:56, time: 1.152, data_time: 0.005, memory: 9800, top1_acc: 0.6750, top5_acc: 0.8836, loss_cls: 1.2728, loss: 1.2728, grad_norm: 6.7181 2020-10-11 08:08:20,655 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 12:50:32, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.3245, loss: 1.3245, grad_norm: 6.6844 2020-10-11 08:08:45,178 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 12:50:09, time: 1.228, data_time: 0.006, memory: 9800, top1_acc: 0.6820, top5_acc: 0.8680, loss_cls: 1.2511, loss: 1.2511, grad_norm: 6.6786 2020-10-11 08:09:07,797 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 12:49:43, time: 1.131, data_time: 0.005, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8805, loss_cls: 1.2745, loss: 1.2745, grad_norm: 6.7790 2020-10-11 08:09:31,342 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 12:49:19, time: 1.177, data_time: 0.002, memory: 9800, top1_acc: 0.6578, top5_acc: 0.8805, loss_cls: 1.2761, loss: 1.2761, grad_norm: 6.6129 2020-10-11 08:09:55,127 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 12:48:55, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.6641, top5_acc: 0.8758, loss_cls: 1.2927, loss: 1.2927, grad_norm: 6.8504 2020-10-11 08:10:17,902 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 12:48:30, time: 1.139, data_time: 0.005, memory: 9800, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.2544, loss: 1.2544, grad_norm: 6.6071 2020-10-11 08:10:40,904 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 12:48:05, time: 1.152, data_time: 0.005, memory: 9800, top1_acc: 0.6578, top5_acc: 0.8594, loss_cls: 1.3279, loss: 1.3279, grad_norm: 7.0797 2020-10-11 08:11:04,197 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 12:47:41, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.6711, top5_acc: 0.8867, loss_cls: 1.2211, loss: 1.2211, grad_norm: 6.6814 2020-10-11 08:11:28,484 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 12:47:17, time: 1.214, data_time: 0.002, memory: 9800, top1_acc: 0.6617, top5_acc: 0.8898, loss_cls: 1.2735, loss: 1.2735, grad_norm: 6.8129 2020-10-11 08:11:52,189 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 12:46:53, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.6625, top5_acc: 0.8844, loss_cls: 1.3088, loss: 1.3088, grad_norm: 6.9204 2020-10-11 08:12:14,690 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 12:46:28, time: 1.128, data_time: 0.008, memory: 9800, top1_acc: 0.6500, top5_acc: 0.8680, loss_cls: 1.3212, loss: 1.3212, grad_norm: 6.8655 2020-10-11 08:12:38,972 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 12:46:05, time: 1.215, data_time: 0.004, memory: 9800, top1_acc: 0.6758, top5_acc: 0.8773, loss_cls: 1.2970, loss: 1.2970, grad_norm: 6.6278 2020-10-11 08:13:02,185 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 12:45:40, time: 1.159, data_time: 0.005, memory: 9800, top1_acc: 0.6562, top5_acc: 0.8742, loss_cls: 1.2903, loss: 1.2903, grad_norm: 6.7504 2020-10-11 08:13:25,280 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 12:45:15, time: 1.156, data_time: 0.004, memory: 9800, top1_acc: 0.6578, top5_acc: 0.8609, loss_cls: 1.3159, loss: 1.3159, grad_norm: 6.8036 2020-10-11 08:13:48,669 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 12:44:51, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.6570, top5_acc: 0.8633, loss_cls: 1.3520, loss: 1.3520, grad_norm: 6.7583 2020-10-11 08:14:11,891 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 12:44:26, time: 1.162, data_time: 0.005, memory: 9800, top1_acc: 0.6766, top5_acc: 0.8734, loss_cls: 1.2778, loss: 1.2778, grad_norm: 6.7238 2020-10-11 08:14:36,187 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 12:44:03, time: 1.215, data_time: 0.002, memory: 9800, top1_acc: 0.6664, top5_acc: 0.8680, loss_cls: 1.2808, loss: 1.2808, grad_norm: 6.6042 2020-10-11 08:14:59,395 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 12:43:38, time: 1.159, data_time: 0.005, memory: 9800, top1_acc: 0.6625, top5_acc: 0.8766, loss_cls: 1.2806, loss: 1.2806, grad_norm: 6.6129 2020-10-11 08:15:22,750 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 12:43:14, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.6609, top5_acc: 0.8695, loss_cls: 1.2757, loss: 1.2757, grad_norm: 6.8105 2020-10-11 08:15:45,833 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 12:42:49, time: 1.153, data_time: 0.005, memory: 9800, top1_acc: 0.6609, top5_acc: 0.8688, loss_cls: 1.3119, loss: 1.3119, grad_norm: 6.8834 2020-10-11 08:16:08,736 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 12:42:24, time: 1.147, data_time: 0.005, memory: 9800, top1_acc: 0.6578, top5_acc: 0.8641, loss_cls: 1.3163, loss: 1.3163, grad_norm: 6.7774 2020-10-11 08:16:32,547 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 12:42:00, time: 1.190, data_time: 0.002, memory: 9800, top1_acc: 0.6539, top5_acc: 0.8555, loss_cls: 1.3581, loss: 1.3581, grad_norm: 6.9272 2020-10-11 08:16:56,286 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 12:41:36, time: 1.187, data_time: 0.002, memory: 9800, top1_acc: 0.6617, top5_acc: 0.8680, loss_cls: 1.3294, loss: 1.3294, grad_norm: 6.7722 2020-10-11 08:17:19,514 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 12:41:12, time: 1.160, data_time: 0.004, memory: 9800, top1_acc: 0.6570, top5_acc: 0.8734, loss_cls: 1.3032, loss: 1.3032, grad_norm: 6.7657 2020-10-11 08:17:43,653 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 12:40:48, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.6813, top5_acc: 0.8898, loss_cls: 1.2049, loss: 1.2049, grad_norm: 6.4827 2020-10-11 08:18:06,922 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 12:40:24, time: 1.162, data_time: 0.004, memory: 9800, top1_acc: 0.6617, top5_acc: 0.8578, loss_cls: 1.3352, loss: 1.3352, grad_norm: 6.8258 2020-10-11 08:18:31,197 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 12:40:00, time: 1.214, data_time: 0.003, memory: 9800, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.2911, loss: 1.2911, grad_norm: 6.5960 2020-10-11 08:18:55,469 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 12:39:37, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.6641, top5_acc: 0.8812, loss_cls: 1.2563, loss: 1.2563, grad_norm: 6.6125 2020-10-11 08:19:17,830 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 12:39:11, time: 1.119, data_time: 0.005, memory: 9800, top1_acc: 0.6406, top5_acc: 0.8727, loss_cls: 1.3449, loss: 1.3449, grad_norm: 7.1464 2020-10-11 08:19:41,554 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 12:38:47, time: 1.186, data_time: 0.002, memory: 9800, top1_acc: 0.6547, top5_acc: 0.8695, loss_cls: 1.3371, loss: 1.3371, grad_norm: 6.9392 2020-10-11 08:20:05,048 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 12:38:23, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.6758, top5_acc: 0.8727, loss_cls: 1.2600, loss: 1.2600, grad_norm: 6.6783 2020-10-11 08:20:28,828 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 12:37:59, time: 1.189, data_time: 0.002, memory: 9800, top1_acc: 0.6664, top5_acc: 0.8742, loss_cls: 1.3016, loss: 1.3016, grad_norm: 6.8808 2020-10-11 08:20:53,516 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 12:37:37, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.6539, top5_acc: 0.8641, loss_cls: 1.3347, loss: 1.3347, grad_norm: 6.7240 2020-10-11 08:21:16,959 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 12:37:12, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.6281, top5_acc: 0.8609, loss_cls: 1.4047, loss: 1.4047, grad_norm: 7.2793 2020-10-11 08:21:40,585 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 12:36:48, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.6523, top5_acc: 0.8703, loss_cls: 1.3330, loss: 1.3330, grad_norm: 6.9271 2020-10-11 08:22:04,186 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 12:36:24, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.6578, top5_acc: 0.8734, loss_cls: 1.2841, loss: 1.2841, grad_norm: 6.6388 2020-10-11 08:22:27,118 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 12:35:59, time: 1.147, data_time: 0.004, memory: 9800, top1_acc: 0.6523, top5_acc: 0.8547, loss_cls: 1.3380, loss: 1.3380, grad_norm: 7.0732 2020-10-11 08:22:50,694 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 12:35:35, time: 1.179, data_time: 0.002, memory: 9800, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.2665, loss: 1.2665, grad_norm: 6.7866 2020-10-11 08:23:14,725 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 12:35:11, time: 1.200, data_time: 0.006, memory: 9800, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3497, loss: 1.3497, grad_norm: 6.7583 2020-10-11 08:23:38,640 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 12:34:48, time: 1.197, data_time: 0.005, memory: 9800, top1_acc: 0.6578, top5_acc: 0.8641, loss_cls: 1.2975, loss: 1.2975, grad_norm: 6.5814 2020-10-11 08:24:02,484 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 12:34:24, time: 1.192, data_time: 0.002, memory: 9800, top1_acc: 0.6609, top5_acc: 0.8578, loss_cls: 1.2773, loss: 1.2773, grad_norm: 6.9571 2020-10-11 08:24:26,001 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 12:34:00, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.6539, top5_acc: 0.8688, loss_cls: 1.2791, loss: 1.2791, grad_norm: 6.9733 2020-10-11 08:24:49,380 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 12:33:35, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.6523, top5_acc: 0.8656, loss_cls: 1.3437, loss: 1.3437, grad_norm: 6.8651 2020-10-11 08:25:14,304 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 12:33:13, time: 1.245, data_time: 0.004, memory: 9800, top1_acc: 0.6680, top5_acc: 0.8641, loss_cls: 1.3242, loss: 1.3242, grad_norm: 6.9596 2020-10-11 08:25:37,816 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 12:32:49, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.2644, loss: 1.2644, grad_norm: 6.9366 2020-10-11 08:26:01,628 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 12:32:25, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.6961, top5_acc: 0.8953, loss_cls: 1.1652, loss: 1.1652, grad_norm: 6.8254 2020-10-11 08:26:25,540 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 12:32:01, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.6781, top5_acc: 0.8906, loss_cls: 1.1940, loss: 1.1940, grad_norm: 7.0243 2020-10-11 08:26:49,526 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 12:31:38, time: 1.202, data_time: 0.007, memory: 9800, top1_acc: 0.6758, top5_acc: 0.8656, loss_cls: 1.2352, loss: 1.2352, grad_norm: 6.6715 2020-10-11 08:27:13,563 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 12:31:14, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.6820, top5_acc: 0.8812, loss_cls: 1.2355, loss: 1.2355, grad_norm: 7.0136 2020-10-11 08:27:38,247 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 12:30:51, time: 1.234, data_time: 0.002, memory: 9800, top1_acc: 0.6805, top5_acc: 0.8734, loss_cls: 1.2423, loss: 1.2423, grad_norm: 6.7161 2020-10-11 08:28:00,844 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 12:30:26, time: 1.129, data_time: 0.006, memory: 9800, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.2600, loss: 1.2600, grad_norm: 6.9069 2020-10-11 08:28:24,774 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 12:30:02, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.6594, top5_acc: 0.8648, loss_cls: 1.3162, loss: 1.3162, grad_norm: 7.0518 2020-10-11 08:28:48,459 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 12:29:38, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.6758, top5_acc: 0.8703, loss_cls: 1.2479, loss: 1.2479, grad_norm: 6.7334 2020-10-11 08:29:12,334 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 12:29:15, time: 1.198, data_time: 0.007, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8797, loss_cls: 1.2680, loss: 1.2680, grad_norm: 6.8569 2020-10-11 08:29:36,585 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 12:28:51, time: 1.212, data_time: 0.002, memory: 9800, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.2722, loss: 1.2722, grad_norm: 6.6696 2020-10-11 08:30:00,683 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 12:28:28, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.6602, top5_acc: 0.8594, loss_cls: 1.3471, loss: 1.3471, grad_norm: 6.9938 2020-10-11 08:30:24,331 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 12:28:04, time: 1.185, data_time: 0.006, memory: 9800, top1_acc: 0.6930, top5_acc: 0.8727, loss_cls: 1.2031, loss: 1.2031, grad_norm: 6.6107 2020-10-11 08:30:48,874 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 12:27:41, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.6547, top5_acc: 0.8688, loss_cls: 1.2975, loss: 1.2975, grad_norm: 7.0411 2020-10-11 08:30:53,643 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-10-11 08:31:22,606 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 12:27:09, time: 1.417, data_time: 0.428, memory: 9800, top1_acc: 0.6734, top5_acc: 0.8898, loss_cls: 1.1924, loss: 1.1924, grad_norm: 6.5193 2020-10-11 08:31:45,192 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 12:26:44, time: 1.129, data_time: 0.002, memory: 9800, top1_acc: 0.6805, top5_acc: 0.8953, loss_cls: 1.1752, loss: 1.1752, grad_norm: 6.7391 2020-10-11 08:32:09,957 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 12:26:21, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.6664, top5_acc: 0.8781, loss_cls: 1.2470, loss: 1.2470, grad_norm: 6.8305 2020-10-11 08:32:33,619 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 12:25:57, time: 1.183, data_time: 0.002, memory: 9800, top1_acc: 0.6773, top5_acc: 0.8828, loss_cls: 1.2430, loss: 1.2430, grad_norm: 6.9475 2020-10-11 08:32:57,401 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 12:25:33, time: 1.189, data_time: 0.002, memory: 9800, top1_acc: 0.7023, top5_acc: 0.8906, loss_cls: 1.1557, loss: 1.1557, grad_norm: 6.7371 2020-10-11 08:33:21,804 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 12:25:10, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.6672, top5_acc: 0.8734, loss_cls: 1.2313, loss: 1.2313, grad_norm: 6.8778 2020-10-11 08:33:45,608 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 12:24:46, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.6641, top5_acc: 0.8688, loss_cls: 1.3245, loss: 1.3245, grad_norm: 7.0040 2020-10-11 08:34:09,131 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 12:24:22, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.6719, top5_acc: 0.8844, loss_cls: 1.2180, loss: 1.2180, grad_norm: 6.8049 2020-10-11 08:34:33,335 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 12:23:59, time: 1.211, data_time: 0.004, memory: 9800, top1_acc: 0.6609, top5_acc: 0.8828, loss_cls: 1.2330, loss: 1.2330, grad_norm: 7.1475 2020-10-11 08:34:57,392 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 12:23:35, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.6625, top5_acc: 0.8570, loss_cls: 1.2991, loss: 1.2991, grad_norm: 7.0926 2020-10-11 08:35:21,424 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 12:23:12, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.6898, top5_acc: 0.8867, loss_cls: 1.2200, loss: 1.2200, grad_norm: 6.8855 2020-10-11 08:35:46,362 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 12:22:49, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.6828, top5_acc: 0.8711, loss_cls: 1.2484, loss: 1.2484, grad_norm: 6.5616 2020-10-11 08:36:09,693 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 12:22:25, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.2510, loss: 1.2510, grad_norm: 7.0001 2020-10-11 08:36:34,556 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 12:22:02, time: 1.243, data_time: 0.002, memory: 9800, top1_acc: 0.6562, top5_acc: 0.8727, loss_cls: 1.3122, loss: 1.3122, grad_norm: 7.1286 2020-10-11 08:36:58,536 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 12:21:39, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.6687, top5_acc: 0.8805, loss_cls: 1.2794, loss: 1.2794, grad_norm: 6.9761 2020-10-11 08:37:21,841 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 12:21:14, time: 1.165, data_time: 0.005, memory: 9800, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1808, loss: 1.1808, grad_norm: 6.7722 2020-10-11 08:37:46,056 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 12:20:51, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.6867, top5_acc: 0.8828, loss_cls: 1.2223, loss: 1.2223, grad_norm: 6.9670 2020-10-11 08:38:10,461 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 12:20:28, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.6898, top5_acc: 0.8828, loss_cls: 1.2022, loss: 1.2022, grad_norm: 6.8553 2020-10-11 08:38:34,680 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 12:20:05, time: 1.211, data_time: 0.002, memory: 9800, top1_acc: 0.6781, top5_acc: 0.8891, loss_cls: 1.2008, loss: 1.2008, grad_norm: 6.9096 2020-10-11 08:38:58,024 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 12:19:40, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.6766, top5_acc: 0.8773, loss_cls: 1.2266, loss: 1.2266, grad_norm: 6.9432 2020-10-11 08:39:22,349 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 12:19:17, time: 1.216, data_time: 0.007, memory: 9800, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.2978, loss: 1.2978, grad_norm: 7.0000 2020-10-11 08:39:47,113 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 12:18:54, time: 1.242, data_time: 0.007, memory: 9800, top1_acc: 0.7078, top5_acc: 0.8914, loss_cls: 1.1365, loss: 1.1365, grad_norm: 6.6539 2020-10-11 08:40:11,295 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 12:18:31, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.6539, top5_acc: 0.8625, loss_cls: 1.3196, loss: 1.3196, grad_norm: 7.1261 2020-10-11 08:40:35,403 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 12:18:07, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.6781, top5_acc: 0.8773, loss_cls: 1.2362, loss: 1.2362, grad_norm: 6.8352 2020-10-11 08:40:59,512 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 12:17:44, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.6914, top5_acc: 0.8844, loss_cls: 1.2173, loss: 1.2173, grad_norm: 6.9187 2020-10-11 08:41:24,359 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 12:17:21, time: 1.242, data_time: 0.002, memory: 9800, top1_acc: 0.6680, top5_acc: 0.8773, loss_cls: 1.2408, loss: 1.2408, grad_norm: 7.0340 2020-10-11 08:41:47,985 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 12:16:57, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8758, loss_cls: 1.2355, loss: 1.2355, grad_norm: 6.9155 2020-10-11 08:42:12,526 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 12:16:34, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.6883, top5_acc: 0.8898, loss_cls: 1.1816, loss: 1.1816, grad_norm: 6.7412 2020-10-11 08:42:36,524 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 12:16:11, time: 1.200, data_time: 0.002, memory: 9800, top1_acc: 0.6914, top5_acc: 0.8789, loss_cls: 1.2221, loss: 1.2221, grad_norm: 6.7831 2020-10-11 08:43:00,352 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 12:15:47, time: 1.190, data_time: 0.004, memory: 9800, top1_acc: 0.6695, top5_acc: 0.8781, loss_cls: 1.2411, loss: 1.2411, grad_norm: 7.1878 2020-10-11 08:43:25,465 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 12:15:25, time: 1.257, data_time: 0.005, memory: 9800, top1_acc: 0.6547, top5_acc: 0.8734, loss_cls: 1.3128, loss: 1.3128, grad_norm: 7.1645 2020-10-11 08:43:48,858 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 12:15:00, time: 1.168, data_time: 0.002, memory: 9800, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.1759, loss: 1.1759, grad_norm: 6.8012 2020-10-11 08:44:13,032 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 12:14:37, time: 1.211, data_time: 0.006, memory: 9800, top1_acc: 0.6969, top5_acc: 0.8867, loss_cls: 1.1657, loss: 1.1657, grad_norm: 6.6606 2020-10-11 08:44:37,973 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 12:14:15, time: 1.247, data_time: 0.002, memory: 9800, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.2466, loss: 1.2466, grad_norm: 6.7792 2020-10-11 08:45:01,425 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 12:13:50, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.6836, top5_acc: 0.8812, loss_cls: 1.2307, loss: 1.2307, grad_norm: 7.1025 2020-10-11 08:45:25,632 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 12:13:27, time: 1.211, data_time: 0.004, memory: 9800, top1_acc: 0.6750, top5_acc: 0.8828, loss_cls: 1.2355, loss: 1.2355, grad_norm: 6.9537 2020-10-11 08:45:49,819 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 12:13:03, time: 1.206, data_time: 0.004, memory: 9800, top1_acc: 0.6820, top5_acc: 0.8758, loss_cls: 1.2580, loss: 1.2580, grad_norm: 6.9323 2020-10-11 08:46:13,986 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 12:12:40, time: 1.211, data_time: 0.007, memory: 9800, top1_acc: 0.6680, top5_acc: 0.8672, loss_cls: 1.2874, loss: 1.2874, grad_norm: 7.1985 2020-10-11 08:46:38,186 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 12:12:17, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.6586, top5_acc: 0.8875, loss_cls: 1.2404, loss: 1.2404, grad_norm: 7.1016 2020-10-11 08:47:01,787 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 12:11:53, time: 1.180, data_time: 0.002, memory: 9800, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.2122, loss: 1.2122, grad_norm: 7.0691 2020-10-11 08:47:26,095 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 12:11:29, time: 1.215, data_time: 0.002, memory: 9800, top1_acc: 0.6766, top5_acc: 0.8891, loss_cls: 1.2086, loss: 1.2086, grad_norm: 6.9997 2020-10-11 08:47:49,803 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 12:11:05, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.6891, top5_acc: 0.8867, loss_cls: 1.2211, loss: 1.2211, grad_norm: 7.1604 2020-10-11 08:48:14,080 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 12:10:42, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.6766, top5_acc: 0.8859, loss_cls: 1.2339, loss: 1.2339, grad_norm: 7.2588 2020-10-11 08:48:37,644 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 12:10:18, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.2159, loss: 1.2159, grad_norm: 7.2141 2020-10-11 08:49:02,065 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 12:09:55, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.6898, top5_acc: 0.8922, loss_cls: 1.1923, loss: 1.1923, grad_norm: 7.0308 2020-10-11 08:49:27,005 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 12:09:32, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.6445, top5_acc: 0.8750, loss_cls: 1.3251, loss: 1.3251, grad_norm: 7.3946 2020-10-11 08:49:50,752 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 12:09:08, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.6641, top5_acc: 0.8797, loss_cls: 1.2466, loss: 1.2466, grad_norm: 7.2773 2020-10-11 08:50:14,764 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 12:08:45, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.6766, top5_acc: 0.8820, loss_cls: 1.1780, loss: 1.1780, grad_norm: 6.8476 2020-10-11 08:50:38,621 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 12:08:21, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.1797, loss: 1.1797, grad_norm: 7.2693 2020-10-11 08:51:02,229 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 12:07:57, time: 1.179, data_time: 0.004, memory: 9800, top1_acc: 0.6672, top5_acc: 0.8766, loss_cls: 1.2547, loss: 1.2547, grad_norm: 7.2141 2020-10-11 08:51:26,033 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 12:07:33, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.6859, top5_acc: 0.8742, loss_cls: 1.1921, loss: 1.1921, grad_norm: 6.7798 2020-10-11 08:51:49,771 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 12:07:09, time: 1.185, data_time: 0.004, memory: 9800, top1_acc: 0.6844, top5_acc: 0.8836, loss_cls: 1.2003, loss: 1.2003, grad_norm: 7.1103 2020-10-11 08:52:13,961 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 12:06:46, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.6617, top5_acc: 0.8875, loss_cls: 1.2411, loss: 1.2411, grad_norm: 7.3632 2020-10-11 08:52:38,911 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 12:06:23, time: 1.246, data_time: 0.002, memory: 9800, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.2643, loss: 1.2643, grad_norm: 7.3523 2020-10-11 08:53:01,269 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 12:05:58, time: 1.120, data_time: 0.005, memory: 9800, top1_acc: 0.6813, top5_acc: 0.8898, loss_cls: 1.1738, loss: 1.1738, grad_norm: 7.1712 2020-10-11 08:53:25,487 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 12:05:34, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.6641, top5_acc: 0.8742, loss_cls: 1.2493, loss: 1.2493, grad_norm: 7.2716 2020-10-11 08:53:49,319 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 12:05:10, time: 1.194, data_time: 0.006, memory: 9800, top1_acc: 0.6687, top5_acc: 0.8766, loss_cls: 1.2495, loss: 1.2495, grad_norm: 7.1373 2020-10-11 08:54:13,225 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 12:04:47, time: 1.195, data_time: 0.004, memory: 9800, top1_acc: 0.6680, top5_acc: 0.8828, loss_cls: 1.2311, loss: 1.2311, grad_norm: 7.0272 2020-10-11 08:54:37,378 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 12:04:23, time: 1.208, data_time: 0.002, memory: 9800, top1_acc: 0.6867, top5_acc: 0.8875, loss_cls: 1.1822, loss: 1.1822, grad_norm: 7.1824 2020-10-11 08:55:02,550 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 12:04:01, time: 1.258, data_time: 0.004, memory: 9800, top1_acc: 0.7031, top5_acc: 0.9039, loss_cls: 1.1193, loss: 1.1193, grad_norm: 6.9213 2020-10-11 08:55:24,601 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 12:03:35, time: 1.104, data_time: 0.003, memory: 9800, top1_acc: 0.6859, top5_acc: 0.8875, loss_cls: 1.2035, loss: 1.2035, grad_norm: 7.0336 2020-10-11 08:55:48,360 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 12:03:11, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.6875, top5_acc: 0.8891, loss_cls: 1.1933, loss: 1.1933, grad_norm: 7.1417 2020-10-11 08:56:11,293 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 12:02:46, time: 1.149, data_time: 0.006, memory: 9800, top1_acc: 0.6602, top5_acc: 0.8758, loss_cls: 1.2856, loss: 1.2856, grad_norm: 7.3315 2020-10-11 08:56:35,441 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 12:02:23, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.6766, top5_acc: 0.8906, loss_cls: 1.2131, loss: 1.2131, grad_norm: 7.0859 2020-10-11 08:56:59,048 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 12:01:59, time: 1.181, data_time: 0.007, memory: 9800, top1_acc: 0.6836, top5_acc: 0.8711, loss_cls: 1.2330, loss: 1.2330, grad_norm: 7.2937 2020-10-11 08:57:23,241 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 12:01:35, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1997, loss: 1.1997, grad_norm: 7.1935 2020-10-11 08:57:46,111 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 12:01:10, time: 1.141, data_time: 0.004, memory: 9800, top1_acc: 0.6680, top5_acc: 0.8836, loss_cls: 1.2322, loss: 1.2322, grad_norm: 7.0617 2020-10-11 08:57:50,842 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-10-11 08:58:21,002 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 12:00:40, time: 1.477, data_time: 0.429, memory: 9800, top1_acc: 0.7148, top5_acc: 0.8922, loss_cls: 1.1429, loss: 1.1429, grad_norm: 6.7542 2020-10-11 08:58:42,922 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 12:00:14, time: 1.096, data_time: 0.002, memory: 9800, top1_acc: 0.7078, top5_acc: 0.9023, loss_cls: 1.1287, loss: 1.1287, grad_norm: 6.8471 2020-10-11 08:59:05,896 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 11:59:49, time: 1.149, data_time: 0.005, memory: 9800, top1_acc: 0.6781, top5_acc: 0.8867, loss_cls: 1.2329, loss: 1.2329, grad_norm: 7.3869 2020-10-11 08:59:29,538 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 11:59:25, time: 1.182, data_time: 0.002, memory: 9800, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2623, loss: 1.2623, grad_norm: 7.3244 2020-10-11 08:59:53,129 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 11:59:01, time: 1.178, data_time: 0.004, memory: 9800, top1_acc: 0.6922, top5_acc: 0.8805, loss_cls: 1.2061, loss: 1.2061, grad_norm: 7.0863 2020-10-11 09:00:17,388 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 11:58:38, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.6914, top5_acc: 0.8945, loss_cls: 1.1848, loss: 1.1848, grad_norm: 7.1874 2020-10-11 09:00:40,558 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 11:58:13, time: 1.168, data_time: 0.044, memory: 9800, top1_acc: 0.6914, top5_acc: 0.8836, loss_cls: 1.1750, loss: 1.1750, grad_norm: 7.3137 2020-10-11 09:01:04,444 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 11:57:50, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.6844, top5_acc: 0.8586, loss_cls: 1.2992, loss: 1.2992, grad_norm: 7.4704 2020-10-11 09:01:28,296 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 11:57:26, time: 1.193, data_time: 0.003, memory: 9800, top1_acc: 0.6984, top5_acc: 0.8906, loss_cls: 1.1359, loss: 1.1359, grad_norm: 6.9918 2020-10-11 09:01:51,197 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 11:57:01, time: 1.145, data_time: 0.002, memory: 9800, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 1.1909, loss: 1.1909, grad_norm: 7.0974 2020-10-11 09:02:14,421 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 11:56:36, time: 1.160, data_time: 0.005, memory: 9800, top1_acc: 0.6914, top5_acc: 0.8859, loss_cls: 1.1763, loss: 1.1763, grad_norm: 7.2549 2020-10-11 09:02:38,845 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 11:56:13, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.6664, top5_acc: 0.8820, loss_cls: 1.2308, loss: 1.2308, grad_norm: 7.4968 2020-10-11 09:03:01,531 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 11:55:48, time: 1.135, data_time: 0.002, memory: 9800, top1_acc: 0.6953, top5_acc: 0.8922, loss_cls: 1.1509, loss: 1.1509, grad_norm: 6.8897 2020-10-11 09:03:25,619 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 11:55:25, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.7117, top5_acc: 0.8930, loss_cls: 1.1121, loss: 1.1121, grad_norm: 6.8385 2020-10-11 09:03:49,119 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 11:55:00, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.7016, top5_acc: 0.9016, loss_cls: 1.1161, loss: 1.1161, grad_norm: 7.0641 2020-10-11 09:04:12,503 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 11:54:36, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.6922, top5_acc: 0.8852, loss_cls: 1.1548, loss: 1.1548, grad_norm: 7.2699 2020-10-11 09:04:35,624 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 11:54:11, time: 1.154, data_time: 0.002, memory: 9800, top1_acc: 0.6937, top5_acc: 0.8953, loss_cls: 1.1882, loss: 1.1882, grad_norm: 7.1929 2020-10-11 09:04:59,455 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 11:53:48, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.2494, loss: 1.2494, grad_norm: 7.1389 2020-10-11 09:05:23,015 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 11:53:23, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.6875, top5_acc: 0.8820, loss_cls: 1.2034, loss: 1.2034, grad_norm: 7.0292 2020-10-11 09:05:45,663 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 11:52:58, time: 1.136, data_time: 0.007, memory: 9800, top1_acc: 0.6953, top5_acc: 0.8758, loss_cls: 1.2016, loss: 1.2016, grad_norm: 7.0928 2020-10-11 09:06:10,151 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 11:52:35, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.6914, top5_acc: 0.8969, loss_cls: 1.1515, loss: 1.1515, grad_norm: 7.1110 2020-10-11 09:06:33,193 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 11:52:11, time: 1.152, data_time: 0.002, memory: 9800, top1_acc: 0.6813, top5_acc: 0.8789, loss_cls: 1.2090, loss: 1.2090, grad_norm: 7.2576 2020-10-11 09:06:56,204 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 11:51:46, time: 1.151, data_time: 0.003, memory: 9800, top1_acc: 0.7000, top5_acc: 0.8891, loss_cls: 1.1364, loss: 1.1364, grad_norm: 7.0210 2020-10-11 09:07:19,871 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 11:51:22, time: 1.179, data_time: 0.005, memory: 9800, top1_acc: 0.6883, top5_acc: 0.8875, loss_cls: 1.1644, loss: 1.1644, grad_norm: 7.1326 2020-10-11 09:07:42,662 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 11:50:57, time: 1.144, data_time: 0.008, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8891, loss_cls: 1.1963, loss: 1.1963, grad_norm: 7.2761 2020-10-11 09:08:06,842 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 11:50:33, time: 1.209, data_time: 0.004, memory: 9800, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2302, loss: 1.2302, grad_norm: 7.3429 2020-10-11 09:08:30,193 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 11:50:09, time: 1.168, data_time: 0.002, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8891, loss_cls: 1.2071, loss: 1.2071, grad_norm: 7.2413 2020-10-11 09:08:53,538 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 11:49:45, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.6781, top5_acc: 0.8953, loss_cls: 1.1924, loss: 1.1924, grad_norm: 7.3472 2020-10-11 09:09:17,698 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 11:49:21, time: 1.209, data_time: 0.006, memory: 9800, top1_acc: 0.6969, top5_acc: 0.8836, loss_cls: 1.1767, loss: 1.1767, grad_norm: 7.3508 2020-10-11 09:09:40,370 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 11:48:56, time: 1.136, data_time: 0.005, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8836, loss_cls: 1.2340, loss: 1.2340, grad_norm: 7.2835 2020-10-11 09:10:03,947 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 11:48:32, time: 1.177, data_time: 0.004, memory: 9800, top1_acc: 0.6922, top5_acc: 0.8703, loss_cls: 1.2190, loss: 1.2190, grad_norm: 7.2531 2020-10-11 09:10:27,250 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 11:48:08, time: 1.167, data_time: 0.004, memory: 9800, top1_acc: 0.6531, top5_acc: 0.8836, loss_cls: 1.2182, loss: 1.2182, grad_norm: 7.3643 2020-10-11 09:10:50,535 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 11:47:43, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.7078, top5_acc: 0.8922, loss_cls: 1.1385, loss: 1.1385, grad_norm: 6.9610 2020-10-11 09:11:13,923 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 11:47:19, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.6977, top5_acc: 0.8883, loss_cls: 1.1595, loss: 1.1595, grad_norm: 7.2463 2020-10-11 09:11:38,068 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 11:46:55, time: 1.208, data_time: 0.003, memory: 9800, top1_acc: 0.7008, top5_acc: 0.8961, loss_cls: 1.1229, loss: 1.1229, grad_norm: 7.2723 2020-10-11 09:12:01,180 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 11:46:31, time: 1.154, data_time: 0.005, memory: 9800, top1_acc: 0.6711, top5_acc: 0.8828, loss_cls: 1.2031, loss: 1.2031, grad_norm: 7.1382 2020-10-11 09:12:23,765 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 11:46:06, time: 1.130, data_time: 0.005, memory: 9800, top1_acc: 0.6945, top5_acc: 0.8859, loss_cls: 1.1874, loss: 1.1874, grad_norm: 7.1888 2020-10-11 09:12:47,665 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 11:45:42, time: 1.194, data_time: 0.006, memory: 9800, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1430, loss: 1.1430, grad_norm: 6.9776 2020-10-11 09:13:11,050 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 11:45:18, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.6719, top5_acc: 0.8828, loss_cls: 1.2084, loss: 1.2084, grad_norm: 7.2205 2020-10-11 09:13:35,327 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 11:44:54, time: 1.214, data_time: 0.002, memory: 9800, top1_acc: 0.6742, top5_acc: 0.8805, loss_cls: 1.2340, loss: 1.2340, grad_norm: 7.2369 2020-10-11 09:13:58,915 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 11:44:30, time: 1.179, data_time: 0.002, memory: 9800, top1_acc: 0.7063, top5_acc: 0.8914, loss_cls: 1.1119, loss: 1.1119, grad_norm: 6.8111 2020-10-11 09:14:22,135 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 11:44:06, time: 1.159, data_time: 0.006, memory: 9800, top1_acc: 0.6969, top5_acc: 0.8930, loss_cls: 1.1457, loss: 1.1457, grad_norm: 7.4141 2020-10-11 09:14:46,130 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 11:43:42, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.6758, top5_acc: 0.8828, loss_cls: 1.2430, loss: 1.2430, grad_norm: 7.5647 2020-10-11 09:15:09,829 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 11:43:18, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.6828, top5_acc: 0.8852, loss_cls: 1.2011, loss: 1.2011, grad_norm: 7.1365 2020-10-11 09:15:32,978 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 11:42:54, time: 1.157, data_time: 0.002, memory: 9800, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2180, loss: 1.2180, grad_norm: 7.1635 2020-10-11 09:15:56,085 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 11:42:29, time: 1.154, data_time: 0.004, memory: 9800, top1_acc: 0.6883, top5_acc: 0.8797, loss_cls: 1.1898, loss: 1.1898, grad_norm: 7.1847 2020-10-11 09:16:19,469 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 11:42:05, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.6922, top5_acc: 0.9000, loss_cls: 1.1346, loss: 1.1346, grad_norm: 7.0871 2020-10-11 09:16:43,146 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 11:41:41, time: 1.186, data_time: 0.006, memory: 9800, top1_acc: 0.6555, top5_acc: 0.8734, loss_cls: 1.3081, loss: 1.3081, grad_norm: 7.6224 2020-10-11 09:17:06,295 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 11:41:16, time: 1.157, data_time: 0.004, memory: 9800, top1_acc: 0.7102, top5_acc: 0.8898, loss_cls: 1.1409, loss: 1.1409, grad_norm: 7.1031 2020-10-11 09:17:29,362 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 11:40:52, time: 1.153, data_time: 0.002, memory: 9800, top1_acc: 0.6891, top5_acc: 0.8789, loss_cls: 1.1923, loss: 1.1923, grad_norm: 7.4032 2020-10-11 09:17:52,461 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 11:40:27, time: 1.153, data_time: 0.005, memory: 9800, top1_acc: 0.6805, top5_acc: 0.8844, loss_cls: 1.2148, loss: 1.2148, grad_norm: 7.3969 2020-10-11 09:18:15,869 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 11:40:03, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.6781, top5_acc: 0.8789, loss_cls: 1.2038, loss: 1.2038, grad_norm: 7.1765 2020-10-11 09:18:40,604 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 11:39:40, time: 1.238, data_time: 0.006, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8883, loss_cls: 1.2145, loss: 1.2145, grad_norm: 7.2205 2020-10-11 09:19:02,892 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 11:39:14, time: 1.114, data_time: 0.006, memory: 9800, top1_acc: 0.6898, top5_acc: 0.8906, loss_cls: 1.1911, loss: 1.1911, grad_norm: 7.3434 2020-10-11 09:19:25,960 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 11:38:50, time: 1.155, data_time: 0.005, memory: 9800, top1_acc: 0.6844, top5_acc: 0.8930, loss_cls: 1.1494, loss: 1.1494, grad_norm: 7.2711 2020-10-11 09:19:49,424 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 11:38:26, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.2075, loss: 1.2075, grad_norm: 7.4296 2020-10-11 09:20:12,757 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 11:38:01, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.6891, top5_acc: 0.8906, loss_cls: 1.1605, loss: 1.1605, grad_norm: 7.2524 2020-10-11 09:20:35,903 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 11:37:37, time: 1.161, data_time: 0.007, memory: 9800, top1_acc: 0.7000, top5_acc: 0.8930, loss_cls: 1.1465, loss: 1.1465, grad_norm: 7.4562 2020-10-11 09:20:59,417 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 11:37:12, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.6578, top5_acc: 0.8734, loss_cls: 1.2404, loss: 1.2404, grad_norm: 7.6884 2020-10-11 09:21:23,194 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 11:36:49, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.6883, top5_acc: 0.8883, loss_cls: 1.1670, loss: 1.1670, grad_norm: 7.4784 2020-10-11 09:21:46,718 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 11:36:25, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.6961, top5_acc: 0.8977, loss_cls: 1.1417, loss: 1.1417, grad_norm: 7.4112 2020-10-11 09:22:10,985 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 11:36:01, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.6789, top5_acc: 0.8938, loss_cls: 1.1646, loss: 1.1646, grad_norm: 7.3757 2020-10-11 09:22:35,027 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 11:35:38, time: 1.201, data_time: 0.002, memory: 9800, top1_acc: 0.6867, top5_acc: 0.8727, loss_cls: 1.2284, loss: 1.2284, grad_norm: 7.3549 2020-10-11 09:22:57,925 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 11:35:13, time: 1.144, data_time: 0.006, memory: 9800, top1_acc: 0.6891, top5_acc: 0.8797, loss_cls: 1.2678, loss: 1.2678, grad_norm: 7.4852 2020-10-11 09:23:21,914 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 11:34:49, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.7055, top5_acc: 0.8969, loss_cls: 1.1090, loss: 1.1090, grad_norm: 7.0654 2020-10-11 09:23:45,749 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 11:34:25, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2076, loss: 1.2076, grad_norm: 7.5665 2020-10-11 09:24:09,972 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 11:34:02, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.6945, top5_acc: 0.8945, loss_cls: 1.1580, loss: 1.1580, grad_norm: 7.1404 2020-10-11 09:24:15,041 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-11 09:24:48,075 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 11:33:35, time: 1.615, data_time: 0.712, memory: 9800, top1_acc: 0.7078, top5_acc: 0.9039, loss_cls: 1.1191, loss: 1.1191, grad_norm: 7.0253 2020-10-11 09:25:09,565 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 11:33:09, time: 1.074, data_time: 0.002, memory: 9800, top1_acc: 0.6734, top5_acc: 0.8922, loss_cls: 1.2195, loss: 1.2195, grad_norm: 7.4722 2020-10-11 09:25:32,474 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 11:32:44, time: 1.146, data_time: 0.002, memory: 9800, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1733, loss: 1.1733, grad_norm: 7.1916 2020-10-11 09:25:56,698 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 11:32:21, time: 1.210, data_time: 0.004, memory: 9800, top1_acc: 0.6945, top5_acc: 0.8703, loss_cls: 1.2055, loss: 1.2055, grad_norm: 7.1569 2020-10-11 09:26:19,458 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 11:31:56, time: 1.138, data_time: 0.005, memory: 9800, top1_acc: 0.7008, top5_acc: 0.8945, loss_cls: 1.1386, loss: 1.1386, grad_norm: 7.0700 2020-10-11 09:26:43,517 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 11:31:32, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.1794, loss: 1.1794, grad_norm: 7.4271 2020-10-11 09:27:07,788 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 11:31:09, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.1918, loss: 1.1918, grad_norm: 7.4555 2020-10-11 09:27:31,551 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 11:30:45, time: 1.189, data_time: 0.003, memory: 9800, top1_acc: 0.7125, top5_acc: 0.8984, loss_cls: 1.0790, loss: 1.0790, grad_norm: 7.0748 2020-10-11 09:27:55,681 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 11:30:21, time: 1.205, data_time: 0.004, memory: 9800, top1_acc: 0.6945, top5_acc: 0.9016, loss_cls: 1.1450, loss: 1.1450, grad_norm: 7.4297 2020-10-11 09:28:19,248 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 11:29:57, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.6680, top5_acc: 0.8922, loss_cls: 1.1982, loss: 1.1982, grad_norm: 7.5618 2020-10-11 09:28:42,872 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 11:29:33, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.6922, top5_acc: 0.8859, loss_cls: 1.1653, loss: 1.1653, grad_norm: 7.4157 2020-10-11 09:29:06,515 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 11:29:09, time: 1.182, data_time: 0.005, memory: 9800, top1_acc: 0.6867, top5_acc: 0.8859, loss_cls: 1.1799, loss: 1.1799, grad_norm: 7.5288 2020-10-11 09:29:30,402 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 11:28:46, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1123, loss: 1.1123, grad_norm: 7.4103 2020-10-11 09:29:53,756 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 11:28:21, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.6992, top5_acc: 0.8953, loss_cls: 1.1144, loss: 1.1144, grad_norm: 7.2915 2020-10-11 09:30:18,210 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 11:27:58, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.7086, top5_acc: 0.8922, loss_cls: 1.1288, loss: 1.1288, grad_norm: 7.2558 2020-10-11 09:30:41,459 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 11:27:34, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.1734, loss: 1.1734, grad_norm: 7.4103 2020-10-11 09:31:05,985 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 11:27:11, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.6750, top5_acc: 0.8898, loss_cls: 1.1820, loss: 1.1820, grad_norm: 7.3419 2020-10-11 09:31:29,696 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 11:26:47, time: 1.186, data_time: 0.002, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9078, loss_cls: 1.0304, loss: 1.0304, grad_norm: 7.0664 2020-10-11 09:31:54,129 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 11:26:24, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.6945, top5_acc: 0.8945, loss_cls: 1.1340, loss: 1.1340, grad_norm: 7.0075 2020-10-11 09:32:18,193 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 11:26:00, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.7070, top5_acc: 0.8938, loss_cls: 1.1437, loss: 1.1437, grad_norm: 7.2559 2020-10-11 09:32:42,140 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 11:25:36, time: 1.197, data_time: 0.002, memory: 9800, top1_acc: 0.6797, top5_acc: 0.8891, loss_cls: 1.2234, loss: 1.2234, grad_norm: 7.9294 2020-10-11 09:33:06,483 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 11:25:13, time: 1.217, data_time: 0.006, memory: 9800, top1_acc: 0.6977, top5_acc: 0.8859, loss_cls: 1.1330, loss: 1.1330, grad_norm: 7.3872 2020-10-11 09:33:30,208 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 11:24:49, time: 1.187, data_time: 0.002, memory: 9800, top1_acc: 0.7063, top5_acc: 0.8945, loss_cls: 1.0653, loss: 1.0653, grad_norm: 6.9273 2020-10-11 09:33:53,749 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 11:24:25, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.6930, top5_acc: 0.8750, loss_cls: 1.2021, loss: 1.2021, grad_norm: 7.3601 2020-10-11 09:34:18,286 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 11:24:02, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.6891, top5_acc: 0.8766, loss_cls: 1.1953, loss: 1.1953, grad_norm: 7.3348 2020-10-11 09:34:41,531 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 11:23:38, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.6883, top5_acc: 0.8898, loss_cls: 1.1635, loss: 1.1635, grad_norm: 7.0608 2020-10-11 09:35:06,296 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 11:23:15, time: 1.236, data_time: 0.005, memory: 9800, top1_acc: 0.7055, top5_acc: 0.8977, loss_cls: 1.1275, loss: 1.1275, grad_norm: 7.1919 2020-10-11 09:35:29,416 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 11:22:50, time: 1.158, data_time: 0.004, memory: 9800, top1_acc: 0.7086, top5_acc: 0.9023, loss_cls: 1.1170, loss: 1.1170, grad_norm: 7.2470 2020-10-11 09:35:53,539 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 11:22:27, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1374, loss: 1.1374, grad_norm: 7.4995 2020-10-11 09:36:17,865 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 11:22:04, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8852, loss_cls: 1.2454, loss: 1.2454, grad_norm: 7.5659 2020-10-11 09:36:40,487 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 11:21:39, time: 1.132, data_time: 0.005, memory: 9800, top1_acc: 0.6820, top5_acc: 0.8906, loss_cls: 1.1381, loss: 1.1381, grad_norm: 7.3085 2020-10-11 09:37:04,263 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 11:21:15, time: 1.189, data_time: 0.002, memory: 9800, top1_acc: 0.7023, top5_acc: 0.8922, loss_cls: 1.1563, loss: 1.1563, grad_norm: 7.4356 2020-10-11 09:37:27,666 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 11:20:50, time: 1.170, data_time: 0.003, memory: 9800, top1_acc: 0.6727, top5_acc: 0.8906, loss_cls: 1.2006, loss: 1.2006, grad_norm: 7.5233 2020-10-11 09:37:51,911 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 11:20:27, time: 1.211, data_time: 0.004, memory: 9800, top1_acc: 0.7039, top5_acc: 0.9016, loss_cls: 1.0902, loss: 1.0902, grad_norm: 7.4045 2020-10-11 09:38:16,131 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 11:20:04, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.6828, top5_acc: 0.8859, loss_cls: 1.1662, loss: 1.1662, grad_norm: 7.7019 2020-10-11 09:38:39,543 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 11:19:39, time: 1.171, data_time: 0.006, memory: 9800, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2311, loss: 1.2311, grad_norm: 7.7370 2020-10-11 09:39:03,280 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 11:19:16, time: 1.186, data_time: 0.006, memory: 9800, top1_acc: 0.7008, top5_acc: 0.8852, loss_cls: 1.1646, loss: 1.1646, grad_norm: 7.4679 2020-10-11 09:39:27,006 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 11:18:52, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.6703, top5_acc: 0.8766, loss_cls: 1.2320, loss: 1.2320, grad_norm: 7.5864 2020-10-11 09:39:50,870 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 11:18:28, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.6836, top5_acc: 0.8922, loss_cls: 1.1644, loss: 1.1644, grad_norm: 7.5829 2020-10-11 09:40:14,100 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 11:18:03, time: 1.163, data_time: 0.006, memory: 9800, top1_acc: 0.7023, top5_acc: 0.8953, loss_cls: 1.1141, loss: 1.1141, grad_norm: 7.2302 2020-10-11 09:40:37,619 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 11:17:39, time: 1.178, data_time: 0.005, memory: 9800, top1_acc: 0.7117, top5_acc: 0.8953, loss_cls: 1.0925, loss: 1.0925, grad_norm: 7.2623 2020-10-11 09:41:01,488 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 11:17:16, time: 1.192, data_time: 0.004, memory: 9800, top1_acc: 0.7086, top5_acc: 0.8938, loss_cls: 1.1235, loss: 1.1235, grad_norm: 7.4127 2020-10-11 09:41:24,995 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 11:16:51, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.7016, top5_acc: 0.8867, loss_cls: 1.1516, loss: 1.1516, grad_norm: 7.1574 2020-10-11 09:41:49,858 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 11:16:29, time: 1.240, data_time: 0.005, memory: 9800, top1_acc: 0.7055, top5_acc: 0.8969, loss_cls: 1.1370, loss: 1.1370, grad_norm: 7.4489 2020-10-11 09:42:12,328 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 11:16:04, time: 1.126, data_time: 0.007, memory: 9800, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.1865, loss: 1.1865, grad_norm: 7.6139 2020-10-11 09:42:36,713 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 11:15:40, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.7039, top5_acc: 0.8977, loss_cls: 1.1122, loss: 1.1122, grad_norm: 7.4394 2020-10-11 09:43:00,156 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 11:15:16, time: 1.171, data_time: 0.006, memory: 9800, top1_acc: 0.7078, top5_acc: 0.8922, loss_cls: 1.1669, loss: 1.1669, grad_norm: 7.7223 2020-10-11 09:43:23,743 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 11:14:52, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.7016, top5_acc: 0.9000, loss_cls: 1.1010, loss: 1.1010, grad_norm: 7.4558 2020-10-11 09:43:47,511 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 11:14:28, time: 1.187, data_time: 0.004, memory: 9800, top1_acc: 0.6750, top5_acc: 0.9023, loss_cls: 1.1580, loss: 1.1580, grad_norm: 7.8106 2020-10-11 09:44:10,959 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 11:14:04, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.6844, top5_acc: 0.8945, loss_cls: 1.1328, loss: 1.1328, grad_norm: 7.6804 2020-10-11 09:44:34,956 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 11:13:40, time: 1.200, data_time: 0.002, memory: 9800, top1_acc: 0.7000, top5_acc: 0.9016, loss_cls: 1.1127, loss: 1.1127, grad_norm: 7.3889 2020-10-11 09:44:58,508 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 11:13:16, time: 1.176, data_time: 0.005, memory: 9800, top1_acc: 0.6648, top5_acc: 0.8914, loss_cls: 1.1844, loss: 1.1844, grad_norm: 7.8774 2020-10-11 09:45:22,135 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 11:12:52, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.6961, top5_acc: 0.8875, loss_cls: 1.1524, loss: 1.1524, grad_norm: 7.8404 2020-10-11 09:45:45,609 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 11:12:28, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.6859, top5_acc: 0.8742, loss_cls: 1.1766, loss: 1.1766, grad_norm: 7.6389 2020-10-11 09:46:09,705 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 11:12:05, time: 1.204, data_time: 0.004, memory: 9800, top1_acc: 0.7156, top5_acc: 0.8977, loss_cls: 1.0628, loss: 1.0628, grad_norm: 7.2416 2020-10-11 09:46:33,165 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 11:11:40, time: 1.174, data_time: 0.003, memory: 9800, top1_acc: 0.6844, top5_acc: 0.8938, loss_cls: 1.2094, loss: 1.2094, grad_norm: 7.6897 2020-10-11 09:46:57,422 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 11:11:17, time: 1.211, data_time: 0.004, memory: 9800, top1_acc: 0.7023, top5_acc: 0.9047, loss_cls: 1.1060, loss: 1.1060, grad_norm: 7.5335 2020-10-11 09:47:21,453 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 11:10:54, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.7117, top5_acc: 0.8961, loss_cls: 1.1232, loss: 1.1232, grad_norm: 7.5506 2020-10-11 09:47:44,738 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 11:10:29, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9039, loss_cls: 1.0890, loss: 1.0890, grad_norm: 7.4606 2020-10-11 09:48:07,994 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 11:10:05, time: 1.163, data_time: 0.005, memory: 9800, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 1.1017, loss: 1.1017, grad_norm: 7.4382 2020-10-11 09:48:32,201 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 11:09:41, time: 1.210, data_time: 0.002, memory: 9800, top1_acc: 0.7266, top5_acc: 0.9055, loss_cls: 1.0901, loss: 1.0901, grad_norm: 7.2257 2020-10-11 09:48:55,542 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 11:09:17, time: 1.165, data_time: 0.005, memory: 9800, top1_acc: 0.7148, top5_acc: 0.8906, loss_cls: 1.1432, loss: 1.1432, grad_norm: 7.5700 2020-10-11 09:49:18,924 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 11:08:53, time: 1.171, data_time: 0.005, memory: 9800, top1_acc: 0.6867, top5_acc: 0.8898, loss_cls: 1.2013, loss: 1.2013, grad_norm: 7.6637 2020-10-11 09:49:43,655 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 11:08:30, time: 1.237, data_time: 0.002, memory: 9800, top1_acc: 0.7086, top5_acc: 0.9000, loss_cls: 1.1278, loss: 1.1278, grad_norm: 7.4822 2020-10-11 09:50:06,334 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 11:08:05, time: 1.134, data_time: 0.005, memory: 9800, top1_acc: 0.6930, top5_acc: 0.9000, loss_cls: 1.1070, loss: 1.1070, grad_norm: 7.4476 2020-10-11 09:50:29,381 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 11:07:40, time: 1.152, data_time: 0.002, memory: 9800, top1_acc: 0.7148, top5_acc: 0.9016, loss_cls: 1.0850, loss: 1.0850, grad_norm: 7.4880 2020-10-11 09:50:53,350 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 11:07:17, time: 1.197, data_time: 0.004, memory: 9800, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.2450, loss: 1.2450, grad_norm: 8.0258 2020-10-11 09:50:59,086 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-11 09:51:28,435 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 11:06:46, time: 1.435, data_time: 0.458, memory: 9800, top1_acc: 0.7133, top5_acc: 0.8906, loss_cls: 1.0892, loss: 1.0892, grad_norm: 7.0543 2020-10-11 09:51:50,650 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 11:06:21, time: 1.111, data_time: 0.002, memory: 9800, top1_acc: 0.7008, top5_acc: 0.9000, loss_cls: 1.1114, loss: 1.1114, grad_norm: 7.4548 2020-10-11 09:52:13,626 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 11:05:56, time: 1.147, data_time: 0.006, memory: 9800, top1_acc: 0.6859, top5_acc: 0.8922, loss_cls: 1.1319, loss: 1.1319, grad_norm: 7.4037 2020-10-11 09:52:37,040 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 11:05:32, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.7023, top5_acc: 0.8898, loss_cls: 1.1288, loss: 1.1288, grad_norm: 7.5523 2020-10-11 09:53:00,957 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 11:05:08, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.6930, top5_acc: 0.8828, loss_cls: 1.1430, loss: 1.1430, grad_norm: 7.5102 2020-10-11 09:53:24,152 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 11:04:44, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.7188, top5_acc: 0.9195, loss_cls: 1.0091, loss: 1.0091, grad_norm: 7.3749 2020-10-11 09:53:47,600 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 11:04:19, time: 1.170, data_time: 0.005, memory: 9800, top1_acc: 0.6805, top5_acc: 0.8898, loss_cls: 1.1685, loss: 1.1685, grad_norm: 7.7839 2020-10-11 09:54:11,605 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 11:03:56, time: 1.203, data_time: 0.006, memory: 9800, top1_acc: 0.7258, top5_acc: 0.9062, loss_cls: 1.0436, loss: 1.0436, grad_norm: 7.2642 2020-10-11 09:54:34,275 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 11:03:31, time: 1.133, data_time: 0.002, memory: 9800, top1_acc: 0.7234, top5_acc: 0.9133, loss_cls: 1.0694, loss: 1.0694, grad_norm: 7.6276 2020-10-11 09:54:59,123 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 11:03:08, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.7047, top5_acc: 0.9109, loss_cls: 1.0414, loss: 1.0414, grad_norm: 7.6254 2020-10-11 09:55:22,736 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 11:02:44, time: 1.182, data_time: 0.005, memory: 9800, top1_acc: 0.6867, top5_acc: 0.8891, loss_cls: 1.1506, loss: 1.1506, grad_norm: 7.6579 2020-10-11 09:55:46,776 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 11:02:21, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9047, loss_cls: 1.0253, loss: 1.0253, grad_norm: 7.0050 2020-10-11 09:56:09,827 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 11:01:56, time: 1.154, data_time: 0.005, memory: 9800, top1_acc: 0.7141, top5_acc: 0.8945, loss_cls: 1.0820, loss: 1.0820, grad_norm: 7.3724 2020-10-11 09:56:34,165 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 11:01:33, time: 1.217, data_time: 0.002, memory: 9800, top1_acc: 0.7141, top5_acc: 0.8977, loss_cls: 1.0834, loss: 1.0834, grad_norm: 7.5680 2020-10-11 09:56:58,128 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 11:01:09, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.7133, top5_acc: 0.9000, loss_cls: 1.0853, loss: 1.0853, grad_norm: 7.4937 2020-10-11 09:57:20,490 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 11:00:44, time: 1.117, data_time: 0.007, memory: 9800, top1_acc: 0.7008, top5_acc: 0.8938, loss_cls: 1.1837, loss: 1.1837, grad_norm: 7.7942 2020-10-11 09:57:44,203 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 11:00:20, time: 1.190, data_time: 0.007, memory: 9800, top1_acc: 0.6875, top5_acc: 0.8930, loss_cls: 1.1484, loss: 1.1484, grad_norm: 7.5881 2020-10-11 09:58:07,889 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 10:59:56, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.7031, top5_acc: 0.8898, loss_cls: 1.1610, loss: 1.1610, grad_norm: 7.7186 2020-10-11 09:58:30,728 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 10:59:31, time: 1.142, data_time: 0.002, memory: 9800, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1385, loss: 1.1385, grad_norm: 7.6419 2020-10-11 09:58:55,124 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 10:59:08, time: 1.218, data_time: 0.004, memory: 9800, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.1567, loss: 1.1567, grad_norm: 7.7574 2020-10-11 09:59:19,410 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 10:58:45, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.7039, top5_acc: 0.8906, loss_cls: 1.1481, loss: 1.1481, grad_norm: 7.7966 2020-10-11 09:59:41,848 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 10:58:20, time: 1.124, data_time: 0.005, memory: 9800, top1_acc: 0.7078, top5_acc: 0.8977, loss_cls: 1.1007, loss: 1.1007, grad_norm: 7.7116 2020-10-11 10:00:07,635 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 10:57:58, time: 1.282, data_time: 0.004, memory: 9800, top1_acc: 0.7031, top5_acc: 0.8945, loss_cls: 1.1062, loss: 1.1062, grad_norm: 7.7585 2020-10-11 10:00:30,316 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 10:57:33, time: 1.141, data_time: 0.016, memory: 9800, top1_acc: 0.6906, top5_acc: 0.8789, loss_cls: 1.1744, loss: 1.1744, grad_norm: 7.8964 2020-10-11 10:00:52,987 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 10:57:08, time: 1.132, data_time: 0.005, memory: 9800, top1_acc: 0.7156, top5_acc: 0.8953, loss_cls: 1.1409, loss: 1.1409, grad_norm: 7.5202 2020-10-11 10:01:15,674 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 10:56:43, time: 1.134, data_time: 0.005, memory: 9800, top1_acc: 0.6961, top5_acc: 0.8844, loss_cls: 1.1838, loss: 1.1838, grad_norm: 7.8482 2020-10-11 10:01:39,480 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 10:56:19, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.7063, top5_acc: 0.9023, loss_cls: 1.1198, loss: 1.1198, grad_norm: 7.4191 2020-10-11 10:02:02,829 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 10:55:55, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.6906, top5_acc: 0.8773, loss_cls: 1.1978, loss: 1.1978, grad_norm: 7.8821 2020-10-11 10:02:26,116 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 10:55:31, time: 1.165, data_time: 0.003, memory: 9800, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 1.1463, loss: 1.1463, grad_norm: 7.8120 2020-10-11 10:02:49,149 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 10:55:06, time: 1.150, data_time: 0.004, memory: 9800, top1_acc: 0.7039, top5_acc: 0.8961, loss_cls: 1.0905, loss: 1.0905, grad_norm: 7.5404 2020-10-11 10:03:12,086 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 10:54:41, time: 1.148, data_time: 0.006, memory: 9800, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1240, loss: 1.1240, grad_norm: 7.8334 2020-10-11 10:03:36,507 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 10:54:18, time: 1.221, data_time: 0.002, memory: 9800, top1_acc: 0.6906, top5_acc: 0.8930, loss_cls: 1.1338, loss: 1.1338, grad_norm: 7.7253 2020-10-11 10:03:59,198 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 10:53:53, time: 1.135, data_time: 0.002, memory: 9800, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.1791, loss: 1.1791, grad_norm: 8.0062 2020-10-11 10:04:22,859 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 10:53:29, time: 1.181, data_time: 0.004, memory: 9800, top1_acc: 0.7094, top5_acc: 0.8914, loss_cls: 1.1239, loss: 1.1239, grad_norm: 7.6048 2020-10-11 10:04:46,107 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 10:53:05, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.6742, top5_acc: 0.8820, loss_cls: 1.2207, loss: 1.2207, grad_norm: 8.1023 2020-10-11 10:05:08,629 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 10:52:40, time: 1.126, data_time: 0.004, memory: 9800, top1_acc: 0.6734, top5_acc: 0.8820, loss_cls: 1.2446, loss: 1.2446, grad_norm: 8.0727 2020-10-11 10:05:32,892 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 10:52:17, time: 1.213, data_time: 0.002, memory: 9800, top1_acc: 0.7109, top5_acc: 0.8953, loss_cls: 1.1026, loss: 1.1026, grad_norm: 7.5594 2020-10-11 10:05:55,917 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 10:51:52, time: 1.147, data_time: 0.005, memory: 9800, top1_acc: 0.6945, top5_acc: 0.8812, loss_cls: 1.1427, loss: 1.1427, grad_norm: 7.7334 2020-10-11 10:06:19,242 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 10:51:28, time: 1.167, data_time: 0.007, memory: 9800, top1_acc: 0.6953, top5_acc: 0.8820, loss_cls: 1.1813, loss: 1.1813, grad_norm: 7.9344 2020-10-11 10:06:42,001 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 10:51:03, time: 1.142, data_time: 0.007, memory: 9800, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.1422, loss: 1.1422, grad_norm: 7.6383 2020-10-11 10:07:05,196 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 10:50:39, time: 1.160, data_time: 0.005, memory: 9800, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1183, loss: 1.1183, grad_norm: 7.7084 2020-10-11 10:07:28,837 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 10:50:15, time: 1.182, data_time: 0.002, memory: 9800, top1_acc: 0.7070, top5_acc: 0.9086, loss_cls: 1.1054, loss: 1.1054, grad_norm: 7.8278 2020-10-11 10:07:52,181 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 10:49:50, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9148, loss_cls: 1.0825, loss: 1.0825, grad_norm: 7.5655 2020-10-11 10:08:15,328 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 10:49:26, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.7023, top5_acc: 0.8812, loss_cls: 1.1667, loss: 1.1667, grad_norm: 7.7774 2020-10-11 10:08:38,444 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 10:49:02, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.7000, top5_acc: 0.9078, loss_cls: 1.1223, loss: 1.1223, grad_norm: 7.9443 2020-10-11 10:09:02,269 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 10:48:38, time: 1.190, data_time: 0.004, memory: 9800, top1_acc: 0.7125, top5_acc: 0.8820, loss_cls: 1.1566, loss: 1.1566, grad_norm: 7.8029 2020-10-11 10:09:24,878 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 10:48:13, time: 1.132, data_time: 0.005, memory: 9800, top1_acc: 0.6992, top5_acc: 0.8891, loss_cls: 1.1514, loss: 1.1514, grad_norm: 7.8083 2020-10-11 10:09:48,403 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 10:47:49, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.7086, top5_acc: 0.8961, loss_cls: 1.1196, loss: 1.1196, grad_norm: 7.3988 2020-10-11 10:10:12,275 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 10:47:25, time: 1.195, data_time: 0.007, memory: 9800, top1_acc: 0.6828, top5_acc: 0.8914, loss_cls: 1.1612, loss: 1.1612, grad_norm: 8.0344 2020-10-11 10:10:35,348 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 10:47:01, time: 1.156, data_time: 0.005, memory: 9800, top1_acc: 0.7273, top5_acc: 0.9008, loss_cls: 1.0811, loss: 1.0811, grad_norm: 7.5587 2020-10-11 10:10:58,433 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 10:46:36, time: 1.153, data_time: 0.005, memory: 9800, top1_acc: 0.7094, top5_acc: 0.8867, loss_cls: 1.1515, loss: 1.1515, grad_norm: 7.6135 2020-10-11 10:11:21,493 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 10:46:12, time: 1.153, data_time: 0.005, memory: 9800, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0657, loss: 1.0657, grad_norm: 7.3590 2020-10-11 10:11:45,151 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 10:45:48, time: 1.183, data_time: 0.005, memory: 9800, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1582, loss: 1.1582, grad_norm: 7.9569 2020-10-11 10:12:09,549 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 10:45:25, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.7047, top5_acc: 0.9008, loss_cls: 1.1289, loss: 1.1289, grad_norm: 7.5563 2020-10-11 10:12:31,474 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 10:44:59, time: 1.098, data_time: 0.004, memory: 9800, top1_acc: 0.7250, top5_acc: 0.9219, loss_cls: 0.9737, loss: 0.9737, grad_norm: 7.3236 2020-10-11 10:12:54,665 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 10:44:35, time: 1.156, data_time: 0.005, memory: 9800, top1_acc: 0.7352, top5_acc: 0.8977, loss_cls: 1.0360, loss: 1.0360, grad_norm: 7.8354 2020-10-11 10:13:18,495 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 10:44:11, time: 1.195, data_time: 0.007, memory: 9800, top1_acc: 0.7148, top5_acc: 0.8875, loss_cls: 1.1629, loss: 1.1629, grad_norm: 7.9849 2020-10-11 10:13:41,618 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 10:43:46, time: 1.156, data_time: 0.002, memory: 9800, top1_acc: 0.7055, top5_acc: 0.9023, loss_cls: 1.1501, loss: 1.1501, grad_norm: 7.7487 2020-10-11 10:14:05,870 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 10:43:23, time: 1.212, data_time: 0.002, memory: 9800, top1_acc: 0.7125, top5_acc: 0.9016, loss_cls: 1.0661, loss: 1.0661, grad_norm: 7.6127 2020-10-11 10:14:29,296 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 10:42:59, time: 1.172, data_time: 0.002, memory: 9800, top1_acc: 0.6930, top5_acc: 0.8969, loss_cls: 1.1592, loss: 1.1592, grad_norm: 7.8088 2020-10-11 10:14:51,782 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 10:42:34, time: 1.123, data_time: 0.005, memory: 9800, top1_acc: 0.7031, top5_acc: 0.9070, loss_cls: 1.0986, loss: 1.0986, grad_norm: 7.8793 2020-10-11 10:15:16,125 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 10:42:11, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.6992, top5_acc: 0.9039, loss_cls: 1.0901, loss: 1.0901, grad_norm: 7.8952 2020-10-11 10:15:38,706 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 10:41:46, time: 1.131, data_time: 0.005, memory: 9800, top1_acc: 0.6992, top5_acc: 0.8922, loss_cls: 1.1389, loss: 1.1389, grad_norm: 7.9567 2020-10-11 10:16:02,464 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 10:41:22, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.7070, top5_acc: 0.8852, loss_cls: 1.1407, loss: 1.1407, grad_norm: 8.0002 2020-10-11 10:16:25,461 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 10:40:57, time: 1.152, data_time: 0.006, memory: 9800, top1_acc: 0.7102, top5_acc: 0.9000, loss_cls: 1.1113, loss: 1.1113, grad_norm: 7.9088 2020-10-11 10:16:48,368 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 10:40:33, time: 1.144, data_time: 0.005, memory: 9800, top1_acc: 0.7055, top5_acc: 0.8930, loss_cls: 1.1231, loss: 1.1231, grad_norm: 8.0416 2020-10-11 10:17:11,073 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 10:40:08, time: 1.136, data_time: 0.005, memory: 9800, top1_acc: 0.7047, top5_acc: 0.8914, loss_cls: 1.1274, loss: 1.1274, grad_norm: 7.9013 2020-10-11 10:17:16,682 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-10-11 10:17:48,381 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 10:39:39, time: 1.541, data_time: 0.611, memory: 9800, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 1.0890, loss: 1.0890, grad_norm: 7.4653 2020-10-11 10:18:10,500 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 10:39:14, time: 1.106, data_time: 0.002, memory: 9800, top1_acc: 0.7063, top5_acc: 0.8891, loss_cls: 1.1040, loss: 1.1040, grad_norm: 7.6390 2020-10-11 10:18:32,518 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 10:38:48, time: 1.099, data_time: 0.002, memory: 9800, top1_acc: 0.7359, top5_acc: 0.8992, loss_cls: 1.0573, loss: 1.0573, grad_norm: 7.5747 2020-10-11 10:18:56,546 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 10:38:25, time: 1.201, data_time: 0.007, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9055, loss_cls: 1.0521, loss: 1.0521, grad_norm: 7.4701 2020-10-11 10:19:19,650 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 10:38:00, time: 1.155, data_time: 0.005, memory: 9800, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1241, loss: 1.1241, grad_norm: 7.7805 2020-10-11 10:19:42,263 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 10:37:36, time: 1.132, data_time: 0.005, memory: 9800, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.0989, loss: 1.0989, grad_norm: 7.8723 2020-10-11 10:20:06,122 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 10:37:12, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.7070, top5_acc: 0.8938, loss_cls: 1.1091, loss: 1.1091, grad_norm: 7.7764 2020-10-11 10:20:28,857 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 10:36:47, time: 1.135, data_time: 0.002, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9039, loss_cls: 1.0889, loss: 1.0889, grad_norm: 7.6510 2020-10-11 10:20:51,958 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 10:36:23, time: 1.156, data_time: 0.005, memory: 9800, top1_acc: 0.7141, top5_acc: 0.9062, loss_cls: 1.0963, loss: 1.0963, grad_norm: 7.9038 2020-10-11 10:21:15,639 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 10:35:59, time: 1.182, data_time: 0.002, memory: 9800, top1_acc: 0.7008, top5_acc: 0.8836, loss_cls: 1.1476, loss: 1.1476, grad_norm: 7.9127 2020-10-11 10:21:38,809 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 10:35:34, time: 1.159, data_time: 0.005, memory: 9800, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.0912, loss: 1.0912, grad_norm: 7.8363 2020-10-11 10:22:02,139 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 10:35:10, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9109, loss_cls: 1.0305, loss: 1.0305, grad_norm: 7.8342 2020-10-11 10:22:25,710 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 10:34:46, time: 1.179, data_time: 0.002, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9031, loss_cls: 1.1064, loss: 1.1064, grad_norm: 7.8075 2020-10-11 10:22:48,193 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 10:34:21, time: 1.123, data_time: 0.006, memory: 9800, top1_acc: 0.7297, top5_acc: 0.9062, loss_cls: 1.0504, loss: 1.0504, grad_norm: 7.8220 2020-10-11 10:23:12,120 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 10:33:58, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9133, loss_cls: 0.9766, loss: 0.9766, grad_norm: 7.5470 2020-10-11 10:23:34,952 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 10:33:33, time: 1.141, data_time: 0.002, memory: 9800, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.1675, loss: 1.1675, grad_norm: 7.9213 2020-10-11 10:23:58,441 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 10:33:09, time: 1.175, data_time: 0.002, memory: 9800, top1_acc: 0.7164, top5_acc: 0.9109, loss_cls: 1.0448, loss: 1.0448, grad_norm: 7.7477 2020-10-11 10:24:21,861 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 10:32:45, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.7117, top5_acc: 0.9023, loss_cls: 1.0709, loss: 1.0709, grad_norm: 7.6956 2020-10-11 10:24:44,667 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 10:32:20, time: 1.143, data_time: 0.006, memory: 9800, top1_acc: 0.6984, top5_acc: 0.9055, loss_cls: 1.0925, loss: 1.0925, grad_norm: 7.8915 2020-10-11 10:25:08,147 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 10:31:56, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.7164, top5_acc: 0.9039, loss_cls: 1.0497, loss: 1.0497, grad_norm: 7.7738 2020-10-11 10:25:30,612 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 10:31:31, time: 1.123, data_time: 0.002, memory: 9800, top1_acc: 0.7063, top5_acc: 0.8953, loss_cls: 1.1027, loss: 1.1027, grad_norm: 7.8792 2020-10-11 10:25:55,162 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 10:31:08, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1457, loss: 1.1457, grad_norm: 8.2032 2020-10-11 10:26:17,263 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 10:30:43, time: 1.107, data_time: 0.005, memory: 9800, top1_acc: 0.7008, top5_acc: 0.9008, loss_cls: 1.1226, loss: 1.1226, grad_norm: 8.2748 2020-10-11 10:26:40,979 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 10:30:19, time: 1.186, data_time: 0.002, memory: 9800, top1_acc: 0.7094, top5_acc: 0.8891, loss_cls: 1.1077, loss: 1.1077, grad_norm: 7.7392 2020-10-11 10:27:04,334 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 10:29:55, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9016, loss_cls: 1.0707, loss: 1.0707, grad_norm: 7.6333 2020-10-11 10:27:27,508 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 10:29:30, time: 1.160, data_time: 0.005, memory: 9800, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.1450, loss: 1.1450, grad_norm: 7.9821 2020-10-11 10:27:51,071 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 10:29:06, time: 1.178, data_time: 0.002, memory: 9800, top1_acc: 0.7273, top5_acc: 0.8938, loss_cls: 1.1047, loss: 1.1047, grad_norm: 7.7174 2020-10-11 10:28:14,386 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 10:28:42, time: 1.164, data_time: 0.004, memory: 9800, top1_acc: 0.6930, top5_acc: 0.8961, loss_cls: 1.0932, loss: 1.0932, grad_norm: 7.9151 2020-10-11 10:28:37,945 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 10:28:18, time: 1.179, data_time: 0.005, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9000, loss_cls: 1.0385, loss: 1.0385, grad_norm: 7.4220 2020-10-11 10:29:01,769 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 10:27:54, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.6977, top5_acc: 0.9062, loss_cls: 1.0733, loss: 1.0733, grad_norm: 8.0933 2020-10-11 10:29:24,393 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 10:27:29, time: 1.134, data_time: 0.006, memory: 9800, top1_acc: 0.7164, top5_acc: 0.8984, loss_cls: 1.0748, loss: 1.0748, grad_norm: 7.6816 2020-10-11 10:29:47,650 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 10:27:05, time: 1.163, data_time: 0.002, memory: 9800, top1_acc: 0.6937, top5_acc: 0.8859, loss_cls: 1.1701, loss: 1.1701, grad_norm: 8.1080 2020-10-11 10:30:10,983 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 10:26:41, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.7125, top5_acc: 0.8867, loss_cls: 1.1045, loss: 1.1045, grad_norm: 7.7864 2020-10-11 10:30:34,463 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 10:26:17, time: 1.174, data_time: 0.002, memory: 9800, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.1931, loss: 1.1931, grad_norm: 8.0025 2020-10-11 10:30:57,267 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 10:25:52, time: 1.139, data_time: 0.005, memory: 9800, top1_acc: 0.7141, top5_acc: 0.9016, loss_cls: 1.0969, loss: 1.0969, grad_norm: 7.8055 2020-10-11 10:31:20,354 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 10:25:28, time: 1.154, data_time: 0.005, memory: 9800, top1_acc: 0.7328, top5_acc: 0.9070, loss_cls: 1.0218, loss: 1.0218, grad_norm: 7.5381 2020-10-11 10:31:44,120 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 10:25:04, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.7219, top5_acc: 0.9008, loss_cls: 1.0724, loss: 1.0724, grad_norm: 8.0002 2020-10-11 10:32:07,455 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 10:24:40, time: 1.167, data_time: 0.004, memory: 9800, top1_acc: 0.7164, top5_acc: 0.9055, loss_cls: 1.0766, loss: 1.0766, grad_norm: 7.8641 2020-10-11 10:32:30,768 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 10:24:16, time: 1.165, data_time: 0.002, memory: 9800, top1_acc: 0.7070, top5_acc: 0.9000, loss_cls: 1.1170, loss: 1.1170, grad_norm: 7.9338 2020-10-11 10:32:54,061 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 10:23:52, time: 1.165, data_time: 0.004, memory: 9800, top1_acc: 0.7016, top5_acc: 0.9016, loss_cls: 1.0944, loss: 1.0944, grad_norm: 7.7462 2020-10-11 10:33:17,659 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 10:23:28, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 1.0444, loss: 1.0444, grad_norm: 7.7476 2020-10-11 10:33:41,695 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 10:23:04, time: 1.202, data_time: 0.002, memory: 9800, top1_acc: 0.7227, top5_acc: 0.9023, loss_cls: 1.0745, loss: 1.0745, grad_norm: 7.7452 2020-10-11 10:34:04,510 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 10:22:39, time: 1.140, data_time: 0.002, memory: 9800, top1_acc: 0.6969, top5_acc: 0.8930, loss_cls: 1.1457, loss: 1.1457, grad_norm: 7.8895 2020-10-11 10:34:27,814 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 10:22:15, time: 1.165, data_time: 0.004, memory: 9800, top1_acc: 0.6695, top5_acc: 0.8867, loss_cls: 1.1847, loss: 1.1847, grad_norm: 8.2513 2020-10-11 10:34:51,346 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 10:21:51, time: 1.176, data_time: 0.006, memory: 9800, top1_acc: 0.6984, top5_acc: 0.8906, loss_cls: 1.1492, loss: 1.1492, grad_norm: 7.9735 2020-10-11 10:35:15,109 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 10:21:27, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.7148, top5_acc: 0.8977, loss_cls: 1.0904, loss: 1.0904, grad_norm: 7.7409 2020-10-11 10:35:38,263 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 10:21:03, time: 1.159, data_time: 0.005, memory: 9800, top1_acc: 0.6992, top5_acc: 0.8969, loss_cls: 1.1402, loss: 1.1402, grad_norm: 7.8876 2020-10-11 10:36:01,509 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 10:20:39, time: 1.161, data_time: 0.006, memory: 9800, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0573, loss: 1.0573, grad_norm: 7.7126 2020-10-11 10:36:24,369 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 10:20:14, time: 1.145, data_time: 0.005, memory: 9800, top1_acc: 0.6875, top5_acc: 0.8953, loss_cls: 1.1780, loss: 1.1780, grad_norm: 8.1441 2020-10-11 10:36:47,527 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 10:19:50, time: 1.156, data_time: 0.004, memory: 9800, top1_acc: 0.7164, top5_acc: 0.8906, loss_cls: 1.1015, loss: 1.1015, grad_norm: 7.7123 2020-10-11 10:37:11,128 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 10:19:26, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.7242, top5_acc: 0.9156, loss_cls: 1.0380, loss: 1.0380, grad_norm: 7.5714 2020-10-11 10:37:34,492 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 10:19:02, time: 1.168, data_time: 0.002, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9078, loss_cls: 1.0655, loss: 1.0655, grad_norm: 8.0560 2020-10-11 10:37:58,088 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 10:18:38, time: 1.178, data_time: 0.004, memory: 9800, top1_acc: 0.7000, top5_acc: 0.8930, loss_cls: 1.1425, loss: 1.1425, grad_norm: 8.1959 2020-10-11 10:38:22,352 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 10:18:15, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.0689, loss: 1.0689, grad_norm: 7.7751 2020-10-11 10:38:45,926 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 10:17:51, time: 1.180, data_time: 0.005, memory: 9800, top1_acc: 0.7141, top5_acc: 0.8977, loss_cls: 1.0629, loss: 1.0629, grad_norm: 7.8674 2020-10-11 10:39:09,413 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 10:17:27, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.7242, top5_acc: 0.8992, loss_cls: 1.0705, loss: 1.0705, grad_norm: 7.5833 2020-10-11 10:39:32,057 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 10:17:02, time: 1.132, data_time: 0.002, memory: 9800, top1_acc: 0.7109, top5_acc: 0.8930, loss_cls: 1.1414, loss: 1.1414, grad_norm: 8.2812 2020-10-11 10:39:54,828 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 10:16:37, time: 1.137, data_time: 0.004, memory: 9800, top1_acc: 0.6781, top5_acc: 0.8961, loss_cls: 1.1714, loss: 1.1714, grad_norm: 8.5311 2020-10-11 10:40:18,158 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 10:16:13, time: 1.166, data_time: 0.005, memory: 9800, top1_acc: 0.6953, top5_acc: 0.8961, loss_cls: 1.1336, loss: 1.1336, grad_norm: 7.7486 2020-10-11 10:40:42,965 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 10:15:50, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.7055, top5_acc: 0.8930, loss_cls: 1.1219, loss: 1.1219, grad_norm: 7.9626 2020-10-11 10:41:05,743 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 10:15:26, time: 1.139, data_time: 0.005, memory: 9800, top1_acc: 0.7125, top5_acc: 0.8852, loss_cls: 1.1260, loss: 1.1260, grad_norm: 7.9840 2020-10-11 10:41:28,546 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 10:15:01, time: 1.140, data_time: 0.002, memory: 9800, top1_acc: 0.7000, top5_acc: 0.8852, loss_cls: 1.1385, loss: 1.1385, grad_norm: 8.3353 2020-10-11 10:41:52,336 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 10:14:37, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.7117, top5_acc: 0.9000, loss_cls: 1.0648, loss: 1.0648, grad_norm: 8.0787 2020-10-11 10:42:15,010 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 10:14:12, time: 1.134, data_time: 0.005, memory: 9800, top1_acc: 0.7063, top5_acc: 0.8891, loss_cls: 1.1528, loss: 1.1528, grad_norm: 7.7291 2020-10-11 10:42:38,702 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 10:13:49, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1084, loss: 1.1084, grad_norm: 7.8816 2020-10-11 10:43:01,753 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 10:13:24, time: 1.150, data_time: 0.005, memory: 9800, top1_acc: 0.7047, top5_acc: 0.9000, loss_cls: 1.0953, loss: 1.0953, grad_norm: 8.0516 2020-10-11 10:43:25,492 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 10:13:00, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.7039, top5_acc: 0.8883, loss_cls: 1.1557, loss: 1.1557, grad_norm: 8.0743 2020-10-11 10:43:30,267 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-10-11 10:43:59,202 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 10:12:29, time: 1.414, data_time: 0.442, memory: 9800, top1_acc: 0.7086, top5_acc: 0.8992, loss_cls: 1.0749, loss: 1.0749, grad_norm: 7.4655 2020-10-11 10:44:21,425 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 10:12:04, time: 1.113, data_time: 0.006, memory: 9800, top1_acc: 0.7227, top5_acc: 0.8984, loss_cls: 1.0434, loss: 1.0434, grad_norm: 7.8911 2020-10-11 10:44:44,710 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 10:11:40, time: 1.164, data_time: 0.006, memory: 9800, top1_acc: 0.7148, top5_acc: 0.9031, loss_cls: 1.0740, loss: 1.0740, grad_norm: 7.8438 2020-10-11 10:45:07,688 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 10:11:16, time: 1.149, data_time: 0.004, memory: 9800, top1_acc: 0.7141, top5_acc: 0.9039, loss_cls: 1.0754, loss: 1.0754, grad_norm: 8.1163 2020-10-11 10:45:30,771 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 10:10:51, time: 1.154, data_time: 0.002, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9219, loss_cls: 0.9863, loss: 0.9863, grad_norm: 7.7823 2020-10-11 10:45:54,859 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 10:10:28, time: 1.204, data_time: 0.006, memory: 9800, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.0868, loss: 1.0868, grad_norm: 8.0964 2020-10-11 10:46:17,212 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 10:10:03, time: 1.109, data_time: 0.002, memory: 9800, top1_acc: 0.7023, top5_acc: 0.9078, loss_cls: 1.0854, loss: 1.0854, grad_norm: 7.9532 2020-10-11 10:46:40,513 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 10:09:39, time: 1.174, data_time: 0.013, memory: 9800, top1_acc: 0.7086, top5_acc: 0.8938, loss_cls: 1.1011, loss: 1.1011, grad_norm: 8.1600 2020-10-11 10:47:03,148 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 10:09:14, time: 1.130, data_time: 0.005, memory: 9800, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1365, loss: 1.1365, grad_norm: 8.0428 2020-10-11 10:47:26,254 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 10:08:50, time: 1.156, data_time: 0.005, memory: 9800, top1_acc: 0.7164, top5_acc: 0.9055, loss_cls: 1.0670, loss: 1.0670, grad_norm: 7.9711 2020-10-11 10:47:49,831 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 10:08:26, time: 1.178, data_time: 0.006, memory: 9800, top1_acc: 0.7164, top5_acc: 0.9094, loss_cls: 1.0627, loss: 1.0627, grad_norm: 8.2906 2020-10-11 10:48:13,304 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 10:08:02, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.7078, top5_acc: 0.9078, loss_cls: 1.1060, loss: 1.1060, grad_norm: 8.0504 2020-10-11 10:48:36,460 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 10:07:37, time: 1.159, data_time: 0.002, memory: 9800, top1_acc: 0.7211, top5_acc: 0.8961, loss_cls: 1.0715, loss: 1.0715, grad_norm: 8.0919 2020-10-11 10:48:59,891 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 10:07:13, time: 1.172, data_time: 0.002, memory: 9800, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.0953, loss: 1.0953, grad_norm: 8.0691 2020-10-11 10:49:22,757 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 10:06:49, time: 1.143, data_time: 0.005, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9148, loss_cls: 1.0266, loss: 1.0266, grad_norm: 7.7734 2020-10-11 10:49:46,452 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 10:06:25, time: 1.185, data_time: 0.002, memory: 9800, top1_acc: 0.7141, top5_acc: 0.8961, loss_cls: 1.1203, loss: 1.1203, grad_norm: 8.0901 2020-10-11 10:50:09,450 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 10:06:01, time: 1.149, data_time: 0.006, memory: 9800, top1_acc: 0.7109, top5_acc: 0.9125, loss_cls: 1.0428, loss: 1.0428, grad_norm: 7.7939 2020-10-11 10:50:32,665 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 10:05:36, time: 1.162, data_time: 0.003, memory: 9800, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.1718, loss: 1.1718, grad_norm: 8.1653 2020-10-11 10:50:56,736 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 10:05:13, time: 1.204, data_time: 0.002, memory: 9800, top1_acc: 0.6977, top5_acc: 0.8969, loss_cls: 1.1142, loss: 1.1142, grad_norm: 8.1972 2020-10-11 10:51:20,030 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 10:04:49, time: 1.161, data_time: 0.005, memory: 9800, top1_acc: 0.7297, top5_acc: 0.9016, loss_cls: 1.0515, loss: 1.0515, grad_norm: 8.1063 2020-10-11 10:51:43,669 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 10:04:25, time: 1.185, data_time: 0.006, memory: 9800, top1_acc: 0.6937, top5_acc: 0.8867, loss_cls: 1.1546, loss: 1.1546, grad_norm: 8.5143 2020-10-11 10:52:06,861 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 10:04:01, time: 1.160, data_time: 0.002, memory: 9800, top1_acc: 0.7141, top5_acc: 0.8938, loss_cls: 1.0760, loss: 1.0760, grad_norm: 8.2113 2020-10-11 10:52:29,549 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 10:03:36, time: 1.134, data_time: 0.002, memory: 9800, top1_acc: 0.7023, top5_acc: 0.9062, loss_cls: 1.0876, loss: 1.0876, grad_norm: 8.4339 2020-10-11 10:52:52,481 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 10:03:11, time: 1.146, data_time: 0.005, memory: 9800, top1_acc: 0.7000, top5_acc: 0.8977, loss_cls: 1.0711, loss: 1.0711, grad_norm: 8.1426 2020-10-11 10:53:16,202 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 10:02:48, time: 1.185, data_time: 0.002, memory: 9800, top1_acc: 0.7266, top5_acc: 0.9023, loss_cls: 1.0640, loss: 1.0640, grad_norm: 8.1660 2020-10-11 10:53:38,724 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 10:02:23, time: 1.128, data_time: 0.005, memory: 9800, top1_acc: 0.7141, top5_acc: 0.9102, loss_cls: 1.0462, loss: 1.0462, grad_norm: 8.0406 2020-10-11 10:54:02,898 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 10:01:59, time: 1.209, data_time: 0.002, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9016, loss_cls: 1.0289, loss: 1.0289, grad_norm: 7.6574 2020-10-11 10:54:26,001 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 10:01:35, time: 1.153, data_time: 0.005, memory: 9800, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0633, loss: 1.0633, grad_norm: 7.8030 2020-10-11 10:54:49,706 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 10:01:11, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.6836, top5_acc: 0.8852, loss_cls: 1.1504, loss: 1.1504, grad_norm: 8.3770 2020-10-11 10:55:11,832 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 10:00:46, time: 1.106, data_time: 0.005, memory: 9800, top1_acc: 0.7227, top5_acc: 0.9078, loss_cls: 1.0005, loss: 1.0005, grad_norm: 8.1032 2020-10-11 10:55:35,752 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 10:00:23, time: 1.196, data_time: 0.002, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9070, loss_cls: 1.0454, loss: 1.0454, grad_norm: 8.0722 2020-10-11 10:55:58,927 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 9:59:58, time: 1.159, data_time: 0.002, memory: 9800, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1346, loss: 1.1346, grad_norm: 8.1753 2020-10-11 10:56:22,091 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 9:59:34, time: 1.156, data_time: 0.004, memory: 9800, top1_acc: 0.7164, top5_acc: 0.9062, loss_cls: 1.0454, loss: 1.0454, grad_norm: 7.7677 2020-10-11 10:56:45,009 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 9:59:10, time: 1.148, data_time: 0.005, memory: 9800, top1_acc: 0.7273, top5_acc: 0.9211, loss_cls: 0.9755, loss: 0.9755, grad_norm: 7.9997 2020-10-11 10:57:08,451 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 9:58:46, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.7086, top5_acc: 0.8922, loss_cls: 1.1055, loss: 1.1055, grad_norm: 8.2124 2020-10-11 10:57:31,144 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 9:58:21, time: 1.135, data_time: 0.002, memory: 9800, top1_acc: 0.7172, top5_acc: 0.8953, loss_cls: 1.0913, loss: 1.0913, grad_norm: 8.1987 2020-10-11 10:57:54,244 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 9:57:57, time: 1.153, data_time: 0.004, memory: 9800, top1_acc: 0.7102, top5_acc: 0.8984, loss_cls: 1.0965, loss: 1.0965, grad_norm: 8.1401 2020-10-11 10:58:18,562 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 9:57:33, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.7133, top5_acc: 0.8906, loss_cls: 1.1176, loss: 1.1176, grad_norm: 8.4009 2020-10-11 10:58:40,973 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 9:57:08, time: 1.121, data_time: 0.002, memory: 9800, top1_acc: 0.6992, top5_acc: 0.8977, loss_cls: 1.1426, loss: 1.1426, grad_norm: 8.5095 2020-10-11 10:59:05,244 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 9:56:45, time: 1.214, data_time: 0.004, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9000, loss_cls: 1.0703, loss: 1.0703, grad_norm: 8.2596 2020-10-11 10:59:27,385 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 9:56:20, time: 1.107, data_time: 0.002, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9031, loss_cls: 1.0798, loss: 1.0798, grad_norm: 8.2230 2020-10-11 10:59:51,002 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 9:55:56, time: 1.179, data_time: 0.005, memory: 9800, top1_acc: 0.7109, top5_acc: 0.8953, loss_cls: 1.0657, loss: 1.0657, grad_norm: 8.1827 2020-10-11 11:00:15,297 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 9:55:33, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.7016, top5_acc: 0.8930, loss_cls: 1.1143, loss: 1.1143, grad_norm: 8.3879 2020-10-11 11:00:37,533 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 9:55:08, time: 1.118, data_time: 0.018, memory: 9800, top1_acc: 0.7023, top5_acc: 0.8984, loss_cls: 1.1000, loss: 1.1000, grad_norm: 8.4569 2020-10-11 11:01:00,676 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 9:54:43, time: 1.156, data_time: 0.006, memory: 9800, top1_acc: 0.7289, top5_acc: 0.9008, loss_cls: 1.0918, loss: 1.0918, grad_norm: 8.0843 2020-10-11 11:01:23,802 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 9:54:19, time: 1.158, data_time: 0.005, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9102, loss_cls: 1.0453, loss: 1.0453, grad_norm: 8.2033 2020-10-11 11:01:47,006 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 9:53:55, time: 1.159, data_time: 0.004, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9070, loss_cls: 1.0104, loss: 1.0104, grad_norm: 7.8204 2020-10-11 11:02:10,676 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 9:53:31, time: 1.185, data_time: 0.005, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9117, loss_cls: 1.0289, loss: 1.0289, grad_norm: 8.1414 2020-10-11 11:02:32,635 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 9:53:06, time: 1.098, data_time: 0.002, memory: 9800, top1_acc: 0.7125, top5_acc: 0.8930, loss_cls: 1.0843, loss: 1.0843, grad_norm: 8.3862 2020-10-11 11:02:55,943 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 9:52:42, time: 1.164, data_time: 0.004, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9172, loss_cls: 1.0389, loss: 1.0389, grad_norm: 8.0344 2020-10-11 11:03:19,323 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 9:52:18, time: 1.167, data_time: 0.005, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9148, loss_cls: 1.0059, loss: 1.0059, grad_norm: 7.8482 2020-10-11 11:03:42,664 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 9:51:54, time: 1.169, data_time: 0.007, memory: 9800, top1_acc: 0.7258, top5_acc: 0.9078, loss_cls: 1.0472, loss: 1.0472, grad_norm: 8.3001 2020-10-11 11:04:05,553 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 9:51:29, time: 1.146, data_time: 0.005, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9047, loss_cls: 1.0325, loss: 1.0325, grad_norm: 7.9804 2020-10-11 11:04:29,664 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 9:51:06, time: 1.206, data_time: 0.002, memory: 9800, top1_acc: 0.6984, top5_acc: 0.8984, loss_cls: 1.1385, loss: 1.1385, grad_norm: 8.5309 2020-10-11 11:04:52,134 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 9:50:41, time: 1.122, data_time: 0.004, memory: 9800, top1_acc: 0.7195, top5_acc: 0.8992, loss_cls: 1.0918, loss: 1.0918, grad_norm: 8.2886 2020-10-11 11:05:16,122 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 9:50:17, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.7258, top5_acc: 0.9016, loss_cls: 1.0611, loss: 1.0611, grad_norm: 8.0897 2020-10-11 11:05:39,440 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 9:49:53, time: 1.168, data_time: 0.006, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9078, loss_cls: 1.0665, loss: 1.0665, grad_norm: 8.0971 2020-10-11 11:06:02,607 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 9:49:29, time: 1.157, data_time: 0.005, memory: 9800, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1504, loss: 1.1504, grad_norm: 8.6810 2020-10-11 11:06:26,074 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 9:49:05, time: 1.174, data_time: 0.005, memory: 9800, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.0993, loss: 1.0993, grad_norm: 8.4143 2020-10-11 11:06:50,249 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 9:48:42, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.7141, top5_acc: 0.8961, loss_cls: 1.0831, loss: 1.0831, grad_norm: 8.2277 2020-10-11 11:07:13,017 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 9:48:17, time: 1.140, data_time: 0.005, memory: 9800, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.0911, loss: 1.0911, grad_norm: 8.4289 2020-10-11 11:07:36,687 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 9:47:53, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.7312, top5_acc: 0.8969, loss_cls: 1.0595, loss: 1.0595, grad_norm: 7.8419 2020-10-11 11:07:59,906 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 9:47:29, time: 1.159, data_time: 0.005, memory: 9800, top1_acc: 0.7008, top5_acc: 0.8930, loss_cls: 1.1372, loss: 1.1372, grad_norm: 8.3986 2020-10-11 11:08:24,426 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 9:47:06, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 1.0774, loss: 1.0774, grad_norm: 8.3796 2020-10-11 11:08:48,373 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 9:46:42, time: 1.196, data_time: 0.004, memory: 9800, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1128, loss: 1.1128, grad_norm: 8.1108 2020-10-11 11:09:11,823 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 9:46:18, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.7414, top5_acc: 0.9125, loss_cls: 0.9948, loss: 0.9948, grad_norm: 7.6771 2020-10-11 11:09:35,845 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 9:45:55, time: 1.202, data_time: 0.003, memory: 9800, top1_acc: 0.7219, top5_acc: 0.8953, loss_cls: 1.0953, loss: 1.0953, grad_norm: 8.1113 2020-10-11 11:09:40,705 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-10-11 11:10:12,300 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 9:45:26, time: 1.537, data_time: 0.632, memory: 9800, top1_acc: 0.7203, top5_acc: 0.9023, loss_cls: 1.0932, loss: 1.0932, grad_norm: 7.8610 2020-10-11 11:10:34,849 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 9:45:01, time: 1.130, data_time: 0.005, memory: 9800, top1_acc: 0.7219, top5_acc: 0.9070, loss_cls: 1.0403, loss: 1.0403, grad_norm: 8.1588 2020-10-11 11:10:57,985 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 9:44:37, time: 1.155, data_time: 0.005, memory: 9800, top1_acc: 0.7047, top5_acc: 0.9078, loss_cls: 1.0542, loss: 1.0542, grad_norm: 8.3396 2020-10-11 11:11:22,066 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 9:44:13, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.7086, top5_acc: 0.9102, loss_cls: 1.0484, loss: 1.0484, grad_norm: 8.3160 2020-10-11 11:11:45,529 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 9:43:49, time: 1.172, data_time: 0.003, memory: 9800, top1_acc: 0.7070, top5_acc: 0.8984, loss_cls: 1.0962, loss: 1.0962, grad_norm: 8.5429 2020-10-11 11:12:09,146 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 9:43:26, time: 1.182, data_time: 0.005, memory: 9800, top1_acc: 0.7258, top5_acc: 0.9141, loss_cls: 1.0235, loss: 1.0235, grad_norm: 8.0462 2020-10-11 11:12:33,955 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 9:43:03, time: 1.241, data_time: 0.002, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9031, loss_cls: 1.0701, loss: 1.0701, grad_norm: 8.3376 2020-10-11 11:12:58,575 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 9:42:40, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9039, loss_cls: 1.0492, loss: 1.0492, grad_norm: 8.3082 2020-10-11 11:13:21,162 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 9:42:15, time: 1.129, data_time: 0.005, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9055, loss_cls: 1.0037, loss: 1.0037, grad_norm: 7.9777 2020-10-11 11:13:44,927 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 9:41:51, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.7281, top5_acc: 0.9086, loss_cls: 1.0073, loss: 1.0073, grad_norm: 8.2209 2020-10-11 11:14:09,386 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 9:41:28, time: 1.223, data_time: 0.002, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9086, loss_cls: 1.0236, loss: 1.0236, grad_norm: 8.2376 2020-10-11 11:14:34,016 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 9:41:05, time: 1.232, data_time: 0.002, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9016, loss_cls: 1.0773, loss: 1.0773, grad_norm: 8.1985 2020-10-11 11:14:58,339 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 9:40:42, time: 1.216, data_time: 0.004, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9023, loss_cls: 1.0389, loss: 1.0389, grad_norm: 8.1513 2020-10-11 11:15:21,734 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 9:40:17, time: 1.169, data_time: 0.002, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.0488, loss: 1.0488, grad_norm: 8.4626 2020-10-11 11:15:45,632 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 9:39:54, time: 1.197, data_time: 0.005, memory: 9800, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 1.0090, loss: 1.0090, grad_norm: 8.2015 2020-10-11 11:16:10,366 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 9:39:31, time: 1.237, data_time: 0.005, memory: 9800, top1_acc: 0.7172, top5_acc: 0.9086, loss_cls: 1.0506, loss: 1.0506, grad_norm: 8.5095 2020-10-11 11:16:33,228 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 9:39:06, time: 1.143, data_time: 0.002, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9023, loss_cls: 1.0622, loss: 1.0622, grad_norm: 8.3053 2020-10-11 11:16:57,245 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 9:38:43, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9078, loss_cls: 1.0253, loss: 1.0253, grad_norm: 8.4020 2020-10-11 11:17:21,321 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 9:38:19, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.7063, top5_acc: 0.9109, loss_cls: 1.0492, loss: 1.0492, grad_norm: 8.4708 2020-10-11 11:17:45,413 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 9:37:56, time: 1.206, data_time: 0.005, memory: 9800, top1_acc: 0.7219, top5_acc: 0.9039, loss_cls: 1.0377, loss: 1.0377, grad_norm: 8.2018 2020-10-11 11:18:10,599 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 9:37:33, time: 1.259, data_time: 0.004, memory: 9800, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 1.0924, loss: 1.0924, grad_norm: 8.2943 2020-10-11 11:18:34,181 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 9:37:09, time: 1.179, data_time: 0.002, memory: 9800, top1_acc: 0.7414, top5_acc: 0.9094, loss_cls: 1.0198, loss: 1.0198, grad_norm: 8.2008 2020-10-11 11:18:59,226 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 9:36:46, time: 1.251, data_time: 0.005, memory: 9800, top1_acc: 0.7000, top5_acc: 0.9031, loss_cls: 1.1279, loss: 1.1279, grad_norm: 9.0773 2020-10-11 11:19:22,269 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 9:36:22, time: 1.154, data_time: 0.005, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 0.9862, loss: 0.9862, grad_norm: 7.8230 2020-10-11 11:19:46,456 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 9:35:59, time: 1.208, data_time: 0.004, memory: 9800, top1_acc: 0.7242, top5_acc: 0.9070, loss_cls: 1.0620, loss: 1.0620, grad_norm: 8.2446 2020-10-11 11:20:09,798 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 9:35:35, time: 1.169, data_time: 0.005, memory: 9800, top1_acc: 0.7008, top5_acc: 0.9039, loss_cls: 1.0960, loss: 1.0960, grad_norm: 8.5034 2020-10-11 11:20:34,499 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 9:35:12, time: 1.235, data_time: 0.002, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9094, loss_cls: 0.9866, loss: 0.9866, grad_norm: 8.2326 2020-10-11 11:20:58,942 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 9:34:48, time: 1.222, data_time: 0.004, memory: 9800, top1_acc: 0.7312, top5_acc: 0.8992, loss_cls: 1.0670, loss: 1.0670, grad_norm: 8.2734 2020-10-11 11:21:23,719 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 9:34:25, time: 1.237, data_time: 0.002, memory: 9800, top1_acc: 0.7227, top5_acc: 0.9047, loss_cls: 1.0459, loss: 1.0459, grad_norm: 8.4241 2020-10-11 11:21:47,230 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 9:34:01, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.7039, top5_acc: 0.8953, loss_cls: 1.0834, loss: 1.0834, grad_norm: 8.2176 2020-10-11 11:22:10,827 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 9:33:38, time: 1.179, data_time: 0.005, memory: 9800, top1_acc: 0.7117, top5_acc: 0.8961, loss_cls: 1.1140, loss: 1.1140, grad_norm: 8.5102 2020-10-11 11:22:34,486 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 9:33:14, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.7078, top5_acc: 0.9094, loss_cls: 1.0560, loss: 1.0560, grad_norm: 8.4785 2020-10-11 11:22:58,996 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 9:32:51, time: 1.224, data_time: 0.004, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9039, loss_cls: 1.0160, loss: 1.0160, grad_norm: 8.1915 2020-10-11 11:23:23,041 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 9:32:27, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 0.9958, loss: 0.9958, grad_norm: 8.0455 2020-10-11 11:23:48,278 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 9:32:04, time: 1.260, data_time: 0.004, memory: 9800, top1_acc: 0.7125, top5_acc: 0.9039, loss_cls: 1.0860, loss: 1.0860, grad_norm: 8.7681 2020-10-11 11:24:11,748 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 9:31:40, time: 1.175, data_time: 0.005, memory: 9800, top1_acc: 0.7078, top5_acc: 0.8961, loss_cls: 1.0765, loss: 1.0765, grad_norm: 8.6040 2020-10-11 11:24:35,769 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 9:31:17, time: 1.200, data_time: 0.002, memory: 9800, top1_acc: 0.7273, top5_acc: 0.8938, loss_cls: 1.0451, loss: 1.0451, grad_norm: 8.2307 2020-10-11 11:24:59,723 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 9:30:53, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.7234, top5_acc: 0.9102, loss_cls: 1.0219, loss: 1.0219, grad_norm: 8.5071 2020-10-11 11:25:24,757 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 9:30:30, time: 1.252, data_time: 0.002, memory: 9800, top1_acc: 0.7234, top5_acc: 0.9008, loss_cls: 1.0475, loss: 1.0475, grad_norm: 8.1930 2020-10-11 11:25:49,534 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 9:30:07, time: 1.236, data_time: 0.004, memory: 9800, top1_acc: 0.7023, top5_acc: 0.9016, loss_cls: 1.0724, loss: 1.0724, grad_norm: 8.5047 2020-10-11 11:26:13,738 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 9:29:44, time: 1.213, data_time: 0.006, memory: 9800, top1_acc: 0.7172, top5_acc: 0.8812, loss_cls: 1.1331, loss: 1.1331, grad_norm: 8.5387 2020-10-11 11:26:37,425 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 9:29:20, time: 1.184, data_time: 0.002, memory: 9800, top1_acc: 0.7203, top5_acc: 0.8977, loss_cls: 1.0760, loss: 1.0760, grad_norm: 8.5088 2020-10-11 11:27:02,027 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 9:28:57, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.0556, loss: 1.0556, grad_norm: 8.2235 2020-10-11 11:27:25,742 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 9:28:33, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.7148, top5_acc: 0.9125, loss_cls: 1.0265, loss: 1.0265, grad_norm: 8.4089 2020-10-11 11:27:51,403 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 9:28:11, time: 1.281, data_time: 0.005, memory: 9800, top1_acc: 0.7227, top5_acc: 0.9000, loss_cls: 1.0350, loss: 1.0350, grad_norm: 8.3704 2020-10-11 11:28:14,833 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 9:27:47, time: 1.168, data_time: 0.005, memory: 9800, top1_acc: 0.7281, top5_acc: 0.9242, loss_cls: 0.9885, loss: 0.9885, grad_norm: 8.3246 2020-10-11 11:28:38,714 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 9:27:23, time: 1.200, data_time: 0.009, memory: 9800, top1_acc: 0.7164, top5_acc: 0.8969, loss_cls: 1.0743, loss: 1.0743, grad_norm: 8.4442 2020-10-11 11:29:03,193 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 9:27:00, time: 1.222, data_time: 0.004, memory: 9800, top1_acc: 0.7172, top5_acc: 0.9102, loss_cls: 1.0715, loss: 1.0715, grad_norm: 8.4304 2020-10-11 11:29:28,064 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 9:26:37, time: 1.244, data_time: 0.005, memory: 9800, top1_acc: 0.7102, top5_acc: 0.8914, loss_cls: 1.0952, loss: 1.0952, grad_norm: 8.3521 2020-10-11 11:29:51,608 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 9:26:13, time: 1.176, data_time: 0.006, memory: 9800, top1_acc: 0.7047, top5_acc: 0.9016, loss_cls: 1.0883, loss: 1.0883, grad_norm: 8.7308 2020-10-11 11:30:15,947 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 9:25:50, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.7195, top5_acc: 0.8898, loss_cls: 1.0965, loss: 1.0965, grad_norm: 8.5434 2020-10-11 11:30:39,575 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 9:25:26, time: 1.184, data_time: 0.006, memory: 9800, top1_acc: 0.7148, top5_acc: 0.9031, loss_cls: 1.0727, loss: 1.0727, grad_norm: 8.4207 2020-10-11 11:31:04,145 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 9:25:03, time: 1.229, data_time: 0.006, memory: 9800, top1_acc: 0.7188, top5_acc: 0.8992, loss_cls: 1.1089, loss: 1.1089, grad_norm: 8.5430 2020-10-11 11:31:28,629 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 9:24:39, time: 1.224, data_time: 0.004, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9102, loss_cls: 1.0414, loss: 1.0414, grad_norm: 8.2446 2020-10-11 11:31:52,509 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 9:24:16, time: 1.192, data_time: 0.004, memory: 9800, top1_acc: 0.7258, top5_acc: 0.9023, loss_cls: 1.0381, loss: 1.0381, grad_norm: 8.4462 2020-10-11 11:32:16,757 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 9:23:52, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9055, loss_cls: 0.9966, loss: 0.9966, grad_norm: 8.3933 2020-10-11 11:32:40,948 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 9:23:29, time: 1.213, data_time: 0.007, memory: 9800, top1_acc: 0.7219, top5_acc: 0.9039, loss_cls: 1.0712, loss: 1.0712, grad_norm: 8.5613 2020-10-11 11:33:05,604 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 9:23:06, time: 1.233, data_time: 0.002, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9078, loss_cls: 1.0371, loss: 1.0371, grad_norm: 8.0328 2020-10-11 11:33:29,277 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 9:22:42, time: 1.184, data_time: 0.004, memory: 9800, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0309, loss: 1.0309, grad_norm: 8.3784 2020-10-11 11:33:53,431 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 9:22:18, time: 1.206, data_time: 0.005, memory: 9800, top1_acc: 0.7414, top5_acc: 0.9172, loss_cls: 0.9972, loss: 0.9972, grad_norm: 8.1314 2020-10-11 11:34:17,439 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 9:21:55, time: 1.201, data_time: 0.006, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9187, loss_cls: 0.9803, loss: 0.9803, grad_norm: 8.3127 2020-10-11 11:34:41,633 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 9:21:31, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.6977, top5_acc: 0.8992, loss_cls: 1.0846, loss: 1.0846, grad_norm: 8.5320 2020-10-11 11:35:06,018 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 9:21:08, time: 1.219, data_time: 0.004, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9039, loss_cls: 1.0396, loss: 1.0396, grad_norm: 8.3619 2020-10-11 11:35:33,007 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 9:20:47, time: 1.350, data_time: 0.002, memory: 9800, top1_acc: 0.7047, top5_acc: 0.8945, loss_cls: 1.1126, loss: 1.1126, grad_norm: 8.6144 2020-10-11 11:35:55,486 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 9:20:22, time: 1.122, data_time: 0.006, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 0.9884, loss: 0.9884, grad_norm: 7.9854 2020-10-11 11:36:20,464 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 9:19:59, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.6898, top5_acc: 0.8906, loss_cls: 1.1512, loss: 1.1512, grad_norm: 8.6506 2020-10-11 11:36:44,405 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 9:19:35, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 1.0338, loss: 1.0338, grad_norm: 8.1408 2020-10-11 11:36:49,625 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-10-11 11:37:18,520 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 9:19:05, time: 1.410, data_time: 0.428, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9164, loss_cls: 0.9883, loss: 0.9883, grad_norm: 8.1144 2020-10-11 11:37:42,625 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 9:18:41, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.7211, top5_acc: 0.8945, loss_cls: 1.0882, loss: 1.0882, grad_norm: 8.2128 2020-10-11 11:38:06,616 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 9:18:17, time: 1.199, data_time: 0.004, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 0.9895, loss: 0.9895, grad_norm: 8.2479 2020-10-11 11:38:30,685 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 9:17:54, time: 1.203, data_time: 0.002, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 0.9699, loss: 0.9699, grad_norm: 8.2617 2020-10-11 11:38:54,792 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 9:17:30, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9078, loss_cls: 0.9916, loss: 0.9916, grad_norm: 8.2759 2020-10-11 11:39:19,212 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 9:17:07, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.9626, loss: 0.9626, grad_norm: 8.2276 2020-10-11 11:39:44,267 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 9:16:44, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0062, loss: 1.0062, grad_norm: 8.0173 2020-10-11 11:40:07,841 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 9:16:20, time: 1.177, data_time: 0.004, memory: 9800, top1_acc: 0.7102, top5_acc: 0.9141, loss_cls: 1.0427, loss: 1.0427, grad_norm: 8.7071 2020-10-11 11:40:31,650 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 9:15:56, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.7195, top5_acc: 0.8891, loss_cls: 1.1090, loss: 1.1090, grad_norm: 8.4531 2020-10-11 11:40:55,502 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 9:15:33, time: 1.193, data_time: 0.002, memory: 9800, top1_acc: 0.7125, top5_acc: 0.8992, loss_cls: 1.0932, loss: 1.0932, grad_norm: 8.5117 2020-10-11 11:41:20,642 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 9:15:10, time: 1.254, data_time: 0.004, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9211, loss_cls: 0.9484, loss: 0.9484, grad_norm: 8.0504 2020-10-11 11:41:44,638 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 9:14:46, time: 1.203, data_time: 0.006, memory: 9800, top1_acc: 0.7031, top5_acc: 0.9047, loss_cls: 1.0942, loss: 1.0942, grad_norm: 8.9413 2020-10-11 11:42:10,255 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 9:14:24, time: 1.281, data_time: 0.006, memory: 9800, top1_acc: 0.7117, top5_acc: 0.9102, loss_cls: 1.0569, loss: 1.0569, grad_norm: 8.5474 2020-10-11 11:42:33,914 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 9:14:00, time: 1.183, data_time: 0.003, memory: 9800, top1_acc: 0.7305, top5_acc: 0.8992, loss_cls: 1.0612, loss: 1.0612, grad_norm: 8.5710 2020-10-11 11:42:57,681 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 9:13:36, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.7008, top5_acc: 0.9016, loss_cls: 1.0784, loss: 1.0784, grad_norm: 8.5914 2020-10-11 11:43:22,470 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 9:13:13, time: 1.240, data_time: 0.005, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9031, loss_cls: 1.0394, loss: 1.0394, grad_norm: 8.2272 2020-10-11 11:43:47,605 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 9:12:50, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.7203, top5_acc: 0.9031, loss_cls: 1.0481, loss: 1.0481, grad_norm: 8.8252 2020-10-11 11:44:11,011 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 9:12:26, time: 1.172, data_time: 0.005, memory: 9800, top1_acc: 0.7586, top5_acc: 0.9313, loss_cls: 0.9017, loss: 0.9017, grad_norm: 7.9921 2020-10-11 11:44:35,098 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 9:12:03, time: 1.204, data_time: 0.002, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 0.9663, loss: 0.9663, grad_norm: 8.2809 2020-10-11 11:45:00,620 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 9:11:40, time: 1.276, data_time: 0.002, memory: 9800, top1_acc: 0.6977, top5_acc: 0.9000, loss_cls: 1.0909, loss: 1.0909, grad_norm: 8.8803 2020-10-11 11:45:24,324 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 9:11:16, time: 1.182, data_time: 0.004, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9141, loss_cls: 0.9741, loss: 0.9741, grad_norm: 8.0679 2020-10-11 11:45:48,438 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 9:10:53, time: 1.208, data_time: 0.006, memory: 9800, top1_acc: 0.7516, top5_acc: 0.9219, loss_cls: 0.9303, loss: 0.9303, grad_norm: 8.6061 2020-10-11 11:46:12,989 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 9:10:30, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 1.0573, loss: 1.0573, grad_norm: 8.5496 2020-10-11 11:46:36,675 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 9:10:06, time: 1.183, data_time: 0.002, memory: 9800, top1_acc: 0.7133, top5_acc: 0.9055, loss_cls: 1.0621, loss: 1.0621, grad_norm: 8.6839 2020-10-11 11:47:01,129 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 9:09:43, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.7086, top5_acc: 0.8906, loss_cls: 1.0995, loss: 1.0995, grad_norm: 8.3637 2020-10-11 11:47:26,871 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 9:09:20, time: 1.286, data_time: 0.004, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9039, loss_cls: 1.0098, loss: 1.0098, grad_norm: 8.2162 2020-10-11 11:47:50,158 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 9:08:56, time: 1.164, data_time: 0.005, memory: 9800, top1_acc: 0.7359, top5_acc: 0.8977, loss_cls: 1.0045, loss: 1.0045, grad_norm: 8.2554 2020-10-11 11:48:14,494 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 9:08:33, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.7203, top5_acc: 0.9141, loss_cls: 1.0251, loss: 1.0251, grad_norm: 8.6251 2020-10-11 11:48:38,701 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 9:08:09, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.7383, top5_acc: 0.9109, loss_cls: 1.0146, loss: 1.0146, grad_norm: 8.5349 2020-10-11 11:49:02,937 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 9:07:46, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9070, loss_cls: 1.0056, loss: 1.0056, grad_norm: 8.5203 2020-10-11 11:49:27,090 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 9:07:22, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.7055, top5_acc: 0.9125, loss_cls: 1.0602, loss: 1.0602, grad_norm: 8.7609 2020-10-11 11:49:52,083 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 9:06:59, time: 1.249, data_time: 0.002, memory: 9800, top1_acc: 0.7305, top5_acc: 0.8891, loss_cls: 1.0730, loss: 1.0730, grad_norm: 8.3033 2020-10-11 11:50:16,943 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 9:06:36, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.7234, top5_acc: 0.9086, loss_cls: 1.0411, loss: 1.0411, grad_norm: 8.6711 2020-10-11 11:50:40,665 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 9:06:12, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9070, loss_cls: 0.9905, loss: 0.9905, grad_norm: 8.3145 2020-10-11 11:51:05,001 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 9:05:49, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.7289, top5_acc: 0.8977, loss_cls: 1.0366, loss: 1.0366, grad_norm: 8.3062 2020-10-11 11:51:29,390 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 9:05:26, time: 1.220, data_time: 0.002, memory: 9800, top1_acc: 0.7461, top5_acc: 0.8906, loss_cls: 1.0291, loss: 1.0291, grad_norm: 8.2232 2020-10-11 11:51:52,983 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 9:05:02, time: 1.180, data_time: 0.002, memory: 9800, top1_acc: 0.7383, top5_acc: 0.9109, loss_cls: 0.9874, loss: 0.9874, grad_norm: 8.3567 2020-10-11 11:52:18,420 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 9:04:39, time: 1.270, data_time: 0.005, memory: 9800, top1_acc: 0.7109, top5_acc: 0.9094, loss_cls: 1.0775, loss: 1.0775, grad_norm: 8.5814 2020-10-11 11:52:42,091 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 9:04:15, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.7055, top5_acc: 0.8945, loss_cls: 1.0999, loss: 1.0999, grad_norm: 8.8118 2020-10-11 11:53:07,060 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 9:03:52, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.7383, top5_acc: 0.9047, loss_cls: 1.0536, loss: 1.0536, grad_norm: 8.2877 2020-10-11 11:53:30,654 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 9:03:28, time: 1.180, data_time: 0.002, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9086, loss_cls: 0.9791, loss: 0.9791, grad_norm: 8.3560 2020-10-11 11:53:54,431 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 9:03:05, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0852, loss: 1.0852, grad_norm: 8.9675 2020-10-11 11:54:18,989 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 9:02:41, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.7047, top5_acc: 0.8883, loss_cls: 1.1115, loss: 1.1115, grad_norm: 8.7751 2020-10-11 11:54:43,943 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 9:02:18, time: 1.248, data_time: 0.004, memory: 9800, top1_acc: 0.7133, top5_acc: 0.9023, loss_cls: 1.0828, loss: 1.0828, grad_norm: 8.6233 2020-10-11 11:55:08,546 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 9:01:55, time: 1.230, data_time: 0.004, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9094, loss_cls: 1.0214, loss: 1.0214, grad_norm: 8.4464 2020-10-11 11:55:32,897 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 9:01:32, time: 1.218, data_time: 0.002, memory: 9800, top1_acc: 0.7258, top5_acc: 0.9078, loss_cls: 1.0237, loss: 1.0237, grad_norm: 8.6678 2020-10-11 11:55:57,019 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 9:01:08, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9219, loss_cls: 0.9055, loss: 0.9055, grad_norm: 8.0667 2020-10-11 11:56:21,196 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 9:00:45, time: 1.209, data_time: 0.006, memory: 9800, top1_acc: 0.7086, top5_acc: 0.9016, loss_cls: 1.0791, loss: 1.0791, grad_norm: 8.7878 2020-10-11 11:56:45,770 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 9:00:22, time: 1.230, data_time: 0.006, memory: 9800, top1_acc: 0.7477, top5_acc: 0.9281, loss_cls: 0.9424, loss: 0.9424, grad_norm: 8.4958 2020-10-11 11:57:10,339 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 8:59:58, time: 1.228, data_time: 0.004, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9211, loss_cls: 1.0090, loss: 1.0090, grad_norm: 8.5504 2020-10-11 11:57:34,096 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 8:59:34, time: 1.188, data_time: 0.002, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9070, loss_cls: 0.9856, loss: 0.9856, grad_norm: 8.1682 2020-10-11 11:57:57,972 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 8:59:11, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.7219, top5_acc: 0.9141, loss_cls: 1.0063, loss: 1.0063, grad_norm: 8.5578 2020-10-11 11:58:23,057 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 8:58:48, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9117, loss_cls: 0.9970, loss: 0.9970, grad_norm: 8.4809 2020-10-11 11:58:47,652 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 8:58:25, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.7234, top5_acc: 0.8906, loss_cls: 1.0781, loss: 1.0781, grad_norm: 8.6251 2020-10-11 11:59:11,468 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 8:58:01, time: 1.191, data_time: 0.005, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9070, loss_cls: 1.0366, loss: 1.0366, grad_norm: 8.4440 2020-10-11 11:59:35,510 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 8:57:37, time: 1.202, data_time: 0.002, memory: 9800, top1_acc: 0.7117, top5_acc: 0.9039, loss_cls: 1.0709, loss: 1.0709, grad_norm: 8.9675 2020-10-11 12:00:00,110 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 8:57:14, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.7297, top5_acc: 0.9055, loss_cls: 0.9903, loss: 0.9903, grad_norm: 8.8210 2020-10-11 12:00:24,745 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 8:56:51, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.7273, top5_acc: 0.9211, loss_cls: 0.9956, loss: 0.9956, grad_norm: 8.6900 2020-10-11 12:00:48,852 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 8:56:27, time: 1.214, data_time: 0.028, memory: 9800, top1_acc: 0.7297, top5_acc: 0.9164, loss_cls: 1.0218, loss: 1.0218, grad_norm: 8.6617 2020-10-11 12:01:13,816 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 8:56:04, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.7133, top5_acc: 0.9117, loss_cls: 1.0512, loss: 1.0512, grad_norm: 8.7354 2020-10-11 12:01:38,615 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 8:55:41, time: 1.240, data_time: 0.002, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9187, loss_cls: 0.9961, loss: 0.9961, grad_norm: 8.6606 2020-10-11 12:02:02,828 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 8:55:18, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.7242, top5_acc: 0.9047, loss_cls: 1.0455, loss: 1.0455, grad_norm: 8.7994 2020-10-11 12:02:27,509 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 8:54:54, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 1.0637, loss: 1.0637, grad_norm: 8.7399 2020-10-11 12:02:53,015 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 8:54:32, time: 1.275, data_time: 0.002, memory: 9800, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.1176, loss: 1.1176, grad_norm: 8.6109 2020-10-11 12:03:17,098 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 8:54:08, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.7477, top5_acc: 0.9187, loss_cls: 0.9524, loss: 0.9524, grad_norm: 8.2690 2020-10-11 12:03:41,758 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 8:53:45, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7172, top5_acc: 0.9156, loss_cls: 1.0354, loss: 1.0354, grad_norm: 9.0773 2020-10-11 12:04:06,399 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 8:53:22, time: 1.232, data_time: 0.002, memory: 9800, top1_acc: 0.7375, top5_acc: 0.8977, loss_cls: 1.0398, loss: 1.0398, grad_norm: 8.4884 2020-10-11 12:04:11,610 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-11 12:04:44,480 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 8:52:53, time: 1.550, data_time: 0.575, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9172, loss_cls: 0.9758, loss: 0.9758, grad_norm: 8.1755 2020-10-11 12:05:06,918 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 8:52:28, time: 1.122, data_time: 0.002, memory: 9800, top1_acc: 0.7266, top5_acc: 0.9047, loss_cls: 1.0559, loss: 1.0559, grad_norm: 8.3675 2020-10-11 12:05:31,393 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 8:52:05, time: 1.223, data_time: 0.002, memory: 9800, top1_acc: 0.7289, top5_acc: 0.9141, loss_cls: 1.0171, loss: 1.0171, grad_norm: 8.6765 2020-10-11 12:05:56,052 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 8:51:42, time: 1.232, data_time: 0.006, memory: 9800, top1_acc: 0.7508, top5_acc: 0.9125, loss_cls: 0.9562, loss: 0.9562, grad_norm: 8.4147 2020-10-11 12:06:20,091 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 8:51:18, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.0337, loss: 1.0337, grad_norm: 8.5533 2020-10-11 12:06:44,496 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 8:50:55, time: 1.222, data_time: 0.006, memory: 9800, top1_acc: 0.7289, top5_acc: 0.9062, loss_cls: 1.0021, loss: 1.0021, grad_norm: 8.5369 2020-10-11 12:07:08,596 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 8:50:31, time: 1.205, data_time: 0.002, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 1.0304, loss: 1.0304, grad_norm: 8.4205 2020-10-11 12:07:33,898 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 8:50:08, time: 1.265, data_time: 0.002, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9242, loss_cls: 0.9222, loss: 0.9222, grad_norm: 8.2945 2020-10-11 12:07:57,717 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 8:49:44, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 0.9918, loss: 0.9918, grad_norm: 8.5932 2020-10-11 12:08:22,608 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 8:49:21, time: 1.245, data_time: 0.006, memory: 9800, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.0570, loss: 1.0570, grad_norm: 8.6138 2020-10-11 12:08:48,266 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 8:48:59, time: 1.283, data_time: 0.005, memory: 9800, top1_acc: 0.7609, top5_acc: 0.9242, loss_cls: 0.9134, loss: 0.9134, grad_norm: 8.2608 2020-10-11 12:09:11,817 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 8:48:35, time: 1.179, data_time: 0.005, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 1.0339, loss: 1.0339, grad_norm: 8.8990 2020-10-11 12:09:37,131 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 8:48:12, time: 1.266, data_time: 0.002, memory: 9800, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1134, loss: 1.1134, grad_norm: 9.0375 2020-10-11 12:10:02,122 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 8:47:49, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9211, loss_cls: 0.9929, loss: 0.9929, grad_norm: 8.6572 2020-10-11 12:10:26,019 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 8:47:25, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.9677, loss: 0.9677, grad_norm: 8.6307 2020-10-11 12:10:50,158 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 8:47:02, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9148, loss_cls: 0.9658, loss: 0.9658, grad_norm: 8.7251 2020-10-11 12:11:14,832 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 8:46:39, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9078, loss_cls: 1.0332, loss: 1.0332, grad_norm: 9.0345 2020-10-11 12:11:40,003 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 8:46:16, time: 1.262, data_time: 0.007, memory: 9800, top1_acc: 0.7203, top5_acc: 0.8984, loss_cls: 1.0280, loss: 1.0280, grad_norm: 8.8766 2020-10-11 12:12:04,304 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 8:45:52, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.7289, top5_acc: 0.9008, loss_cls: 1.0336, loss: 1.0336, grad_norm: 8.5898 2020-10-11 12:12:29,720 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 8:45:29, time: 1.271, data_time: 0.002, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9133, loss_cls: 1.0148, loss: 1.0148, grad_norm: 8.7728 2020-10-11 12:12:54,016 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 8:45:06, time: 1.213, data_time: 0.002, memory: 9800, top1_acc: 0.7281, top5_acc: 0.9078, loss_cls: 1.0078, loss: 1.0078, grad_norm: 8.5817 2020-10-11 12:13:19,462 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 8:44:43, time: 1.273, data_time: 0.005, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9187, loss_cls: 0.9492, loss: 0.9492, grad_norm: 8.5155 2020-10-11 12:13:44,459 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 8:44:20, time: 1.249, data_time: 0.004, memory: 9800, top1_acc: 0.7039, top5_acc: 0.9016, loss_cls: 1.0778, loss: 1.0778, grad_norm: 8.6788 2020-10-11 12:14:09,434 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 8:43:57, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.6992, top5_acc: 0.9000, loss_cls: 1.1156, loss: 1.1156, grad_norm: 9.2926 2020-10-11 12:14:33,506 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 8:43:34, time: 1.203, data_time: 0.002, memory: 9800, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.9242, loss: 0.9242, grad_norm: 8.2615 2020-10-11 12:14:58,217 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 8:43:10, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 0.9731, loss: 0.9731, grad_norm: 8.7346 2020-10-11 12:15:22,541 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 8:42:47, time: 1.218, data_time: 0.007, memory: 9800, top1_acc: 0.7328, top5_acc: 0.8891, loss_cls: 1.0582, loss: 1.0582, grad_norm: 8.9925 2020-10-11 12:15:47,170 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 8:42:24, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.7125, top5_acc: 0.8984, loss_cls: 1.0376, loss: 1.0376, grad_norm: 8.8230 2020-10-11 12:16:11,949 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 8:42:00, time: 1.239, data_time: 0.002, memory: 9800, top1_acc: 0.7531, top5_acc: 0.9117, loss_cls: 0.9660, loss: 0.9660, grad_norm: 8.6553 2020-10-11 12:16:36,329 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 8:41:37, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9195, loss_cls: 0.9599, loss: 0.9599, grad_norm: 8.6282 2020-10-11 12:17:00,998 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 8:41:14, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.7227, top5_acc: 0.9039, loss_cls: 1.0404, loss: 1.0404, grad_norm: 9.0389 2020-10-11 12:17:25,616 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 8:40:51, time: 1.231, data_time: 0.002, memory: 9800, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 1.0168, loss: 1.0168, grad_norm: 8.7091 2020-10-11 12:17:50,391 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 8:40:27, time: 1.237, data_time: 0.004, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9219, loss_cls: 0.9566, loss: 0.9566, grad_norm: 8.6308 2020-10-11 12:18:15,579 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 8:40:04, time: 1.259, data_time: 0.005, memory: 9800, top1_acc: 0.7281, top5_acc: 0.9187, loss_cls: 0.9875, loss: 0.9875, grad_norm: 9.1009 2020-10-11 12:18:40,171 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 8:39:41, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9070, loss_cls: 1.0188, loss: 1.0188, grad_norm: 8.8397 2020-10-11 12:19:04,169 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 8:39:17, time: 1.200, data_time: 0.006, memory: 9800, top1_acc: 0.7273, top5_acc: 0.9102, loss_cls: 1.0215, loss: 1.0215, grad_norm: 8.8235 2020-10-11 12:19:28,451 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 8:38:54, time: 1.214, data_time: 0.003, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9156, loss_cls: 0.9935, loss: 0.9935, grad_norm: 8.6990 2020-10-11 12:19:53,309 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 8:38:31, time: 1.240, data_time: 0.004, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9094, loss_cls: 0.9642, loss: 0.9642, grad_norm: 8.4588 2020-10-11 12:20:18,340 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 8:38:08, time: 1.253, data_time: 0.007, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9234, loss_cls: 0.9522, loss: 0.9522, grad_norm: 8.6495 2020-10-11 12:20:42,788 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 8:37:44, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.7516, top5_acc: 0.9164, loss_cls: 0.9630, loss: 0.9630, grad_norm: 8.4882 2020-10-11 12:21:08,617 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 8:37:22, time: 1.291, data_time: 0.005, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9180, loss_cls: 1.0014, loss: 1.0014, grad_norm: 8.9825 2020-10-11 12:21:31,440 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 8:36:57, time: 1.141, data_time: 0.002, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9070, loss_cls: 1.0044, loss: 1.0044, grad_norm: 8.5269 2020-10-11 12:21:56,485 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 8:36:34, time: 1.251, data_time: 0.006, memory: 9800, top1_acc: 0.7383, top5_acc: 0.9156, loss_cls: 0.9927, loss: 0.9927, grad_norm: 8.8529 2020-10-11 12:22:22,915 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 8:36:12, time: 1.321, data_time: 0.005, memory: 9800, top1_acc: 0.7023, top5_acc: 0.9180, loss_cls: 1.0488, loss: 1.0488, grad_norm: 9.1845 2020-10-11 12:22:46,838 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 8:35:49, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.6945, top5_acc: 0.8906, loss_cls: 1.1306, loss: 1.1306, grad_norm: 9.4482 2020-10-11 12:23:12,373 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 8:35:26, time: 1.277, data_time: 0.004, memory: 9800, top1_acc: 0.7289, top5_acc: 0.9086, loss_cls: 1.0355, loss: 1.0355, grad_norm: 8.4192 2020-10-11 12:23:35,895 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 8:35:02, time: 1.176, data_time: 0.002, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9141, loss_cls: 1.0083, loss: 1.0083, grad_norm: 8.7684 2020-10-11 12:24:01,378 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 8:34:39, time: 1.274, data_time: 0.002, memory: 9800, top1_acc: 0.7117, top5_acc: 0.9062, loss_cls: 1.0827, loss: 1.0827, grad_norm: 9.0888 2020-10-11 12:24:25,298 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 8:34:15, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.0648, loss: 1.0648, grad_norm: 9.0159 2020-10-11 12:24:51,469 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 8:33:53, time: 1.310, data_time: 0.005, memory: 9800, top1_acc: 0.7219, top5_acc: 0.8930, loss_cls: 1.0568, loss: 1.0568, grad_norm: 8.7375 2020-10-11 12:25:15,050 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 8:33:29, time: 1.177, data_time: 0.005, memory: 9800, top1_acc: 0.7164, top5_acc: 0.9078, loss_cls: 1.0376, loss: 1.0376, grad_norm: 8.9077 2020-10-11 12:25:41,150 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 8:33:07, time: 1.306, data_time: 0.005, memory: 9800, top1_acc: 0.7414, top5_acc: 0.9156, loss_cls: 0.9766, loss: 0.9766, grad_norm: 8.9012 2020-10-11 12:26:04,610 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 8:32:43, time: 1.174, data_time: 0.006, memory: 9800, top1_acc: 0.7273, top5_acc: 0.9086, loss_cls: 1.0247, loss: 1.0247, grad_norm: 9.0487 2020-10-11 12:26:29,618 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 8:32:20, time: 1.251, data_time: 0.003, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9031, loss_cls: 1.0449, loss: 1.0449, grad_norm: 9.0066 2020-10-11 12:26:54,040 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 8:31:56, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9070, loss_cls: 1.0425, loss: 1.0425, grad_norm: 9.2561 2020-10-11 12:27:19,205 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 8:31:33, time: 1.259, data_time: 0.005, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9086, loss_cls: 1.0241, loss: 1.0241, grad_norm: 8.7290 2020-10-11 12:27:44,566 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 8:31:10, time: 1.269, data_time: 0.004, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9133, loss_cls: 0.9810, loss: 0.9810, grad_norm: 8.6109 2020-10-11 12:28:08,164 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 8:30:46, time: 1.180, data_time: 0.004, memory: 9800, top1_acc: 0.7266, top5_acc: 0.9078, loss_cls: 1.0528, loss: 1.0528, grad_norm: 9.0570 2020-10-11 12:28:32,738 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 8:30:23, time: 1.229, data_time: 0.002, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9172, loss_cls: 0.9438, loss: 0.9438, grad_norm: 8.7233 2020-10-11 12:28:57,523 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 8:30:00, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.7109, top5_acc: 0.9172, loss_cls: 1.0233, loss: 1.0233, grad_norm: 9.0491 2020-10-11 12:29:21,614 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 8:29:36, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.7141, top5_acc: 0.8945, loss_cls: 1.1165, loss: 1.1165, grad_norm: 9.0791 2020-10-11 12:29:46,095 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 8:29:13, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.7234, top5_acc: 0.8992, loss_cls: 1.0475, loss: 1.0475, grad_norm: 8.9300 2020-10-11 12:30:10,192 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 8:28:49, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.7109, top5_acc: 0.9156, loss_cls: 1.0111, loss: 1.0111, grad_norm: 9.0374 2020-10-11 12:30:35,069 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 8:28:26, time: 1.244, data_time: 0.002, memory: 9800, top1_acc: 0.7328, top5_acc: 0.9133, loss_cls: 0.9835, loss: 0.9835, grad_norm: 8.8531 2020-10-11 12:30:59,602 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 8:28:03, time: 1.225, data_time: 0.004, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9195, loss_cls: 0.9869, loss: 0.9869, grad_norm: 8.8220 2020-10-11 12:31:24,764 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 8:27:40, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9086, loss_cls: 1.0027, loss: 1.0027, grad_norm: 8.6638 2020-10-11 12:31:48,866 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 8:27:16, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9172, loss_cls: 0.9785, loss: 0.9785, grad_norm: 9.0072 2020-10-11 12:31:54,179 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-10-11 12:32:24,474 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 8:26:46, time: 1.482, data_time: 0.503, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9055, loss_cls: 1.0349, loss: 1.0349, grad_norm: 8.6186 2020-10-11 12:32:47,125 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 8:26:22, time: 1.133, data_time: 0.002, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9039, loss_cls: 1.0238, loss: 1.0238, grad_norm: 8.6342 2020-10-11 12:33:11,392 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 8:25:58, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.7383, top5_acc: 0.9180, loss_cls: 0.9843, loss: 0.9843, grad_norm: 9.3498 2020-10-11 12:33:36,213 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 8:25:35, time: 1.241, data_time: 0.002, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9219, loss_cls: 0.9616, loss: 0.9616, grad_norm: 8.6480 2020-10-11 12:34:00,595 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 8:25:11, time: 1.218, data_time: 0.002, memory: 9800, top1_acc: 0.7508, top5_acc: 0.9117, loss_cls: 0.9409, loss: 0.9409, grad_norm: 8.1843 2020-10-11 12:34:25,408 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 8:24:48, time: 1.240, data_time: 0.006, memory: 9800, top1_acc: 0.7250, top5_acc: 0.9086, loss_cls: 1.0006, loss: 1.0006, grad_norm: 8.6862 2020-10-11 12:34:49,355 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 8:24:24, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9125, loss_cls: 0.9625, loss: 0.9625, grad_norm: 8.6413 2020-10-11 12:35:13,637 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 8:24:01, time: 1.214, data_time: 0.004, memory: 9800, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 1.0396, loss: 1.0396, grad_norm: 8.7950 2020-10-11 12:35:38,066 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 8:23:37, time: 1.222, data_time: 0.002, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9094, loss_cls: 1.0260, loss: 1.0260, grad_norm: 8.8183 2020-10-11 12:36:02,789 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 8:23:14, time: 1.235, data_time: 0.004, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9258, loss_cls: 0.9256, loss: 0.9256, grad_norm: 8.5240 2020-10-11 12:36:27,329 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 8:22:51, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.7516, top5_acc: 0.9180, loss_cls: 0.9430, loss: 0.9430, grad_norm: 8.9673 2020-10-11 12:36:52,103 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 8:22:28, time: 1.237, data_time: 0.005, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9133, loss_cls: 0.9761, loss: 0.9761, grad_norm: 8.6359 2020-10-11 12:37:15,929 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 8:22:04, time: 1.191, data_time: 0.005, memory: 9800, top1_acc: 0.7477, top5_acc: 0.9125, loss_cls: 0.9657, loss: 0.9657, grad_norm: 8.8604 2020-10-11 12:37:40,273 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 8:21:40, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.7227, top5_acc: 0.9172, loss_cls: 1.0078, loss: 1.0078, grad_norm: 8.8406 2020-10-11 12:38:04,558 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 8:21:17, time: 1.214, data_time: 0.002, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9047, loss_cls: 0.9643, loss: 0.9643, grad_norm: 8.4558 2020-10-11 12:38:28,946 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 8:20:53, time: 1.220, data_time: 0.003, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9078, loss_cls: 1.0152, loss: 1.0152, grad_norm: 8.9940 2020-10-11 12:38:53,403 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 8:20:30, time: 1.219, data_time: 0.004, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9180, loss_cls: 0.9215, loss: 0.9215, grad_norm: 8.7531 2020-10-11 12:39:18,140 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 8:20:07, time: 1.239, data_time: 0.007, memory: 9800, top1_acc: 0.7414, top5_acc: 0.9195, loss_cls: 0.9631, loss: 0.9631, grad_norm: 8.9510 2020-10-11 12:39:42,273 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 8:19:43, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.7266, top5_acc: 0.9109, loss_cls: 0.9959, loss: 0.9959, grad_norm: 9.0209 2020-10-11 12:40:06,888 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 8:19:20, time: 1.231, data_time: 0.002, memory: 9800, top1_acc: 0.7508, top5_acc: 0.9187, loss_cls: 0.9476, loss: 0.9476, grad_norm: 8.5496 2020-10-11 12:40:31,316 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 8:18:56, time: 1.221, data_time: 0.002, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9117, loss_cls: 1.0004, loss: 1.0004, grad_norm: 8.9566 2020-10-11 12:40:56,432 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 8:18:33, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.7281, top5_acc: 0.9055, loss_cls: 1.0416, loss: 1.0416, grad_norm: 9.0989 2020-10-11 12:41:20,434 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 8:18:09, time: 1.200, data_time: 0.005, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9227, loss_cls: 0.9561, loss: 0.9561, grad_norm: 8.9407 2020-10-11 12:41:45,259 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 8:17:46, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9148, loss_cls: 0.9648, loss: 0.9648, grad_norm: 9.2283 2020-10-11 12:42:09,346 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 8:17:22, time: 1.206, data_time: 0.005, memory: 9800, top1_acc: 0.7195, top5_acc: 0.9086, loss_cls: 1.0570, loss: 1.0570, grad_norm: 9.4092 2020-10-11 12:42:33,719 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 8:16:59, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9070, loss_cls: 0.9510, loss: 0.9510, grad_norm: 8.3710 2020-10-11 12:42:58,729 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 8:16:36, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9266, loss_cls: 0.9099, loss: 0.9099, grad_norm: 8.6427 2020-10-11 12:43:23,029 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 8:16:12, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 1.0330, loss: 1.0330, grad_norm: 9.1859 2020-10-11 12:43:47,649 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 8:15:49, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.7203, top5_acc: 0.9062, loss_cls: 1.0399, loss: 1.0399, grad_norm: 9.5487 2020-10-11 12:44:12,297 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 8:15:26, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.7148, top5_acc: 0.8992, loss_cls: 1.0594, loss: 1.0594, grad_norm: 9.3671 2020-10-11 12:44:36,899 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 8:15:02, time: 1.231, data_time: 0.003, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9039, loss_cls: 1.0747, loss: 1.0747, grad_norm: 9.5793 2020-10-11 12:45:01,671 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 8:14:39, time: 1.239, data_time: 0.002, memory: 9800, top1_acc: 0.7227, top5_acc: 0.9062, loss_cls: 1.0737, loss: 1.0737, grad_norm: 9.2164 2020-10-11 12:45:26,078 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 8:14:15, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.7242, top5_acc: 0.9078, loss_cls: 1.0076, loss: 1.0076, grad_norm: 9.0079 2020-10-11 12:45:50,562 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 8:13:52, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.7227, top5_acc: 0.9172, loss_cls: 0.9849, loss: 0.9849, grad_norm: 9.1081 2020-10-11 12:46:15,106 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 8:13:29, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9187, loss_cls: 0.9643, loss: 0.9643, grad_norm: 9.0513 2020-10-11 12:46:40,252 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 8:13:06, time: 1.259, data_time: 0.005, memory: 9800, top1_acc: 0.7172, top5_acc: 0.9156, loss_cls: 1.0174, loss: 1.0174, grad_norm: 9.1732 2020-10-11 12:47:04,322 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 8:12:42, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9039, loss_cls: 1.0407, loss: 1.0407, grad_norm: 9.3737 2020-10-11 12:47:28,717 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 8:12:18, time: 1.218, data_time: 0.003, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9242, loss_cls: 0.9550, loss: 0.9550, grad_norm: 8.8907 2020-10-11 12:47:54,141 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 8:11:56, time: 1.273, data_time: 0.005, memory: 9800, top1_acc: 0.7125, top5_acc: 0.9203, loss_cls: 1.0169, loss: 1.0169, grad_norm: 9.2023 2020-10-11 12:48:19,081 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 8:11:32, time: 1.244, data_time: 0.004, memory: 9800, top1_acc: 0.7164, top5_acc: 0.9141, loss_cls: 1.0382, loss: 1.0382, grad_norm: 9.0907 2020-10-11 12:48:44,140 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 8:11:09, time: 1.255, data_time: 0.006, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9086, loss_cls: 0.9828, loss: 0.9828, grad_norm: 8.6326 2020-10-11 12:49:08,603 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 8:10:46, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9047, loss_cls: 1.0137, loss: 1.0137, grad_norm: 9.0570 2020-10-11 12:49:32,816 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 8:10:22, time: 1.211, data_time: 0.002, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9094, loss_cls: 0.9475, loss: 0.9475, grad_norm: 8.6036 2020-10-11 12:49:56,912 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 8:09:58, time: 1.203, data_time: 0.004, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9336, loss_cls: 0.9335, loss: 0.9335, grad_norm: 8.9662 2020-10-11 12:50:22,394 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 8:09:36, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9320, loss_cls: 0.9203, loss: 0.9203, grad_norm: 8.9938 2020-10-11 12:50:47,092 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 8:09:12, time: 1.236, data_time: 0.005, memory: 9800, top1_acc: 0.7250, top5_acc: 0.9086, loss_cls: 0.9828, loss: 0.9828, grad_norm: 8.8097 2020-10-11 12:51:12,009 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 8:08:49, time: 1.246, data_time: 0.005, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9055, loss_cls: 1.0128, loss: 1.0128, grad_norm: 9.0570 2020-10-11 12:51:36,827 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 8:08:26, time: 1.240, data_time: 0.002, memory: 9800, top1_acc: 0.7422, top5_acc: 0.9117, loss_cls: 0.9588, loss: 0.9588, grad_norm: 8.8119 2020-10-11 12:52:01,498 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 8:08:02, time: 1.234, data_time: 0.003, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 1.0043, loss: 1.0043, grad_norm: 8.8339 2020-10-11 12:52:26,016 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 8:07:39, time: 1.226, data_time: 0.003, memory: 9800, top1_acc: 0.7133, top5_acc: 0.8945, loss_cls: 1.0535, loss: 1.0535, grad_norm: 9.0544 2020-10-11 12:52:51,282 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 8:07:16, time: 1.262, data_time: 0.005, memory: 9800, top1_acc: 0.7281, top5_acc: 0.9016, loss_cls: 1.0524, loss: 1.0524, grad_norm: 9.1320 2020-10-11 12:53:16,197 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 8:06:53, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9078, loss_cls: 0.9599, loss: 0.9599, grad_norm: 8.5259 2020-10-11 12:53:40,998 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 8:06:30, time: 1.242, data_time: 0.006, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9125, loss_cls: 0.9777, loss: 0.9777, grad_norm: 8.9950 2020-10-11 12:54:06,356 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 8:06:07, time: 1.267, data_time: 0.002, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 0.9494, loss: 0.9494, grad_norm: 8.9627 2020-10-11 12:54:32,476 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 8:05:44, time: 1.307, data_time: 0.002, memory: 9800, top1_acc: 0.7234, top5_acc: 0.9109, loss_cls: 1.0221, loss: 1.0221, grad_norm: 8.9762 2020-10-11 12:54:56,970 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 8:05:21, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.7258, top5_acc: 0.9109, loss_cls: 1.0014, loss: 1.0014, grad_norm: 9.0484 2020-10-11 12:55:21,310 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 8:04:57, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.7266, top5_acc: 0.9156, loss_cls: 0.9787, loss: 0.9787, grad_norm: 8.8678 2020-10-11 12:55:46,393 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 8:04:34, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 1.0294, loss: 1.0294, grad_norm: 9.2351 2020-10-11 12:56:11,118 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 8:04:11, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0123, loss: 1.0123, grad_norm: 8.9795 2020-10-11 12:56:34,789 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 8:03:47, time: 1.184, data_time: 0.003, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9047, loss_cls: 1.0128, loss: 1.0128, grad_norm: 9.2302 2020-10-11 12:57:00,139 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 8:03:24, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.6992, top5_acc: 0.8969, loss_cls: 1.1046, loss: 1.1046, grad_norm: 9.2975 2020-10-11 12:57:25,850 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 8:03:01, time: 1.287, data_time: 0.005, memory: 9800, top1_acc: 0.7273, top5_acc: 0.9016, loss_cls: 1.0471, loss: 1.0471, grad_norm: 9.3681 2020-10-11 12:57:50,159 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 8:02:37, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9180, loss_cls: 0.9984, loss: 0.9984, grad_norm: 8.8664 2020-10-11 12:58:15,878 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 8:02:15, time: 1.286, data_time: 0.005, memory: 9800, top1_acc: 0.7180, top5_acc: 0.9086, loss_cls: 1.0639, loss: 1.0639, grad_norm: 9.2132 2020-10-11 12:58:42,129 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 8:01:52, time: 1.314, data_time: 0.005, memory: 9800, top1_acc: 0.7227, top5_acc: 0.9336, loss_cls: 0.9688, loss: 0.9688, grad_norm: 8.9440 2020-10-11 12:59:06,055 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 8:01:28, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9156, loss_cls: 0.9524, loss: 0.9524, grad_norm: 8.8446 2020-10-11 12:59:29,993 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 8:01:05, time: 1.197, data_time: 0.002, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9195, loss_cls: 0.9426, loss: 0.9426, grad_norm: 8.8286 2020-10-11 12:59:36,062 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-11 13:00:10,156 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 8:00:37, time: 1.665, data_time: 0.464, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9203, loss_cls: 0.9483, loss: 0.9483, grad_norm: 8.5735 2020-10-11 13:00:32,693 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 8:00:12, time: 1.132, data_time: 0.044, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9328, loss_cls: 0.9045, loss: 0.9045, grad_norm: 8.7556 2020-10-11 13:00:57,353 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 7:59:49, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9086, loss_cls: 0.9569, loss: 0.9569, grad_norm: 8.8337 2020-10-11 13:01:21,950 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 7:59:25, time: 1.231, data_time: 0.006, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9164, loss_cls: 0.9486, loss: 0.9486, grad_norm: 8.9284 2020-10-11 13:01:46,442 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 7:59:02, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.7289, top5_acc: 0.9133, loss_cls: 0.9792, loss: 0.9792, grad_norm: 9.4009 2020-10-11 13:02:11,578 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 7:58:39, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.7383, top5_acc: 0.9148, loss_cls: 0.9602, loss: 0.9602, grad_norm: 9.1385 2020-10-11 13:02:35,991 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 7:58:15, time: 1.221, data_time: 0.002, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9227, loss_cls: 0.9115, loss: 0.9115, grad_norm: 8.5421 2020-10-11 13:03:00,483 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 7:57:52, time: 1.225, data_time: 0.002, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9211, loss_cls: 0.9078, loss: 0.9078, grad_norm: 8.5097 2020-10-11 13:03:25,487 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 7:57:29, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9187, loss_cls: 0.9719, loss: 0.9719, grad_norm: 8.8547 2020-10-11 13:03:50,539 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 7:57:05, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.7414, top5_acc: 0.9281, loss_cls: 0.9290, loss: 0.9290, grad_norm: 8.9089 2020-10-11 13:04:15,087 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 7:56:42, time: 1.228, data_time: 0.013, memory: 9800, top1_acc: 0.7156, top5_acc: 0.8992, loss_cls: 1.0546, loss: 1.0546, grad_norm: 9.4406 2020-10-11 13:04:40,968 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 7:56:19, time: 1.296, data_time: 0.005, memory: 9800, top1_acc: 0.7273, top5_acc: 0.9164, loss_cls: 1.0134, loss: 1.0134, grad_norm: 9.5411 2020-10-11 13:05:06,620 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 7:55:56, time: 1.280, data_time: 0.002, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9156, loss_cls: 0.9636, loss: 0.9636, grad_norm: 8.9806 2020-10-11 13:05:30,552 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 7:55:33, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 1.0032, loss: 1.0032, grad_norm: 9.4899 2020-10-11 13:05:55,291 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 7:55:09, time: 1.235, data_time: 0.004, memory: 9800, top1_acc: 0.7328, top5_acc: 0.9039, loss_cls: 1.0007, loss: 1.0007, grad_norm: 8.9929 2020-10-11 13:06:19,982 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 7:54:46, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7516, top5_acc: 0.9109, loss_cls: 0.9674, loss: 0.9674, grad_norm: 9.0756 2020-10-11 13:06:44,853 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 7:54:22, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.7242, top5_acc: 0.9148, loss_cls: 0.9905, loss: 0.9905, grad_norm: 8.9486 2020-10-11 13:07:10,269 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 7:54:00, time: 1.274, data_time: 0.007, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9187, loss_cls: 0.9659, loss: 0.9659, grad_norm: 8.9313 2020-10-11 13:07:35,660 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 7:53:37, time: 1.269, data_time: 0.002, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9062, loss_cls: 0.9694, loss: 0.9694, grad_norm: 8.9361 2020-10-11 13:08:00,694 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 7:53:13, time: 1.251, data_time: 0.006, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9156, loss_cls: 0.9476, loss: 0.9476, grad_norm: 9.0077 2020-10-11 13:08:25,220 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 7:52:50, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9211, loss_cls: 0.9321, loss: 0.9321, grad_norm: 8.7999 2020-10-11 13:08:49,920 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 7:52:26, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9242, loss_cls: 0.9715, loss: 0.9715, grad_norm: 9.1724 2020-10-11 13:09:14,710 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 7:52:03, time: 1.238, data_time: 0.002, memory: 9800, top1_acc: 0.7211, top5_acc: 0.9094, loss_cls: 1.0503, loss: 1.0503, grad_norm: 9.4042 2020-10-11 13:09:40,310 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 7:51:40, time: 1.281, data_time: 0.005, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9203, loss_cls: 0.9423, loss: 0.9423, grad_norm: 8.8975 2020-10-11 13:10:05,048 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 7:51:17, time: 1.238, data_time: 0.006, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9156, loss_cls: 0.9659, loss: 0.9659, grad_norm: 8.7553 2020-10-11 13:10:30,032 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 7:50:54, time: 1.249, data_time: 0.002, memory: 9800, top1_acc: 0.7477, top5_acc: 0.9187, loss_cls: 0.9688, loss: 0.9688, grad_norm: 9.1750 2020-10-11 13:10:54,524 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 7:50:30, time: 1.223, data_time: 0.004, memory: 9800, top1_acc: 0.7461, top5_acc: 0.8953, loss_cls: 0.9983, loss: 0.9983, grad_norm: 8.8716 2020-10-11 13:11:19,125 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 7:50:07, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.7297, top5_acc: 0.8992, loss_cls: 1.0146, loss: 1.0146, grad_norm: 9.6443 2020-10-11 13:11:44,611 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 7:49:44, time: 1.276, data_time: 0.005, memory: 9800, top1_acc: 0.7422, top5_acc: 0.9211, loss_cls: 0.9573, loss: 0.9573, grad_norm: 9.1009 2020-10-11 13:12:09,630 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 7:49:20, time: 1.251, data_time: 0.002, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9187, loss_cls: 0.9514, loss: 0.9514, grad_norm: 9.0426 2020-10-11 13:12:34,927 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 7:48:57, time: 1.265, data_time: 0.002, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9876, loss: 0.9876, grad_norm: 9.1057 2020-10-11 13:12:59,962 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 7:48:34, time: 1.252, data_time: 0.002, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9328, loss_cls: 0.8971, loss: 0.8971, grad_norm: 9.0325 2020-10-11 13:13:24,519 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 7:48:11, time: 1.226, data_time: 0.006, memory: 9800, top1_acc: 0.7328, top5_acc: 0.9008, loss_cls: 1.0025, loss: 1.0025, grad_norm: 9.2393 2020-10-11 13:13:49,870 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 7:47:48, time: 1.268, data_time: 0.005, memory: 9800, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 1.0209, loss: 1.0209, grad_norm: 9.9436 2020-10-11 13:14:14,346 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 7:47:24, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.7328, top5_acc: 0.9203, loss_cls: 0.9988, loss: 0.9988, grad_norm: 9.0736 2020-10-11 13:14:38,659 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 7:47:01, time: 1.217, data_time: 0.004, memory: 9800, top1_acc: 0.7516, top5_acc: 0.9258, loss_cls: 0.9501, loss: 0.9501, grad_norm: 8.8315 2020-10-11 13:15:03,954 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 7:46:37, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9016, loss_cls: 1.0339, loss: 1.0339, grad_norm: 9.3442 2020-10-11 13:15:28,800 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 7:46:14, time: 1.241, data_time: 0.003, memory: 9800, top1_acc: 0.7430, top5_acc: 0.9109, loss_cls: 0.9772, loss: 0.9772, grad_norm: 8.9590 2020-10-11 13:15:54,433 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 7:45:51, time: 1.280, data_time: 0.006, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9133, loss_cls: 0.9727, loss: 0.9727, grad_norm: 8.9008 2020-10-11 13:16:18,954 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 7:45:28, time: 1.229, data_time: 0.006, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9164, loss_cls: 0.9894, loss: 0.9894, grad_norm: 8.9378 2020-10-11 13:16:44,264 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 7:45:05, time: 1.265, data_time: 0.002, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9156, loss_cls: 0.9939, loss: 0.9939, grad_norm: 9.2921 2020-10-11 13:17:09,644 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 7:44:42, time: 1.270, data_time: 0.005, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9250, loss_cls: 0.9263, loss: 0.9263, grad_norm: 9.4299 2020-10-11 13:17:33,649 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 7:44:18, time: 1.200, data_time: 0.002, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9133, loss_cls: 0.9598, loss: 0.9598, grad_norm: 9.1520 2020-10-11 13:17:59,154 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 7:43:55, time: 1.274, data_time: 0.004, memory: 9800, top1_acc: 0.7141, top5_acc: 0.9102, loss_cls: 1.0313, loss: 1.0313, grad_norm: 9.3259 2020-10-11 13:18:24,007 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 7:43:31, time: 1.244, data_time: 0.005, memory: 9800, top1_acc: 0.7430, top5_acc: 0.9195, loss_cls: 0.9507, loss: 0.9507, grad_norm: 8.9551 2020-10-11 13:18:48,650 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 7:43:08, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9405, loss: 0.9405, grad_norm: 9.1471 2020-10-11 13:19:14,167 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 7:42:45, time: 1.276, data_time: 0.005, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9172, loss_cls: 0.9614, loss: 0.9614, grad_norm: 9.0806 2020-10-11 13:19:39,467 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 7:42:22, time: 1.266, data_time: 0.005, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9086, loss_cls: 0.9610, loss: 0.9610, grad_norm: 8.7029 2020-10-11 13:20:04,247 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 7:41:58, time: 1.238, data_time: 0.004, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9219, loss_cls: 0.9495, loss: 0.9495, grad_norm: 8.9146 2020-10-11 13:20:29,456 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 7:41:35, time: 1.262, data_time: 0.003, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9180, loss_cls: 0.9293, loss: 0.9293, grad_norm: 8.9169 2020-10-11 13:20:54,926 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 7:41:12, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9086, loss_cls: 1.0129, loss: 1.0129, grad_norm: 9.4687 2020-10-11 13:21:19,059 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 7:40:49, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9062, loss_cls: 1.0453, loss: 1.0453, grad_norm: 9.4107 2020-10-11 13:21:44,318 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 7:40:25, time: 1.262, data_time: 0.004, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9180, loss_cls: 0.9512, loss: 0.9512, grad_norm: 9.1312 2020-10-11 13:22:09,237 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 7:40:02, time: 1.248, data_time: 0.006, memory: 9800, top1_acc: 0.6977, top5_acc: 0.9039, loss_cls: 1.0748, loss: 1.0748, grad_norm: 9.9745 2020-10-11 13:22:34,732 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 7:39:39, time: 1.275, data_time: 0.002, memory: 9800, top1_acc: 0.7328, top5_acc: 0.9266, loss_cls: 0.9474, loss: 0.9474, grad_norm: 9.1894 2020-10-11 13:22:59,730 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 7:39:16, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9281, loss_cls: 0.9537, loss: 0.9537, grad_norm: 9.2189 2020-10-11 13:23:25,019 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 7:38:53, time: 1.266, data_time: 0.005, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9180, loss_cls: 0.9563, loss: 0.9563, grad_norm: 9.4021 2020-10-11 13:23:50,352 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 7:38:30, time: 1.264, data_time: 0.004, memory: 9800, top1_acc: 0.7219, top5_acc: 0.9008, loss_cls: 1.0653, loss: 1.0653, grad_norm: 9.7050 2020-10-11 13:24:15,138 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 7:38:06, time: 1.240, data_time: 0.006, memory: 9800, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0029, loss: 1.0029, grad_norm: 9.2472 2020-10-11 13:24:40,448 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 7:37:43, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9578, loss: 0.9578, grad_norm: 8.8313 2020-10-11 13:25:05,901 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 7:37:20, time: 1.273, data_time: 0.004, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 0.9769, loss: 0.9769, grad_norm: 9.1674 2020-10-11 13:25:30,767 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 7:36:57, time: 1.243, data_time: 0.002, memory: 9800, top1_acc: 0.7516, top5_acc: 0.9164, loss_cls: 0.9584, loss: 0.9584, grad_norm: 9.1293 2020-10-11 13:25:56,970 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 7:36:34, time: 1.308, data_time: 0.004, memory: 9800, top1_acc: 0.7250, top5_acc: 0.9023, loss_cls: 1.0319, loss: 1.0319, grad_norm: 9.3203 2020-10-11 13:26:20,980 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 7:36:10, time: 1.202, data_time: 0.006, memory: 9800, top1_acc: 0.7328, top5_acc: 0.9062, loss_cls: 1.0088, loss: 1.0088, grad_norm: 9.1725 2020-10-11 13:26:45,669 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 7:35:47, time: 1.236, data_time: 0.005, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9117, loss_cls: 1.0111, loss: 1.0111, grad_norm: 9.4477 2020-10-11 13:27:11,437 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 7:35:24, time: 1.288, data_time: 0.004, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9125, loss_cls: 0.9693, loss: 0.9693, grad_norm: 9.2914 2020-10-11 13:27:35,285 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 7:35:00, time: 1.193, data_time: 0.002, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9227, loss_cls: 0.9187, loss: 0.9187, grad_norm: 9.1773 2020-10-11 13:27:41,508 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-10-11 13:28:15,846 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 7:34:32, time: 1.674, data_time: 0.737, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9156, loss_cls: 0.9575, loss: 0.9575, grad_norm: 8.9703 2020-10-11 13:28:39,873 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 7:34:08, time: 1.202, data_time: 0.004, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9839, loss: 0.9839, grad_norm: 9.5034 2020-10-11 13:29:04,697 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 7:33:45, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9172, loss_cls: 0.9537, loss: 0.9537, grad_norm: 9.1085 2020-10-11 13:29:28,652 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 7:33:21, time: 1.198, data_time: 0.003, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9273, loss_cls: 0.9157, loss: 0.9157, grad_norm: 9.3472 2020-10-11 13:29:54,399 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 7:32:58, time: 1.286, data_time: 0.005, memory: 9800, top1_acc: 0.7297, top5_acc: 0.9102, loss_cls: 1.0137, loss: 1.0137, grad_norm: 9.9194 2020-10-11 13:30:19,693 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 7:32:35, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9180, loss_cls: 0.9488, loss: 0.9488, grad_norm: 9.4053 2020-10-11 13:30:44,398 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 7:32:11, time: 1.237, data_time: 0.005, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9148, loss_cls: 0.9936, loss: 0.9936, grad_norm: 9.3390 2020-10-11 13:31:08,863 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 7:31:48, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.9435, loss: 0.9435, grad_norm: 9.2712 2020-10-11 13:31:34,822 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 7:31:25, time: 1.298, data_time: 0.002, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.8951, loss: 0.8951, grad_norm: 8.8221 2020-10-11 13:32:00,024 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 7:31:02, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 0.9656, loss: 0.9656, grad_norm: 9.4418 2020-10-11 13:32:25,382 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 7:30:39, time: 1.267, data_time: 0.002, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9187, loss_cls: 0.9257, loss: 0.9257, grad_norm: 9.5701 2020-10-11 13:32:49,507 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 7:30:15, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9289, loss_cls: 0.9172, loss: 0.9172, grad_norm: 9.6580 2020-10-11 13:33:14,305 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 7:29:52, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.9551, loss: 0.9551, grad_norm: 9.7181 2020-10-11 13:33:39,550 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 7:29:28, time: 1.264, data_time: 0.005, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9250, loss_cls: 0.9437, loss: 0.9437, grad_norm: 9.4595 2020-10-11 13:34:04,039 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 7:29:05, time: 1.224, data_time: 0.002, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9219, loss_cls: 0.9727, loss: 0.9727, grad_norm: 9.5405 2020-10-11 13:34:29,319 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 7:28:42, time: 1.264, data_time: 0.004, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9125, loss_cls: 0.9365, loss: 0.9365, grad_norm: 9.1257 2020-10-11 13:34:55,187 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 7:28:19, time: 1.294, data_time: 0.003, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9148, loss_cls: 0.9151, loss: 0.9151, grad_norm: 9.1767 2020-10-11 13:35:19,915 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 7:27:55, time: 1.233, data_time: 0.004, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9109, loss_cls: 0.9518, loss: 0.9518, grad_norm: 9.0485 2020-10-11 13:35:45,150 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 7:27:32, time: 1.265, data_time: 0.008, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9305, loss: 0.9305, grad_norm: 9.4303 2020-10-11 13:36:10,650 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 7:27:09, time: 1.276, data_time: 0.005, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9039, loss_cls: 1.0114, loss: 1.0114, grad_norm: 9.6386 2020-10-11 13:36:34,686 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 7:26:45, time: 1.202, data_time: 0.002, memory: 9800, top1_acc: 0.7617, top5_acc: 0.9297, loss_cls: 0.8994, loss: 0.8994, grad_norm: 8.9306 2020-10-11 13:37:00,759 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 7:26:22, time: 1.302, data_time: 0.004, memory: 9800, top1_acc: 0.7422, top5_acc: 0.9242, loss_cls: 0.9329, loss: 0.9329, grad_norm: 9.6417 2020-10-11 13:37:25,490 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 7:25:59, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9320, loss_cls: 0.9176, loss: 0.9176, grad_norm: 9.5237 2020-10-11 13:37:51,173 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 7:25:36, time: 1.284, data_time: 0.004, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9211, loss_cls: 0.9457, loss: 0.9457, grad_norm: 9.2728 2020-10-11 13:38:15,537 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 7:25:12, time: 1.217, data_time: 0.002, memory: 9800, top1_acc: 0.7383, top5_acc: 0.9102, loss_cls: 0.9780, loss: 0.9780, grad_norm: 9.5241 2020-10-11 13:38:41,591 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 7:24:49, time: 1.304, data_time: 0.005, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9102, loss_cls: 0.9911, loss: 0.9911, grad_norm: 9.0451 2020-10-11 13:39:06,083 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 7:24:26, time: 1.225, data_time: 0.004, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9180, loss_cls: 0.9356, loss: 0.9356, grad_norm: 9.4040 2020-10-11 13:39:31,643 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 7:24:03, time: 1.278, data_time: 0.002, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9227, loss_cls: 0.9115, loss: 0.9115, grad_norm: 9.3676 2020-10-11 13:39:56,152 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 7:23:39, time: 1.224, data_time: 0.004, memory: 9800, top1_acc: 0.7586, top5_acc: 0.9187, loss_cls: 0.9384, loss: 0.9384, grad_norm: 9.1831 2020-10-11 13:40:21,583 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 7:23:16, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.7125, top5_acc: 0.9219, loss_cls: 0.9882, loss: 0.9882, grad_norm: 9.4616 2020-10-11 13:40:47,172 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 7:22:53, time: 1.280, data_time: 0.005, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9133, loss_cls: 0.9978, loss: 0.9978, grad_norm: 9.6693 2020-10-11 13:41:11,864 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 7:22:30, time: 1.235, data_time: 0.003, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.9231, loss: 0.9231, grad_norm: 9.2164 2020-10-11 13:41:36,996 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 7:22:06, time: 1.255, data_time: 0.002, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9219, loss_cls: 0.9288, loss: 0.9288, grad_norm: 9.5160 2020-10-11 13:42:03,812 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 7:21:44, time: 1.342, data_time: 0.005, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9133, loss_cls: 0.9345, loss: 0.9345, grad_norm: 9.1315 2020-10-11 13:42:28,251 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 7:21:20, time: 1.222, data_time: 0.002, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9219, loss_cls: 0.9667, loss: 0.9667, grad_norm: 9.7465 2020-10-11 13:42:53,694 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 7:20:57, time: 1.271, data_time: 0.004, memory: 9800, top1_acc: 0.7336, top5_acc: 0.9125, loss_cls: 0.9938, loss: 0.9938, grad_norm: 9.4919 2020-10-11 13:43:18,228 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 7:20:33, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9234, loss_cls: 0.9386, loss: 0.9386, grad_norm: 9.1296 2020-10-11 13:43:43,171 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 7:20:10, time: 1.247, data_time: 0.005, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9039, loss_cls: 0.9989, loss: 0.9989, grad_norm: 9.6789 2020-10-11 13:44:08,928 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 7:19:47, time: 1.289, data_time: 0.005, memory: 9800, top1_acc: 0.7242, top5_acc: 0.9148, loss_cls: 1.0115, loss: 1.0115, grad_norm: 10.0172 2020-10-11 13:44:33,967 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 7:19:24, time: 1.252, data_time: 0.002, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9086, loss_cls: 0.9895, loss: 0.9895, grad_norm: 9.2682 2020-10-11 13:44:59,937 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 7:19:01, time: 1.297, data_time: 0.005, memory: 9800, top1_acc: 0.7609, top5_acc: 0.9258, loss_cls: 0.8981, loss: 0.8981, grad_norm: 9.3036 2020-10-11 13:45:23,966 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 7:18:37, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9273, loss_cls: 0.9179, loss: 0.9179, grad_norm: 9.3842 2020-10-11 13:45:48,851 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 7:18:14, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.7719, top5_acc: 0.9180, loss_cls: 0.8637, loss: 0.8637, grad_norm: 8.9505 2020-10-11 13:46:14,363 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 7:17:51, time: 1.278, data_time: 0.007, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 0.9618, loss: 0.9618, grad_norm: 9.5203 2020-10-11 13:46:39,610 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 7:17:27, time: 1.264, data_time: 0.004, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9900, loss: 0.9900, grad_norm: 9.6307 2020-10-11 13:47:04,507 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 7:17:04, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9211, loss_cls: 0.9280, loss: 0.9280, grad_norm: 9.4271 2020-10-11 13:47:29,037 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 7:16:40, time: 1.227, data_time: 0.003, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9125, loss_cls: 0.9745, loss: 0.9745, grad_norm: 9.6856 2020-10-11 13:47:54,666 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 7:16:17, time: 1.279, data_time: 0.004, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9289, loss_cls: 0.8786, loss: 0.8786, grad_norm: 8.8108 2020-10-11 13:48:20,425 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 7:15:54, time: 1.289, data_time: 0.006, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9039, loss_cls: 0.9837, loss: 0.9837, grad_norm: 9.5708 2020-10-11 13:48:44,340 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 7:15:30, time: 1.197, data_time: 0.005, memory: 9800, top1_acc: 0.7508, top5_acc: 0.9156, loss_cls: 0.9154, loss: 0.9154, grad_norm: 9.1603 2020-10-11 13:49:09,070 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 7:15:07, time: 1.237, data_time: 0.004, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9328, loss_cls: 0.8782, loss: 0.8782, grad_norm: 9.0979 2020-10-11 13:49:33,994 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 7:14:43, time: 1.246, data_time: 0.002, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9187, loss_cls: 0.9462, loss: 0.9462, grad_norm: 9.2767 2020-10-11 13:49:58,980 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 7:14:20, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9086, loss_cls: 0.9995, loss: 0.9995, grad_norm: 9.4789 2020-10-11 13:50:23,601 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 7:13:56, time: 1.231, data_time: 0.005, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9148, loss_cls: 0.9961, loss: 0.9961, grad_norm: 9.4990 2020-10-11 13:50:48,459 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 7:13:33, time: 1.244, data_time: 0.005, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.9658, loss: 0.9658, grad_norm: 9.5857 2020-10-11 13:51:13,405 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 7:13:10, time: 1.247, data_time: 0.002, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9078, loss_cls: 0.9428, loss: 0.9428, grad_norm: 9.5822 2020-10-11 13:51:38,535 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 7:12:46, time: 1.257, data_time: 0.002, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9047, loss_cls: 1.0262, loss: 1.0262, grad_norm: 9.9725 2020-10-11 13:52:03,234 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 7:12:23, time: 1.233, data_time: 0.006, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9180, loss_cls: 0.9730, loss: 0.9730, grad_norm: 9.5335 2020-10-11 13:52:29,818 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 7:12:00, time: 1.331, data_time: 0.005, memory: 9800, top1_acc: 0.7242, top5_acc: 0.9172, loss_cls: 0.9981, loss: 0.9981, grad_norm: 9.5953 2020-10-11 13:52:54,972 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 7:11:37, time: 1.258, data_time: 0.002, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9242, loss_cls: 0.9256, loss: 0.9256, grad_norm: 9.2359 2020-10-11 13:53:19,778 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 7:11:13, time: 1.239, data_time: 0.005, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9086, loss_cls: 0.9685, loss: 0.9685, grad_norm: 9.5808 2020-10-11 13:53:44,271 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 7:10:50, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.7234, top5_acc: 0.9078, loss_cls: 1.0458, loss: 1.0458, grad_norm: 9.6752 2020-10-11 13:54:09,328 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 7:10:26, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9289, loss_cls: 0.9276, loss: 0.9276, grad_norm: 9.4864 2020-10-11 13:54:34,028 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 7:10:03, time: 1.235, data_time: 0.002, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.9136, loss: 0.9136, grad_norm: 9.1555 2020-10-11 13:54:59,038 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 7:09:39, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9148, loss_cls: 0.9787, loss: 0.9787, grad_norm: 9.7152 2020-10-11 13:55:24,522 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 7:09:16, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9234, loss_cls: 0.9615, loss: 0.9615, grad_norm: 9.4489 2020-10-11 13:55:49,096 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 7:08:53, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9141, loss_cls: 0.9709, loss: 0.9709, grad_norm: 9.7709 2020-10-11 13:55:54,525 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-10-11 13:56:24,490 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 7:08:23, time: 1.466, data_time: 0.452, memory: 9800, top1_acc: 0.7820, top5_acc: 0.9344, loss_cls: 0.8405, loss: 0.8405, grad_norm: 8.7407 2020-10-11 13:56:48,380 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 7:07:59, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9258, loss_cls: 0.8580, loss: 0.8580, grad_norm: 9.2368 2020-10-11 13:57:13,144 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 7:07:35, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.9307, loss: 0.9307, grad_norm: 9.3404 2020-10-11 13:57:38,261 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 7:07:12, time: 1.256, data_time: 0.002, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9289, loss_cls: 0.8723, loss: 0.8723, grad_norm: 9.2995 2020-10-11 13:58:03,207 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 7:06:48, time: 1.246, data_time: 0.004, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9367, loss_cls: 0.8683, loss: 0.8683, grad_norm: 9.2552 2020-10-11 13:58:27,909 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 7:06:25, time: 1.237, data_time: 0.005, memory: 9800, top1_acc: 0.7562, top5_acc: 0.9281, loss_cls: 0.8915, loss: 0.8915, grad_norm: 9.6124 2020-10-11 13:58:53,705 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 7:06:02, time: 1.290, data_time: 0.005, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9180, loss_cls: 0.9088, loss: 0.9088, grad_norm: 9.4658 2020-10-11 13:59:17,892 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 7:05:38, time: 1.208, data_time: 0.002, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.9317, loss: 0.9317, grad_norm: 9.3393 2020-10-11 13:59:42,591 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 7:05:14, time: 1.236, data_time: 0.005, memory: 9800, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.8809, loss: 0.8809, grad_norm: 9.3156 2020-10-11 14:00:08,921 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 7:04:52, time: 1.315, data_time: 0.002, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9102, loss_cls: 0.9565, loss: 0.9565, grad_norm: 9.4630 2020-10-11 14:00:33,114 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 7:04:28, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9156, loss_cls: 0.9405, loss: 0.9405, grad_norm: 9.4149 2020-10-11 14:00:58,460 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 7:04:05, time: 1.266, data_time: 0.005, memory: 9800, top1_acc: 0.7477, top5_acc: 0.9172, loss_cls: 0.9248, loss: 0.9248, grad_norm: 9.6098 2020-10-11 14:01:24,027 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 7:03:41, time: 1.278, data_time: 0.005, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9180, loss_cls: 0.9431, loss: 0.9431, grad_norm: 9.3878 2020-10-11 14:01:48,204 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 7:03:18, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9281, loss_cls: 0.9183, loss: 0.9183, grad_norm: 9.4858 2020-10-11 14:02:13,396 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 7:02:54, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9133, loss_cls: 0.9130, loss: 0.9130, grad_norm: 9.0160 2020-10-11 14:02:37,967 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 7:02:31, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9258, loss_cls: 0.8923, loss: 0.8923, grad_norm: 9.2188 2020-10-11 14:03:03,202 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 7:02:07, time: 1.260, data_time: 0.002, memory: 9800, top1_acc: 0.7328, top5_acc: 0.9156, loss_cls: 0.9743, loss: 0.9743, grad_norm: 9.5048 2020-10-11 14:03:27,971 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 7:01:44, time: 1.240, data_time: 0.005, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9227, loss_cls: 0.9059, loss: 0.9059, grad_norm: 9.4264 2020-10-11 14:03:54,019 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 7:01:21, time: 1.302, data_time: 0.002, memory: 9800, top1_acc: 0.7297, top5_acc: 0.9133, loss_cls: 1.0139, loss: 1.0139, grad_norm: 9.9113 2020-10-11 14:04:18,013 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 7:00:57, time: 1.200, data_time: 0.004, memory: 9800, top1_acc: 0.7680, top5_acc: 0.9039, loss_cls: 0.9231, loss: 0.9231, grad_norm: 9.0762 2020-10-11 14:04:43,557 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 7:00:34, time: 1.277, data_time: 0.002, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9211, loss_cls: 0.8998, loss: 0.8998, grad_norm: 9.3124 2020-10-11 14:05:08,072 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 7:00:10, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 1.0067, loss: 1.0067, grad_norm: 9.8760 2020-10-11 14:05:32,976 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 6:59:47, time: 1.245, data_time: 0.002, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9266, loss_cls: 0.8859, loss: 0.8859, grad_norm: 9.5078 2020-10-11 14:05:57,985 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 6:59:23, time: 1.249, data_time: 0.004, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9180, loss_cls: 0.9580, loss: 0.9580, grad_norm: 10.0572 2020-10-11 14:06:22,879 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 6:59:00, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.7758, top5_acc: 0.9148, loss_cls: 0.8872, loss: 0.8872, grad_norm: 9.0894 2020-10-11 14:06:47,731 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 6:58:36, time: 1.244, data_time: 0.005, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9281, loss_cls: 0.8646, loss: 0.8646, grad_norm: 9.1644 2020-10-11 14:07:12,638 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 6:58:13, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.7586, top5_acc: 0.9156, loss_cls: 0.9292, loss: 0.9292, grad_norm: 9.4761 2020-10-11 14:07:37,266 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 6:57:49, time: 1.231, data_time: 0.002, memory: 9800, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 0.9815, loss: 0.9815, grad_norm: 9.6777 2020-10-11 14:08:01,993 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 6:57:26, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9156, loss_cls: 0.9344, loss: 0.9344, grad_norm: 9.6209 2020-10-11 14:08:28,034 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 6:57:03, time: 1.303, data_time: 0.005, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9227, loss_cls: 0.9375, loss: 0.9375, grad_norm: 9.4557 2020-10-11 14:08:52,687 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 6:56:39, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9156, loss_cls: 0.9780, loss: 0.9780, grad_norm: 9.8553 2020-10-11 14:09:17,111 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 6:56:15, time: 1.220, data_time: 0.002, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.8586, loss: 0.8586, grad_norm: 9.0334 2020-10-11 14:09:43,190 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 6:55:52, time: 1.304, data_time: 0.005, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9227, loss_cls: 0.9248, loss: 0.9248, grad_norm: 9.4260 2020-10-11 14:10:07,047 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 6:55:29, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9289, loss_cls: 0.9482, loss: 0.9482, grad_norm: 9.3883 2020-10-11 14:10:32,123 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 6:55:05, time: 1.254, data_time: 0.002, memory: 9800, top1_acc: 0.7398, top5_acc: 0.9203, loss_cls: 0.9557, loss: 0.9557, grad_norm: 9.5898 2020-10-11 14:10:56,980 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 6:54:42, time: 1.243, data_time: 0.002, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9141, loss_cls: 0.9420, loss: 0.9420, grad_norm: 9.4772 2020-10-11 14:11:22,435 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 6:54:18, time: 1.271, data_time: 0.004, memory: 9800, top1_acc: 0.7531, top5_acc: 0.9281, loss_cls: 0.9170, loss: 0.9170, grad_norm: 9.5512 2020-10-11 14:11:47,154 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 6:53:55, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9078, loss_cls: 0.9435, loss: 0.9435, grad_norm: 9.5626 2020-10-11 14:12:12,066 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 6:53:31, time: 1.248, data_time: 0.006, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9250, loss_cls: 0.9195, loss: 0.9195, grad_norm: 9.6081 2020-10-11 14:12:36,595 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 6:53:08, time: 1.226, data_time: 0.002, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9164, loss_cls: 0.9699, loss: 0.9699, grad_norm: 9.8423 2020-10-11 14:13:02,759 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 6:52:45, time: 1.307, data_time: 0.006, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9125, loss_cls: 0.9641, loss: 0.9641, grad_norm: 9.4289 2020-10-11 14:13:26,717 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 6:52:21, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9086, loss_cls: 0.9773, loss: 0.9773, grad_norm: 9.9722 2020-10-11 14:13:51,667 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 6:51:57, time: 1.246, data_time: 0.004, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9141, loss_cls: 0.9583, loss: 0.9583, grad_norm: 9.6704 2020-10-11 14:14:16,078 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 6:51:34, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9258, loss_cls: 0.9311, loss: 0.9311, grad_norm: 9.6682 2020-10-11 14:14:41,189 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 6:51:10, time: 1.257, data_time: 0.006, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9344, loss_cls: 0.8868, loss: 0.8868, grad_norm: 9.6562 2020-10-11 14:15:05,985 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 6:50:47, time: 1.240, data_time: 0.005, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.9108, loss: 0.9108, grad_norm: 9.4791 2020-10-11 14:15:31,215 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 6:50:23, time: 1.262, data_time: 0.002, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9148, loss_cls: 0.9627, loss: 0.9627, grad_norm: 9.8972 2020-10-11 14:15:56,003 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 6:50:00, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.7352, top5_acc: 0.9094, loss_cls: 0.9704, loss: 0.9704, grad_norm: 9.4953 2020-10-11 14:16:20,952 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 6:49:36, time: 1.247, data_time: 0.005, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9164, loss_cls: 0.9414, loss: 0.9414, grad_norm: 9.8139 2020-10-11 14:16:45,373 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 6:49:13, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 0.9838, loss: 0.9838, grad_norm: 10.0367 2020-10-11 14:17:11,481 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 6:48:50, time: 1.305, data_time: 0.004, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9117, loss_cls: 0.9746, loss: 0.9746, grad_norm: 9.8332 2020-10-11 14:17:36,213 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 6:48:26, time: 1.237, data_time: 0.002, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9102, loss_cls: 0.9771, loss: 0.9771, grad_norm: 9.6598 2020-10-11 14:18:00,711 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 6:48:02, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9258, loss_cls: 0.9389, loss: 0.9389, grad_norm: 9.8175 2020-10-11 14:18:25,160 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 6:47:39, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.7430, top5_acc: 0.9023, loss_cls: 1.0032, loss: 1.0032, grad_norm: 9.5613 2020-10-11 14:18:50,657 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 6:47:15, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.7531, top5_acc: 0.9250, loss_cls: 0.9307, loss: 0.9307, grad_norm: 9.5215 2020-10-11 14:19:15,426 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 6:46:52, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.7375, top5_acc: 0.9227, loss_cls: 0.9618, loss: 0.9618, grad_norm: 9.8280 2020-10-11 14:19:40,449 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 6:46:28, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9258, loss_cls: 0.9047, loss: 0.9047, grad_norm: 9.3412 2020-10-11 14:20:05,435 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 6:46:05, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9164, loss_cls: 0.9042, loss: 0.9042, grad_norm: 9.2076 2020-10-11 14:20:30,090 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 6:45:41, time: 1.233, data_time: 0.002, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9109, loss_cls: 1.0208, loss: 1.0208, grad_norm: 9.9064 2020-10-11 14:20:55,553 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 6:45:18, time: 1.273, data_time: 0.002, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9219, loss_cls: 0.9148, loss: 0.9148, grad_norm: 9.5686 2020-10-11 14:21:21,586 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 6:44:55, time: 1.300, data_time: 0.004, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9313, loss_cls: 0.8979, loss: 0.8979, grad_norm: 9.4059 2020-10-11 14:21:47,353 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 6:44:32, time: 1.290, data_time: 0.005, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9281, loss_cls: 0.9038, loss: 0.9038, grad_norm: 9.1709 2020-10-11 14:22:10,810 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 6:44:08, time: 1.173, data_time: 0.004, memory: 9800, top1_acc: 0.7477, top5_acc: 0.9125, loss_cls: 0.9574, loss: 0.9574, grad_norm: 9.6438 2020-10-11 14:22:35,904 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 6:43:44, time: 1.255, data_time: 0.002, memory: 9800, top1_acc: 0.7750, top5_acc: 0.9227, loss_cls: 0.8718, loss: 0.8718, grad_norm: 8.9101 2020-10-11 14:23:01,230 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 6:43:21, time: 1.265, data_time: 0.006, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9242, loss_cls: 0.9410, loss: 0.9410, grad_norm: 9.7910 2020-10-11 14:23:26,474 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 6:42:57, time: 1.264, data_time: 0.005, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9266, loss_cls: 0.9718, loss: 0.9718, grad_norm: 9.9255 2020-10-11 14:23:51,534 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 6:42:34, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9242, loss_cls: 0.9592, loss: 0.9592, grad_norm: 9.5372 2020-10-11 14:23:57,496 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-11 14:24:32,284 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 6:42:06, time: 1.695, data_time: 0.716, memory: 9800, top1_acc: 0.7766, top5_acc: 0.9313, loss_cls: 0.8287, loss: 0.8287, grad_norm: 8.9694 2020-10-11 14:24:57,044 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 6:41:42, time: 1.235, data_time: 0.002, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9180, loss_cls: 0.8912, loss: 0.8912, grad_norm: 9.4585 2020-10-11 14:25:20,264 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 6:41:18, time: 1.162, data_time: 0.007, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9203, loss_cls: 0.9523, loss: 0.9523, grad_norm: 9.7753 2020-10-11 14:25:44,851 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 6:40:54, time: 1.231, data_time: 0.006, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9328, loss_cls: 0.8967, loss: 0.8967, grad_norm: 9.3044 2020-10-11 14:26:09,725 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 6:40:31, time: 1.244, data_time: 0.005, memory: 9800, top1_acc: 0.7781, top5_acc: 0.9281, loss_cls: 0.8655, loss: 0.8655, grad_norm: 9.5107 2020-10-11 14:26:34,861 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 6:40:07, time: 1.257, data_time: 0.002, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.8621, loss: 0.8621, grad_norm: 9.2029 2020-10-11 14:26:59,946 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 6:39:44, time: 1.253, data_time: 0.005, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9219, loss_cls: 0.9120, loss: 0.9120, grad_norm: 9.6621 2020-10-11 14:27:25,682 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 6:39:21, time: 1.285, data_time: 0.005, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9187, loss_cls: 0.9182, loss: 0.9182, grad_norm: 9.7230 2020-10-11 14:27:51,113 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 6:38:57, time: 1.275, data_time: 0.007, memory: 9800, top1_acc: 0.7430, top5_acc: 0.9094, loss_cls: 0.9709, loss: 0.9709, grad_norm: 10.0047 2020-10-11 14:28:15,846 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 6:38:34, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7672, top5_acc: 0.9180, loss_cls: 0.9003, loss: 0.9003, grad_norm: 9.5077 2020-10-11 14:28:41,416 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 6:38:10, time: 1.280, data_time: 0.005, memory: 9800, top1_acc: 0.7742, top5_acc: 0.9320, loss_cls: 0.8559, loss: 0.8559, grad_norm: 9.6449 2020-10-11 14:29:06,586 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 6:37:47, time: 1.259, data_time: 0.002, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9086, loss_cls: 0.9050, loss: 0.9050, grad_norm: 9.5770 2020-10-11 14:29:31,650 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 6:37:24, time: 1.253, data_time: 0.002, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9086, loss_cls: 0.9971, loss: 0.9971, grad_norm: 10.1421 2020-10-11 14:29:57,090 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 6:37:00, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.7805, top5_acc: 0.9281, loss_cls: 0.8311, loss: 0.8311, grad_norm: 8.9927 2020-10-11 14:30:21,639 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 6:36:37, time: 1.226, data_time: 0.002, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9117, loss_cls: 0.9770, loss: 0.9770, grad_norm: 9.8106 2020-10-11 14:30:47,078 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 6:36:13, time: 1.273, data_time: 0.005, memory: 9800, top1_acc: 0.7531, top5_acc: 0.9266, loss_cls: 0.9144, loss: 0.9144, grad_norm: 9.4062 2020-10-11 14:31:12,534 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 6:35:50, time: 1.273, data_time: 0.005, memory: 9800, top1_acc: 0.7430, top5_acc: 0.9281, loss_cls: 0.9226, loss: 0.9226, grad_norm: 9.5845 2020-10-11 14:31:37,665 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 6:35:26, time: 1.257, data_time: 0.002, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9289, loss_cls: 0.8763, loss: 0.8763, grad_norm: 9.8814 2020-10-11 14:32:02,754 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 6:35:03, time: 1.253, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9195, loss_cls: 0.9258, loss: 0.9258, grad_norm: 9.8428 2020-10-11 14:32:27,672 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 6:34:39, time: 1.247, data_time: 0.005, memory: 9800, top1_acc: 0.7250, top5_acc: 0.9172, loss_cls: 1.0160, loss: 1.0160, grad_norm: 10.2574 2020-10-11 14:32:52,846 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 6:34:16, time: 1.259, data_time: 0.002, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9227, loss_cls: 0.8937, loss: 0.8937, grad_norm: 9.5813 2020-10-11 14:33:17,987 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 6:33:53, time: 1.255, data_time: 0.005, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.9189, loss: 0.9189, grad_norm: 9.8669 2020-10-11 14:33:43,260 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 6:33:29, time: 1.264, data_time: 0.005, memory: 9800, top1_acc: 0.7828, top5_acc: 0.9320, loss_cls: 0.8699, loss: 0.8699, grad_norm: 9.6583 2020-10-11 14:34:08,142 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 6:33:06, time: 1.246, data_time: 0.005, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9234, loss_cls: 0.9645, loss: 0.9645, grad_norm: 10.1746 2020-10-11 14:34:32,967 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 6:32:42, time: 1.241, data_time: 0.002, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9219, loss_cls: 0.8945, loss: 0.8945, grad_norm: 9.8813 2020-10-11 14:34:57,782 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 6:32:18, time: 1.240, data_time: 0.002, memory: 9800, top1_acc: 0.7766, top5_acc: 0.9305, loss_cls: 0.8466, loss: 0.8466, grad_norm: 9.4215 2020-10-11 14:35:23,378 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 6:31:55, time: 1.279, data_time: 0.005, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9242, loss_cls: 0.9327, loss: 0.9327, grad_norm: 9.7818 2020-10-11 14:35:48,201 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 6:31:32, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9320, loss_cls: 0.8816, loss: 0.8816, grad_norm: 9.7473 2020-10-11 14:36:13,780 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 6:31:08, time: 1.279, data_time: 0.004, memory: 9800, top1_acc: 0.7531, top5_acc: 0.9258, loss_cls: 0.9177, loss: 0.9177, grad_norm: 9.5115 2020-10-11 14:36:40,520 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 6:30:45, time: 1.337, data_time: 0.002, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9313, loss_cls: 0.8888, loss: 0.8888, grad_norm: 9.8826 2020-10-11 14:37:04,488 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 6:30:22, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.7672, top5_acc: 0.9305, loss_cls: 0.8598, loss: 0.8598, grad_norm: 9.3029 2020-10-11 14:37:29,788 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 6:29:58, time: 1.266, data_time: 0.002, memory: 9800, top1_acc: 0.7562, top5_acc: 0.9148, loss_cls: 0.9265, loss: 0.9265, grad_norm: 9.6610 2020-10-11 14:37:54,858 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 6:29:35, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.7508, top5_acc: 0.9234, loss_cls: 0.9175, loss: 0.9175, grad_norm: 9.9667 2020-10-11 14:38:20,151 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 6:29:11, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9195, loss_cls: 0.9106, loss: 0.9106, grad_norm: 10.3254 2020-10-11 14:38:45,858 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 6:28:48, time: 1.287, data_time: 0.005, memory: 9800, top1_acc: 0.7609, top5_acc: 0.9250, loss_cls: 0.8843, loss: 0.8843, grad_norm: 9.4395 2020-10-11 14:39:11,516 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 6:28:25, time: 1.283, data_time: 0.004, memory: 9800, top1_acc: 0.7828, top5_acc: 0.9352, loss_cls: 0.8290, loss: 0.8290, grad_norm: 9.0770 2020-10-11 14:39:36,005 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 6:28:01, time: 1.224, data_time: 0.002, memory: 9800, top1_acc: 0.7844, top5_acc: 0.9289, loss_cls: 0.8480, loss: 0.8480, grad_norm: 9.2919 2020-10-11 14:40:01,921 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 6:27:38, time: 1.295, data_time: 0.005, memory: 9800, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9503, loss: 0.9503, grad_norm: 9.8162 2020-10-11 14:40:26,733 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 6:27:14, time: 1.242, data_time: 0.006, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9195, loss_cls: 0.9180, loss: 0.9180, grad_norm: 9.9918 2020-10-11 14:40:52,589 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 6:26:51, time: 1.292, data_time: 0.006, memory: 9800, top1_acc: 0.7516, top5_acc: 0.9250, loss_cls: 0.9222, loss: 0.9222, grad_norm: 9.5822 2020-10-11 14:41:18,002 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 6:26:28, time: 1.270, data_time: 0.005, memory: 9800, top1_acc: 0.7531, top5_acc: 0.9289, loss_cls: 0.9205, loss: 0.9205, grad_norm: 10.0350 2020-10-11 14:41:42,677 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 6:26:04, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.9436, loss: 0.9436, grad_norm: 9.9981 2020-10-11 14:42:08,077 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 6:25:41, time: 1.269, data_time: 0.006, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9156, loss_cls: 0.9659, loss: 0.9659, grad_norm: 10.3092 2020-10-11 14:42:32,447 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 6:25:17, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9297, loss_cls: 0.8754, loss: 0.8754, grad_norm: 10.0540 2020-10-11 14:42:57,677 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 6:24:53, time: 1.262, data_time: 0.002, memory: 9800, top1_acc: 0.7711, top5_acc: 0.9305, loss_cls: 0.8647, loss: 0.8647, grad_norm: 9.6927 2020-10-11 14:43:23,265 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 6:24:30, time: 1.278, data_time: 0.005, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9195, loss_cls: 0.9598, loss: 0.9598, grad_norm: 10.1508 2020-10-11 14:43:48,680 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 6:24:07, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9297, loss_cls: 0.9064, loss: 0.9064, grad_norm: 9.9052 2020-10-11 14:44:14,429 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 6:23:43, time: 1.284, data_time: 0.002, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9281, loss_cls: 0.9188, loss: 0.9188, grad_norm: 10.1069 2020-10-11 14:44:39,653 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 6:23:20, time: 1.265, data_time: 0.007, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9031, loss: 0.9031, grad_norm: 9.7627 2020-10-11 14:45:04,380 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 6:22:56, time: 1.236, data_time: 0.004, memory: 9800, top1_acc: 0.7742, top5_acc: 0.9148, loss_cls: 0.9114, loss: 0.9114, grad_norm: 9.2997 2020-10-11 14:45:30,317 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 6:22:33, time: 1.297, data_time: 0.002, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9148, loss_cls: 0.9392, loss: 0.9392, grad_norm: 10.3344 2020-10-11 14:45:55,738 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 6:22:10, time: 1.270, data_time: 0.005, memory: 9800, top1_acc: 0.7672, top5_acc: 0.9148, loss_cls: 0.9591, loss: 0.9591, grad_norm: 10.1257 2020-10-11 14:46:20,709 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 6:21:46, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.7586, top5_acc: 0.9281, loss_cls: 0.8923, loss: 0.8923, grad_norm: 9.7897 2020-10-11 14:46:46,302 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 6:21:23, time: 1.281, data_time: 0.005, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9187, loss_cls: 0.9488, loss: 0.9488, grad_norm: 10.0671 2020-10-11 14:47:11,839 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 6:20:59, time: 1.277, data_time: 0.005, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9242, loss_cls: 0.9028, loss: 0.9028, grad_norm: 9.9443 2020-10-11 14:47:36,345 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 6:20:36, time: 1.225, data_time: 0.002, memory: 9800, top1_acc: 0.7680, top5_acc: 0.9242, loss_cls: 0.8863, loss: 0.8863, grad_norm: 9.8836 2020-10-11 14:48:01,717 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 6:20:12, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 0.9927, loss: 0.9927, grad_norm: 10.3379 2020-10-11 14:48:27,542 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 6:19:49, time: 1.292, data_time: 0.005, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9187, loss_cls: 0.9402, loss: 0.9402, grad_norm: 10.2438 2020-10-11 14:48:51,603 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 6:19:25, time: 1.202, data_time: 0.006, memory: 9800, top1_acc: 0.7328, top5_acc: 0.9211, loss_cls: 0.9743, loss: 0.9743, grad_norm: 10.6677 2020-10-11 14:49:16,836 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 6:19:02, time: 1.261, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9359, loss_cls: 0.8967, loss: 0.8967, grad_norm: 9.8550 2020-10-11 14:49:42,756 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 6:18:38, time: 1.298, data_time: 0.005, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9281, loss_cls: 0.8933, loss: 0.8933, grad_norm: 9.8021 2020-10-11 14:50:07,597 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 6:18:15, time: 1.240, data_time: 0.005, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9234, loss_cls: 0.9931, loss: 0.9931, grad_norm: 10.7032 2020-10-11 14:50:32,778 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 6:17:51, time: 1.260, data_time: 0.003, memory: 9800, top1_acc: 0.7367, top5_acc: 0.9273, loss_cls: 0.9510, loss: 0.9510, grad_norm: 10.1278 2020-10-11 14:50:59,485 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 6:17:28, time: 1.335, data_time: 0.005, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9297, loss_cls: 0.9023, loss: 0.9023, grad_norm: 9.6818 2020-10-11 14:51:24,235 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 6:17:05, time: 1.239, data_time: 0.005, memory: 9800, top1_acc: 0.7414, top5_acc: 0.9258, loss_cls: 0.9519, loss: 0.9519, grad_norm: 10.1043 2020-10-11 14:51:49,212 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 6:16:41, time: 1.247, data_time: 0.002, memory: 9800, top1_acc: 0.7305, top5_acc: 0.9133, loss_cls: 0.9665, loss: 0.9665, grad_norm: 10.2084 2020-10-11 14:52:14,770 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 6:16:18, time: 1.278, data_time: 0.005, memory: 9800, top1_acc: 0.7414, top5_acc: 0.9273, loss_cls: 0.9292, loss: 0.9292, grad_norm: 9.9971 2020-10-11 14:52:20,047 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-10-11 14:52:50,763 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 6:15:48, time: 1.498, data_time: 0.431, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9297, loss_cls: 0.8650, loss: 0.8650, grad_norm: 9.7997 2020-10-11 14:53:14,903 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 6:15:24, time: 1.206, data_time: 0.003, memory: 9800, top1_acc: 0.7727, top5_acc: 0.9297, loss_cls: 0.8541, loss: 0.8541, grad_norm: 9.4297 2020-10-11 14:53:39,465 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 6:15:00, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9242, loss_cls: 0.9053, loss: 0.9053, grad_norm: 10.0898 2020-10-11 14:54:04,970 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 6:14:37, time: 1.275, data_time: 0.002, memory: 9800, top1_acc: 0.7711, top5_acc: 0.9359, loss_cls: 0.8393, loss: 0.8393, grad_norm: 9.5874 2020-10-11 14:54:30,551 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 6:14:13, time: 1.278, data_time: 0.002, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9172, loss_cls: 0.9242, loss: 0.9242, grad_norm: 9.8422 2020-10-11 14:54:55,582 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 6:13:50, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9344, loss_cls: 0.8743, loss: 0.8743, grad_norm: 9.8413 2020-10-11 14:55:21,070 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 6:13:26, time: 1.275, data_time: 0.007, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9195, loss_cls: 0.9322, loss: 0.9322, grad_norm: 9.9427 2020-10-11 14:55:46,797 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 6:13:03, time: 1.286, data_time: 0.002, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9219, loss_cls: 0.8942, loss: 0.8942, grad_norm: 9.9352 2020-10-11 14:56:11,218 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 6:12:39, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.7391, top5_acc: 0.9125, loss_cls: 0.9659, loss: 0.9659, grad_norm: 10.3066 2020-10-11 14:56:36,705 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 6:12:16, time: 1.275, data_time: 0.002, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9281, loss_cls: 0.8871, loss: 0.8871, grad_norm: 9.9617 2020-10-11 14:57:02,263 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 6:11:53, time: 1.276, data_time: 0.005, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9273, loss_cls: 0.8556, loss: 0.8556, grad_norm: 9.8643 2020-10-11 14:57:27,676 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 6:11:29, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.7750, top5_acc: 0.9305, loss_cls: 0.8638, loss: 0.8638, grad_norm: 9.4873 2020-10-11 14:57:53,042 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 6:11:06, time: 1.268, data_time: 0.002, memory: 9800, top1_acc: 0.7414, top5_acc: 0.9203, loss_cls: 0.9296, loss: 0.9296, grad_norm: 10.2844 2020-10-11 14:58:18,203 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 6:10:42, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9008, loss_cls: 0.9822, loss: 0.9822, grad_norm: 10.0391 2020-10-11 14:58:43,820 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 6:10:19, time: 1.283, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9125, loss_cls: 0.9038, loss: 0.9038, grad_norm: 9.6669 2020-10-11 14:59:09,404 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 6:09:55, time: 1.278, data_time: 0.005, memory: 9800, top1_acc: 0.7508, top5_acc: 0.9367, loss_cls: 0.8799, loss: 0.8799, grad_norm: 9.8437 2020-10-11 14:59:35,528 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 6:09:32, time: 1.307, data_time: 0.002, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9273, loss_cls: 0.9190, loss: 0.9190, grad_norm: 9.7123 2020-10-11 15:00:00,134 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 6:09:08, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.7758, top5_acc: 0.9234, loss_cls: 0.8792, loss: 0.8792, grad_norm: 9.6873 2020-10-11 15:00:25,800 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 6:08:45, time: 1.266, data_time: 0.006, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9359, loss_cls: 0.8087, loss: 0.8087, grad_norm: 9.5446 2020-10-11 15:00:50,924 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 6:08:22, time: 1.276, data_time: 0.051, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9250, loss_cls: 0.9061, loss: 0.9061, grad_norm: 9.9653 2020-10-11 15:01:16,264 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 6:07:58, time: 1.266, data_time: 0.002, memory: 9800, top1_acc: 0.7719, top5_acc: 0.9336, loss_cls: 0.8346, loss: 0.8346, grad_norm: 9.6609 2020-10-11 15:01:42,953 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 6:07:35, time: 1.336, data_time: 0.005, memory: 9800, top1_acc: 0.7797, top5_acc: 0.9227, loss_cls: 0.8315, loss: 0.8315, grad_norm: 9.4648 2020-10-11 15:02:08,083 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 6:07:12, time: 1.257, data_time: 0.005, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9258, loss_cls: 0.8812, loss: 0.8812, grad_norm: 9.6577 2020-10-11 15:02:33,160 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 6:06:48, time: 1.252, data_time: 0.002, memory: 9800, top1_acc: 0.7508, top5_acc: 0.9219, loss_cls: 0.9105, loss: 0.9105, grad_norm: 10.0835 2020-10-11 15:02:58,987 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 6:06:25, time: 1.292, data_time: 0.006, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9187, loss_cls: 0.8790, loss: 0.8790, grad_norm: 9.8863 2020-10-11 15:03:24,069 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 6:06:01, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9109, loss_cls: 0.9308, loss: 0.9308, grad_norm: 10.2933 2020-10-11 15:03:50,031 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 6:05:38, time: 1.300, data_time: 0.006, memory: 9800, top1_acc: 0.7430, top5_acc: 0.9258, loss_cls: 0.9234, loss: 0.9234, grad_norm: 10.1213 2020-10-11 15:04:14,597 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 6:05:14, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9258, loss_cls: 0.9146, loss: 0.9146, grad_norm: 9.8787 2020-10-11 15:04:40,738 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 6:04:51, time: 1.308, data_time: 0.004, memory: 9800, top1_acc: 0.7672, top5_acc: 0.9164, loss_cls: 0.9105, loss: 0.9105, grad_norm: 10.0622 2020-10-11 15:05:05,890 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 6:04:27, time: 1.257, data_time: 0.005, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.8934, loss: 0.8934, grad_norm: 9.6642 2020-10-11 15:05:30,595 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 6:04:04, time: 1.235, data_time: 0.002, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9297, loss_cls: 0.9331, loss: 0.9331, grad_norm: 10.5048 2020-10-11 15:05:56,690 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 6:03:40, time: 1.305, data_time: 0.002, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9250, loss_cls: 0.8391, loss: 0.8391, grad_norm: 9.6440 2020-10-11 15:06:21,572 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 6:03:17, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9242, loss_cls: 0.8886, loss: 0.8886, grad_norm: 9.9245 2020-10-11 15:06:46,546 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 6:02:53, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9102, loss_cls: 0.9549, loss: 0.9549, grad_norm: 9.9917 2020-10-11 15:07:12,011 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 6:02:30, time: 1.273, data_time: 0.004, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9219, loss_cls: 0.8972, loss: 0.8972, grad_norm: 9.9872 2020-10-11 15:07:37,859 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 6:02:06, time: 1.292, data_time: 0.002, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9380, loss: 0.9380, grad_norm: 10.1949 2020-10-11 15:08:02,930 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 6:01:43, time: 1.253, data_time: 0.005, memory: 9800, top1_acc: 0.7344, top5_acc: 0.9133, loss_cls: 0.9729, loss: 0.9729, grad_norm: 10.3874 2020-10-11 15:08:28,773 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 6:01:19, time: 1.294, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9273, loss_cls: 0.8887, loss: 0.8887, grad_norm: 10.1863 2020-10-11 15:08:54,095 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 6:00:56, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9328, loss_cls: 0.8581, loss: 0.8581, grad_norm: 9.6504 2020-10-11 15:09:20,167 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 6:00:33, time: 1.304, data_time: 0.005, memory: 9800, top1_acc: 0.7758, top5_acc: 0.9195, loss_cls: 0.8595, loss: 0.8595, grad_norm: 10.0816 2020-10-11 15:09:44,740 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 6:00:09, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9227, loss_cls: 0.9168, loss: 0.9168, grad_norm: 10.2239 2020-10-11 15:10:10,183 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 5:59:45, time: 1.272, data_time: 0.002, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9195, loss_cls: 0.9200, loss: 0.9200, grad_norm: 9.8703 2020-10-11 15:10:35,441 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 5:59:22, time: 1.262, data_time: 0.002, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9195, loss_cls: 0.9413, loss: 0.9413, grad_norm: 10.1440 2020-10-11 15:11:00,854 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 5:58:58, time: 1.269, data_time: 0.005, memory: 9800, top1_acc: 0.7562, top5_acc: 0.9281, loss_cls: 0.9097, loss: 0.9097, grad_norm: 10.0756 2020-10-11 15:11:27,363 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 5:58:35, time: 1.325, data_time: 0.006, memory: 9800, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8761, loss: 0.8761, grad_norm: 9.7467 2020-10-11 15:11:52,000 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 5:58:12, time: 1.234, data_time: 0.006, memory: 9800, top1_acc: 0.7758, top5_acc: 0.9219, loss_cls: 0.8770, loss: 0.8770, grad_norm: 10.1819 2020-10-11 15:12:17,546 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 5:57:48, time: 1.275, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9164, loss_cls: 0.9314, loss: 0.9314, grad_norm: 9.9438 2020-10-11 15:12:43,306 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 5:57:25, time: 1.290, data_time: 0.005, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9318, loss: 0.9318, grad_norm: 10.0596 2020-10-11 15:13:08,385 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 5:57:01, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9234, loss_cls: 0.8918, loss: 0.8918, grad_norm: 9.6553 2020-10-11 15:13:33,658 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 5:56:38, time: 1.264, data_time: 0.002, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9227, loss_cls: 0.9242, loss: 0.9242, grad_norm: 10.3135 2020-10-11 15:13:59,062 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 5:56:14, time: 1.270, data_time: 0.002, memory: 9800, top1_acc: 0.7797, top5_acc: 0.9203, loss_cls: 0.8679, loss: 0.8679, grad_norm: 9.8175 2020-10-11 15:14:24,457 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 5:55:51, time: 1.267, data_time: 0.004, memory: 9800, top1_acc: 0.7477, top5_acc: 0.9344, loss_cls: 0.8996, loss: 0.8996, grad_norm: 10.4000 2020-10-11 15:14:49,566 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 5:55:27, time: 1.258, data_time: 0.006, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9203, loss_cls: 0.9263, loss: 0.9263, grad_norm: 10.0472 2020-10-11 15:15:15,302 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 5:55:04, time: 1.285, data_time: 0.005, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9250, loss_cls: 0.8732, loss: 0.8732, grad_norm: 9.7339 2020-10-11 15:15:40,428 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 5:54:40, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.7797, top5_acc: 0.9266, loss_cls: 0.8380, loss: 0.8380, grad_norm: 9.7633 2020-10-11 15:16:05,738 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 5:54:16, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7430, top5_acc: 0.9062, loss_cls: 1.0135, loss: 1.0135, grad_norm: 10.3078 2020-10-11 15:16:30,933 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 5:53:53, time: 1.260, data_time: 0.003, memory: 9800, top1_acc: 0.7883, top5_acc: 0.9391, loss_cls: 0.7855, loss: 0.7855, grad_norm: 9.5191 2020-10-11 15:16:56,156 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 5:53:29, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9211, loss_cls: 0.9332, loss: 0.9332, grad_norm: 10.1136 2020-10-11 15:17:21,505 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 5:53:06, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7477, top5_acc: 0.9219, loss_cls: 0.9442, loss: 0.9442, grad_norm: 10.3075 2020-10-11 15:17:47,628 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 5:52:43, time: 1.308, data_time: 0.005, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9281, loss_cls: 0.8867, loss: 0.8867, grad_norm: 10.2434 2020-10-11 15:18:14,012 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 5:52:19, time: 1.319, data_time: 0.005, memory: 9800, top1_acc: 0.7531, top5_acc: 0.9211, loss_cls: 0.9399, loss: 0.9399, grad_norm: 10.4531 2020-10-11 15:18:38,909 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 5:51:56, time: 1.245, data_time: 0.003, memory: 9800, top1_acc: 0.7531, top5_acc: 0.9211, loss_cls: 0.9321, loss: 0.9321, grad_norm: 9.9777 2020-10-11 15:19:03,896 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 5:51:32, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.7742, top5_acc: 0.9320, loss_cls: 0.8762, loss: 0.8762, grad_norm: 9.6810 2020-10-11 15:19:30,108 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 5:51:09, time: 1.312, data_time: 0.005, memory: 9800, top1_acc: 0.7617, top5_acc: 0.9187, loss_cls: 0.9210, loss: 0.9210, grad_norm: 10.0346 2020-10-11 15:19:55,536 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 5:50:45, time: 1.271, data_time: 0.006, memory: 9800, top1_acc: 0.7586, top5_acc: 0.9320, loss_cls: 0.8582, loss: 0.8582, grad_norm: 9.9614 2020-10-11 15:20:20,643 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 5:50:22, time: 1.254, data_time: 0.002, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9273, loss_cls: 0.9012, loss: 0.9012, grad_norm: 10.1089 2020-10-11 15:20:46,441 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 5:49:58, time: 1.291, data_time: 0.005, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9227, loss_cls: 0.9339, loss: 0.9339, grad_norm: 10.0063 2020-10-11 15:20:52,617 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-10-11 15:21:26,016 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 5:49:29, time: 1.626, data_time: 0.669, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9133, loss_cls: 0.9620, loss: 0.9620, grad_norm: 9.6071 2020-10-11 15:21:50,361 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 5:49:05, time: 1.217, data_time: 0.002, memory: 9800, top1_acc: 0.7711, top5_acc: 0.9313, loss_cls: 0.8665, loss: 0.8665, grad_norm: 10.0039 2020-10-11 15:22:14,912 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 5:48:41, time: 1.225, data_time: 0.002, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9211, loss_cls: 0.9059, loss: 0.9059, grad_norm: 9.8775 2020-10-11 15:22:40,936 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 5:48:18, time: 1.304, data_time: 0.006, memory: 9800, top1_acc: 0.7812, top5_acc: 0.9328, loss_cls: 0.8199, loss: 0.8199, grad_norm: 9.3664 2020-10-11 15:23:06,161 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 5:47:54, time: 1.261, data_time: 0.002, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9391, loss_cls: 0.8643, loss: 0.8643, grad_norm: 10.2131 2020-10-11 15:23:31,084 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 5:47:31, time: 1.244, data_time: 0.002, memory: 9800, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.8820, loss: 0.8820, grad_norm: 9.8683 2020-10-11 15:23:56,621 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 5:47:07, time: 1.278, data_time: 0.006, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9289, loss_cls: 0.8892, loss: 0.8892, grad_norm: 10.1579 2020-10-11 15:24:22,185 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 5:46:44, time: 1.277, data_time: 0.006, memory: 9800, top1_acc: 0.7719, top5_acc: 0.9313, loss_cls: 0.8419, loss: 0.8419, grad_norm: 9.5162 2020-10-11 15:24:48,314 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 5:46:21, time: 1.308, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9375, loss_cls: 0.8151, loss: 0.8151, grad_norm: 9.6561 2020-10-11 15:25:13,507 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 5:45:57, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9281, loss_cls: 0.8528, loss: 0.8528, grad_norm: 10.0853 2020-10-11 15:25:38,437 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 5:45:33, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 0.9367, loss: 0.9367, grad_norm: 10.3360 2020-10-11 15:26:03,786 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 5:45:10, time: 1.266, data_time: 0.005, memory: 9800, top1_acc: 0.7672, top5_acc: 0.9352, loss_cls: 0.8582, loss: 0.8582, grad_norm: 9.8544 2020-10-11 15:26:29,979 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 5:44:46, time: 1.311, data_time: 0.005, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9180, loss_cls: 0.9197, loss: 0.9197, grad_norm: 10.2203 2020-10-11 15:26:54,771 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 5:44:23, time: 1.237, data_time: 0.005, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9187, loss_cls: 0.9176, loss: 0.9176, grad_norm: 10.5713 2020-10-11 15:27:21,003 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 5:43:59, time: 1.312, data_time: 0.006, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9195, loss_cls: 0.9009, loss: 0.9009, grad_norm: 10.3991 2020-10-11 15:27:46,095 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 5:43:36, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.9210, loss: 0.9210, grad_norm: 10.3563 2020-10-11 15:28:11,300 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 5:43:12, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.7672, top5_acc: 0.9195, loss_cls: 0.8875, loss: 0.8875, grad_norm: 9.9701 2020-10-11 15:28:37,417 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 5:42:49, time: 1.306, data_time: 0.002, memory: 9800, top1_acc: 0.7695, top5_acc: 0.9289, loss_cls: 0.8781, loss: 0.8781, grad_norm: 10.0675 2020-10-11 15:29:02,434 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 5:42:25, time: 1.249, data_time: 0.004, memory: 9800, top1_acc: 0.7289, top5_acc: 0.9266, loss_cls: 0.9346, loss: 0.9346, grad_norm: 10.0754 2020-10-11 15:29:27,918 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 5:42:02, time: 1.276, data_time: 0.005, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.9002, loss: 0.9002, grad_norm: 10.0606 2020-10-11 15:29:53,310 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 5:41:38, time: 1.270, data_time: 0.002, memory: 9800, top1_acc: 0.7680, top5_acc: 0.9281, loss_cls: 0.8567, loss: 0.8567, grad_norm: 10.1122 2020-10-11 15:30:19,329 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 5:41:15, time: 1.299, data_time: 0.004, memory: 9800, top1_acc: 0.7711, top5_acc: 0.9297, loss_cls: 0.8888, loss: 0.8888, grad_norm: 9.9040 2020-10-11 15:30:44,583 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 5:40:51, time: 1.264, data_time: 0.005, memory: 9800, top1_acc: 0.7586, top5_acc: 0.9187, loss_cls: 0.9217, loss: 0.9217, grad_norm: 9.9711 2020-10-11 15:31:09,817 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 5:40:27, time: 1.261, data_time: 0.005, memory: 9800, top1_acc: 0.7688, top5_acc: 0.9266, loss_cls: 0.8605, loss: 0.8605, grad_norm: 10.4074 2020-10-11 15:31:34,613 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 5:40:04, time: 1.240, data_time: 0.002, memory: 9800, top1_acc: 0.7719, top5_acc: 0.9273, loss_cls: 0.8728, loss: 0.8728, grad_norm: 9.8506 2020-10-11 15:32:00,202 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 5:39:40, time: 1.279, data_time: 0.002, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9211, loss_cls: 0.9020, loss: 0.9020, grad_norm: 10.3217 2020-10-11 15:32:26,653 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 5:39:17, time: 1.323, data_time: 0.002, memory: 9800, top1_acc: 0.7758, top5_acc: 0.9219, loss_cls: 0.9084, loss: 0.9084, grad_norm: 9.8713 2020-10-11 15:32:51,589 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 5:38:53, time: 1.245, data_time: 0.004, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9203, loss_cls: 0.9152, loss: 0.9152, grad_norm: 10.1697 2020-10-11 15:33:17,302 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 5:38:30, time: 1.285, data_time: 0.005, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9266, loss_cls: 0.8446, loss: 0.8446, grad_norm: 9.9868 2020-10-11 15:33:42,500 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 5:38:06, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.7766, top5_acc: 0.9281, loss_cls: 0.8601, loss: 0.8601, grad_norm: 10.0838 2020-10-11 15:34:07,879 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 5:37:43, time: 1.270, data_time: 0.004, memory: 9800, top1_acc: 0.7672, top5_acc: 0.9117, loss_cls: 0.9071, loss: 0.9071, grad_norm: 10.1667 2020-10-11 15:34:34,184 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 5:37:19, time: 1.315, data_time: 0.002, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9279, loss: 0.9279, grad_norm: 10.1986 2020-10-11 15:34:59,797 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 5:36:56, time: 1.281, data_time: 0.004, memory: 9800, top1_acc: 0.7695, top5_acc: 0.9305, loss_cls: 0.8607, loss: 0.8607, grad_norm: 10.0244 2020-10-11 15:35:25,226 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 5:36:32, time: 1.272, data_time: 0.002, memory: 9800, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8364, loss: 0.8364, grad_norm: 10.3504 2020-10-11 15:35:51,215 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 5:36:09, time: 1.298, data_time: 0.005, memory: 9800, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8711, loss: 0.8711, grad_norm: 9.9302 2020-10-11 15:36:16,193 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 5:35:45, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9219, loss_cls: 0.8931, loss: 0.8931, grad_norm: 10.1985 2020-10-11 15:36:43,140 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 5:35:22, time: 1.349, data_time: 0.005, memory: 9800, top1_acc: 0.7586, top5_acc: 0.9219, loss_cls: 0.8911, loss: 0.8911, grad_norm: 10.1179 2020-10-11 15:37:07,683 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 5:34:58, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9078, loss_cls: 0.9318, loss: 0.9318, grad_norm: 10.3981 2020-10-11 15:37:32,382 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 5:34:34, time: 1.234, data_time: 0.002, memory: 9800, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8296, loss: 0.8296, grad_norm: 9.8832 2020-10-11 15:37:58,278 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 5:34:11, time: 1.295, data_time: 0.003, memory: 9800, top1_acc: 0.7430, top5_acc: 0.9109, loss_cls: 0.9700, loss: 0.9700, grad_norm: 10.4704 2020-10-11 15:38:23,143 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 5:33:47, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9195, loss_cls: 0.9247, loss: 0.9247, grad_norm: 10.2467 2020-10-11 15:38:48,514 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 5:33:24, time: 1.270, data_time: 0.005, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9141, loss_cls: 0.9202, loss: 0.9202, grad_norm: 10.2997 2020-10-11 15:39:13,654 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 5:33:00, time: 1.257, data_time: 0.005, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9289, loss_cls: 0.8883, loss: 0.8883, grad_norm: 10.5005 2020-10-11 15:39:39,181 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 5:32:36, time: 1.276, data_time: 0.002, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9187, loss_cls: 0.9217, loss: 0.9217, grad_norm: 10.4328 2020-10-11 15:40:03,890 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 5:32:13, time: 1.235, data_time: 0.002, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.8919, loss: 0.8919, grad_norm: 9.9178 2020-10-11 15:40:29,605 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 5:31:49, time: 1.286, data_time: 0.002, memory: 9800, top1_acc: 0.7406, top5_acc: 0.9164, loss_cls: 0.9509, loss: 0.9509, grad_norm: 10.5573 2020-10-11 15:40:54,664 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 5:31:25, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9336, loss_cls: 0.8488, loss: 0.8488, grad_norm: 10.1257 2020-10-11 15:41:19,858 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 5:31:02, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.7320, top5_acc: 0.9141, loss_cls: 0.9714, loss: 0.9714, grad_norm: 10.5851 2020-10-11 15:41:45,211 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 5:30:38, time: 1.270, data_time: 0.006, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.8703, loss: 0.8703, grad_norm: 9.9581 2020-10-11 15:42:11,061 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 5:30:15, time: 1.293, data_time: 0.006, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9414, loss_cls: 0.8726, loss: 0.8726, grad_norm: 10.3586 2020-10-11 15:42:36,615 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 5:29:51, time: 1.278, data_time: 0.002, memory: 9800, top1_acc: 0.7766, top5_acc: 0.9320, loss_cls: 0.8253, loss: 0.8253, grad_norm: 9.9640 2020-10-11 15:43:01,468 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 5:29:27, time: 1.241, data_time: 0.006, memory: 9800, top1_acc: 0.7688, top5_acc: 0.9297, loss_cls: 0.8598, loss: 0.8598, grad_norm: 9.9259 2020-10-11 15:43:26,770 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 5:29:04, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9281, loss_cls: 0.8937, loss: 0.8937, grad_norm: 10.2491 2020-10-11 15:43:51,937 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 5:28:40, time: 1.256, data_time: 0.004, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9242, loss_cls: 0.8935, loss: 0.8935, grad_norm: 10.1820 2020-10-11 15:44:17,083 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 5:28:16, time: 1.257, data_time: 0.006, memory: 9800, top1_acc: 0.7609, top5_acc: 0.9320, loss_cls: 0.8691, loss: 0.8691, grad_norm: 10.3474 2020-10-11 15:44:42,528 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 5:27:53, time: 1.274, data_time: 0.006, memory: 9800, top1_acc: 0.7547, top5_acc: 0.9148, loss_cls: 0.9102, loss: 0.9102, grad_norm: 10.6312 2020-10-11 15:45:07,805 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 5:27:29, time: 1.264, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9242, loss_cls: 0.9080, loss: 0.9080, grad_norm: 10.5945 2020-10-11 15:45:33,723 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 5:27:06, time: 1.297, data_time: 0.002, memory: 9800, top1_acc: 0.7867, top5_acc: 0.9250, loss_cls: 0.8614, loss: 0.8614, grad_norm: 9.9430 2020-10-11 15:45:58,297 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 5:26:42, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.7617, top5_acc: 0.9305, loss_cls: 0.8755, loss: 0.8755, grad_norm: 10.1976 2020-10-11 15:46:23,644 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 5:26:18, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9055, loss_cls: 0.9879, loss: 0.9879, grad_norm: 10.6259 2020-10-11 15:46:48,592 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 5:25:54, time: 1.250, data_time: 0.006, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9211, loss_cls: 0.9209, loss: 0.9209, grad_norm: 10.3824 2020-10-11 15:47:14,101 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 5:25:31, time: 1.272, data_time: 0.004, memory: 9800, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.9624, loss: 0.9624, grad_norm: 10.6099 2020-10-11 15:47:38,793 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 5:25:07, time: 1.238, data_time: 0.007, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9179, loss: 0.9179, grad_norm: 10.9054 2020-10-11 15:48:05,158 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 5:24:44, time: 1.318, data_time: 0.004, memory: 9800, top1_acc: 0.7781, top5_acc: 0.9227, loss_cls: 0.8614, loss: 0.8614, grad_norm: 9.9318 2020-10-11 15:48:28,552 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 5:24:19, time: 1.170, data_time: 0.003, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9203, loss_cls: 0.9419, loss: 0.9419, grad_norm: 10.5977 2020-10-11 15:48:55,353 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 5:23:56, time: 1.339, data_time: 0.004, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9211, loss_cls: 0.8857, loss: 0.8857, grad_norm: 10.3071 2020-10-11 15:49:19,532 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 5:23:32, time: 1.209, data_time: 0.005, memory: 9800, top1_acc: 0.7555, top5_acc: 0.9211, loss_cls: 0.9187, loss: 0.9187, grad_norm: 10.5671 2020-10-11 15:49:25,412 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-10-11 15:49:56,182 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 5:23:02, time: 1.506, data_time: 0.438, memory: 9800, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8132, loss: 0.8132, grad_norm: 9.2493 2020-10-11 15:50:19,935 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 5:22:38, time: 1.186, data_time: 0.002, memory: 9800, top1_acc: 0.7789, top5_acc: 0.9336, loss_cls: 0.8389, loss: 0.8389, grad_norm: 9.8862 2020-10-11 15:50:44,899 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 5:22:14, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.8605, loss: 0.8605, grad_norm: 10.2555 2020-10-11 15:51:10,559 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 5:21:51, time: 1.283, data_time: 0.005, memory: 9800, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.9045, loss: 0.9045, grad_norm: 10.3875 2020-10-11 15:51:35,061 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 5:21:27, time: 1.225, data_time: 0.002, memory: 9800, top1_acc: 0.7688, top5_acc: 0.9289, loss_cls: 0.8347, loss: 0.8347, grad_norm: 9.9635 2020-10-11 15:52:00,751 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 5:21:03, time: 1.283, data_time: 0.002, memory: 9800, top1_acc: 0.7586, top5_acc: 0.9281, loss_cls: 0.8803, loss: 0.8803, grad_norm: 10.4110 2020-10-11 15:52:24,942 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 5:20:39, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9195, loss_cls: 0.8845, loss: 0.8845, grad_norm: 10.3768 2020-10-11 15:52:50,309 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 5:20:16, time: 1.270, data_time: 0.005, memory: 9800, top1_acc: 0.7883, top5_acc: 0.9289, loss_cls: 0.8370, loss: 0.8370, grad_norm: 10.2204 2020-10-11 15:53:15,091 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 5:19:52, time: 1.236, data_time: 0.006, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9102, loss_cls: 0.8952, loss: 0.8952, grad_norm: 10.2483 2020-10-11 15:53:40,204 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 5:19:28, time: 1.257, data_time: 0.006, memory: 9800, top1_acc: 0.7484, top5_acc: 0.9211, loss_cls: 0.8999, loss: 0.8999, grad_norm: 10.4960 2020-10-11 15:54:06,666 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 5:19:05, time: 1.325, data_time: 0.005, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9359, loss_cls: 0.7681, loss: 0.7681, grad_norm: 9.4279 2020-10-11 15:54:31,729 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 5:18:41, time: 1.253, data_time: 0.002, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9219, loss_cls: 0.9166, loss: 0.9166, grad_norm: 10.5204 2020-10-11 15:54:57,268 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 5:18:17, time: 1.277, data_time: 0.002, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9273, loss_cls: 0.9236, loss: 0.9236, grad_norm: 10.8669 2020-10-11 15:55:21,588 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 5:17:53, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.7914, top5_acc: 0.9406, loss_cls: 0.7923, loss: 0.7923, grad_norm: 9.8324 2020-10-11 15:55:47,230 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 5:17:30, time: 1.290, data_time: 0.011, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9195, loss_cls: 0.9229, loss: 0.9229, grad_norm: 10.8740 2020-10-11 15:56:12,462 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 5:17:06, time: 1.262, data_time: 0.005, memory: 9800, top1_acc: 0.7680, top5_acc: 0.9266, loss_cls: 0.8271, loss: 0.8271, grad_norm: 10.2940 2020-10-11 15:56:36,822 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 5:16:42, time: 1.218, data_time: 0.002, memory: 9800, top1_acc: 0.7789, top5_acc: 0.9313, loss_cls: 0.8312, loss: 0.8312, grad_norm: 10.0154 2020-10-11 15:57:02,931 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 5:16:19, time: 1.306, data_time: 0.005, memory: 9800, top1_acc: 0.7742, top5_acc: 0.9141, loss_cls: 0.8924, loss: 0.8924, grad_norm: 10.3213 2020-10-11 15:57:27,091 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 5:15:55, time: 1.208, data_time: 0.002, memory: 9800, top1_acc: 0.7797, top5_acc: 0.9266, loss_cls: 0.8475, loss: 0.8475, grad_norm: 10.0733 2020-10-11 15:57:52,230 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 5:15:31, time: 1.255, data_time: 0.005, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9258, loss_cls: 0.8631, loss: 0.8631, grad_norm: 10.7071 2020-10-11 15:58:17,307 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 5:15:07, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9250, loss_cls: 0.8562, loss: 0.8562, grad_norm: 10.2329 2020-10-11 15:58:42,640 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 5:14:44, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9250, loss_cls: 0.8991, loss: 0.8991, grad_norm: 10.5325 2020-10-11 15:59:07,691 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 5:14:20, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9336, loss_cls: 0.8073, loss: 0.8073, grad_norm: 10.0954 2020-10-11 15:59:32,650 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 5:13:56, time: 1.248, data_time: 0.002, memory: 9800, top1_acc: 0.7812, top5_acc: 0.9242, loss_cls: 0.8571, loss: 0.8571, grad_norm: 10.1090 2020-10-11 15:59:57,528 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 5:13:32, time: 1.244, data_time: 0.002, memory: 9800, top1_acc: 0.7695, top5_acc: 0.9375, loss_cls: 0.8269, loss: 0.8269, grad_norm: 10.5534 2020-10-11 16:00:23,626 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 5:13:09, time: 1.291, data_time: 0.006, memory: 9800, top1_acc: 0.7805, top5_acc: 0.9344, loss_cls: 0.8354, loss: 0.8354, grad_norm: 10.0848 2020-10-11 16:00:49,075 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 5:12:45, time: 1.286, data_time: 0.031, memory: 9800, top1_acc: 0.7789, top5_acc: 0.9383, loss_cls: 0.8313, loss: 0.8313, grad_norm: 10.3145 2020-10-11 16:01:15,231 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 5:12:22, time: 1.308, data_time: 0.005, memory: 9800, top1_acc: 0.7531, top5_acc: 0.9211, loss_cls: 0.9057, loss: 0.9057, grad_norm: 10.6708 2020-10-11 16:01:39,681 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 5:11:58, time: 1.223, data_time: 0.003, memory: 9800, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.8947, loss: 0.8947, grad_norm: 10.4005 2020-10-11 16:02:05,355 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 5:11:34, time: 1.284, data_time: 0.005, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9227, loss_cls: 0.8823, loss: 0.8823, grad_norm: 10.0582 2020-10-11 16:02:30,514 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 5:11:11, time: 1.258, data_time: 0.002, memory: 9800, top1_acc: 0.7609, top5_acc: 0.9359, loss_cls: 0.8449, loss: 0.8449, grad_norm: 10.6025 2020-10-11 16:02:55,975 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 5:10:47, time: 1.273, data_time: 0.002, memory: 9800, top1_acc: 0.7695, top5_acc: 0.9258, loss_cls: 0.8731, loss: 0.8731, grad_norm: 10.7466 2020-10-11 16:03:21,388 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 5:10:23, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8394, loss: 0.8394, grad_norm: 10.2761 2020-10-11 16:03:45,537 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 5:09:59, time: 1.210, data_time: 0.007, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9195, loss_cls: 0.9077, loss: 0.9077, grad_norm: 10.7171 2020-10-11 16:04:10,007 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 5:09:35, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9211, loss_cls: 0.8939, loss: 0.8939, grad_norm: 10.2469 2020-10-11 16:04:35,793 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 5:09:12, time: 1.289, data_time: 0.002, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.9066, loss: 0.9066, grad_norm: 10.6490 2020-10-11 16:05:00,763 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 5:08:48, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9258, loss_cls: 0.8733, loss: 0.8733, grad_norm: 10.2915 2020-10-11 16:05:26,392 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 5:08:24, time: 1.283, data_time: 0.005, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9297, loss_cls: 0.8500, loss: 0.8500, grad_norm: 10.2459 2020-10-11 16:05:50,501 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 5:08:00, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9211, loss_cls: 0.9107, loss: 0.9107, grad_norm: 10.6770 2020-10-11 16:06:16,002 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 5:07:37, time: 1.275, data_time: 0.005, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9103, loss: 0.9103, grad_norm: 10.8279 2020-10-11 16:06:41,269 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 5:07:13, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7797, top5_acc: 0.9313, loss_cls: 0.8536, loss: 0.8536, grad_norm: 10.4630 2020-10-11 16:07:06,402 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 5:06:49, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9266, loss_cls: 0.8720, loss: 0.8720, grad_norm: 10.8370 2020-10-11 16:07:31,219 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 5:06:25, time: 1.241, data_time: 0.002, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9234, loss_cls: 0.8894, loss: 0.8894, grad_norm: 10.5802 2020-10-11 16:07:56,381 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 5:06:02, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.7516, top5_acc: 0.9313, loss_cls: 0.8528, loss: 0.8528, grad_norm: 10.3237 2020-10-11 16:08:21,071 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 5:05:38, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7359, top5_acc: 0.9219, loss_cls: 0.9269, loss: 0.9269, grad_norm: 10.8067 2020-10-11 16:08:46,392 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 5:05:14, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7258, top5_acc: 0.9203, loss_cls: 0.9506, loss: 0.9506, grad_norm: 10.7812 2020-10-11 16:09:11,650 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 5:04:50, time: 1.263, data_time: 0.004, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9117, loss_cls: 0.9368, loss: 0.9368, grad_norm: 10.7986 2020-10-11 16:09:35,955 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 5:04:26, time: 1.215, data_time: 0.002, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9273, loss_cls: 0.8856, loss: 0.8856, grad_norm: 10.6852 2020-10-11 16:10:00,735 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 5:04:02, time: 1.237, data_time: 0.005, memory: 9800, top1_acc: 0.7773, top5_acc: 0.9328, loss_cls: 0.8457, loss: 0.8457, grad_norm: 10.3856 2020-10-11 16:10:27,032 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 5:03:39, time: 1.315, data_time: 0.005, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9328, loss_cls: 0.8609, loss: 0.8609, grad_norm: 9.9663 2020-10-11 16:10:51,492 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 5:03:15, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9273, loss_cls: 0.8444, loss: 0.8444, grad_norm: 10.2090 2020-10-11 16:11:16,261 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 5:02:51, time: 1.237, data_time: 0.003, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.8828, loss: 0.8828, grad_norm: 10.3092 2020-10-11 16:11:41,231 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 5:02:27, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.7719, top5_acc: 0.9211, loss_cls: 0.8938, loss: 0.8938, grad_norm: 10.2203 2020-10-11 16:12:06,179 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 5:02:04, time: 1.247, data_time: 0.005, memory: 9800, top1_acc: 0.7711, top5_acc: 0.9297, loss_cls: 0.8436, loss: 0.8436, grad_norm: 10.4510 2020-10-11 16:12:31,271 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 5:01:40, time: 1.255, data_time: 0.002, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9156, loss_cls: 0.9180, loss: 0.9180, grad_norm: 10.4822 2020-10-11 16:12:56,470 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 5:01:16, time: 1.257, data_time: 0.004, memory: 9800, top1_acc: 0.7680, top5_acc: 0.9234, loss_cls: 0.8560, loss: 0.8560, grad_norm: 9.9768 2020-10-11 16:13:22,128 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 5:00:52, time: 1.283, data_time: 0.006, memory: 9800, top1_acc: 0.7672, top5_acc: 0.9313, loss_cls: 0.8660, loss: 0.8660, grad_norm: 10.0572 2020-10-11 16:13:47,065 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 5:00:29, time: 1.249, data_time: 0.006, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9297, loss_cls: 0.8363, loss: 0.8363, grad_norm: 10.4554 2020-10-11 16:14:12,114 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 5:00:05, time: 1.253, data_time: 0.002, memory: 9800, top1_acc: 0.7617, top5_acc: 0.9195, loss_cls: 0.8723, loss: 0.8723, grad_norm: 10.0981 2020-10-11 16:14:37,257 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 4:59:41, time: 1.256, data_time: 0.002, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.8614, loss: 0.8614, grad_norm: 10.5003 2020-10-11 16:15:02,060 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 4:59:17, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.7492, top5_acc: 0.9281, loss_cls: 0.9065, loss: 0.9065, grad_norm: 10.6327 2020-10-11 16:15:27,283 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 4:58:54, time: 1.261, data_time: 0.006, memory: 9800, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.8873, loss: 0.8873, grad_norm: 10.8310 2020-10-11 16:15:52,450 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 4:58:30, time: 1.257, data_time: 0.006, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9211, loss_cls: 0.9507, loss: 0.9507, grad_norm: 10.7290 2020-10-11 16:16:17,313 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 4:58:06, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.7711, top5_acc: 0.9289, loss_cls: 0.8788, loss: 0.8788, grad_norm: 10.4120 2020-10-11 16:16:42,141 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 4:57:42, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.7617, top5_acc: 0.9133, loss_cls: 0.9214, loss: 0.9214, grad_norm: 10.5297 2020-10-11 16:17:08,564 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 4:57:19, time: 1.320, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9266, loss_cls: 0.8879, loss: 0.8879, grad_norm: 10.8530 2020-10-11 16:17:33,097 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 4:56:55, time: 1.228, data_time: 0.003, memory: 9800, top1_acc: 0.7727, top5_acc: 0.9234, loss_cls: 0.8701, loss: 0.8701, grad_norm: 10.2451 2020-10-11 16:17:38,416 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-10-11 16:18:11,660 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 4:56:25, time: 1.617, data_time: 0.668, memory: 9800, top1_acc: 0.7781, top5_acc: 0.9289, loss_cls: 0.8703, loss: 0.8703, grad_norm: 10.1375 2020-10-11 16:18:34,373 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 4:56:01, time: 1.136, data_time: 0.002, memory: 9800, top1_acc: 0.7828, top5_acc: 0.9383, loss_cls: 0.8034, loss: 0.8034, grad_norm: 9.9852 2020-10-11 16:18:58,705 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 4:55:37, time: 1.215, data_time: 0.004, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9398, loss_cls: 0.7776, loss: 0.7776, grad_norm: 9.6721 2020-10-11 16:19:23,669 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 4:55:13, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9250, loss_cls: 0.8784, loss: 0.8784, grad_norm: 10.7309 2020-10-11 16:19:48,828 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 4:54:49, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.7516, top5_acc: 0.9203, loss_cls: 0.8983, loss: 0.8983, grad_norm: 10.6635 2020-10-11 16:20:13,254 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 4:54:25, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.7773, top5_acc: 0.9367, loss_cls: 0.8216, loss: 0.8216, grad_norm: 10.3727 2020-10-11 16:20:38,791 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 4:54:02, time: 1.278, data_time: 0.005, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9359, loss_cls: 0.8566, loss: 0.8566, grad_norm: 10.6663 2020-10-11 16:21:02,781 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 4:53:37, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.7859, top5_acc: 0.9352, loss_cls: 0.8066, loss: 0.8066, grad_norm: 10.0122 2020-10-11 16:21:28,641 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 4:53:14, time: 1.292, data_time: 0.005, memory: 9800, top1_acc: 0.7906, top5_acc: 0.9445, loss_cls: 0.7733, loss: 0.7733, grad_norm: 10.1435 2020-10-11 16:21:53,265 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 4:52:50, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.7781, top5_acc: 0.9375, loss_cls: 0.8080, loss: 0.8080, grad_norm: 10.1566 2020-10-11 16:22:17,745 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 4:52:26, time: 1.223, data_time: 0.002, memory: 9800, top1_acc: 0.7820, top5_acc: 0.9211, loss_cls: 0.8641, loss: 0.8641, grad_norm: 10.4491 2020-10-11 16:22:42,595 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 4:52:02, time: 1.243, data_time: 0.004, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9258, loss_cls: 0.8873, loss: 0.8873, grad_norm: 10.7797 2020-10-11 16:23:07,507 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 4:51:38, time: 1.246, data_time: 0.002, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9328, loss_cls: 0.8550, loss: 0.8550, grad_norm: 10.6183 2020-10-11 16:23:32,131 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 4:51:14, time: 1.231, data_time: 0.002, memory: 9800, top1_acc: 0.7859, top5_acc: 0.9344, loss_cls: 0.8165, loss: 0.8165, grad_norm: 10.1962 2020-10-11 16:23:57,606 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 4:50:51, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.7617, top5_acc: 0.9313, loss_cls: 0.8503, loss: 0.8503, grad_norm: 10.4349 2020-10-11 16:24:22,737 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 4:50:27, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.7844, top5_acc: 0.9359, loss_cls: 0.8188, loss: 0.8188, grad_norm: 10.4775 2020-10-11 16:24:48,529 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 4:50:03, time: 1.290, data_time: 0.005, memory: 9800, top1_acc: 0.7742, top5_acc: 0.9375, loss_cls: 0.8072, loss: 0.8072, grad_norm: 10.7417 2020-10-11 16:25:13,170 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 4:49:39, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.8410, loss: 0.8410, grad_norm: 10.4067 2020-10-11 16:25:38,418 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 4:49:16, time: 1.262, data_time: 0.004, memory: 9800, top1_acc: 0.7445, top5_acc: 0.9219, loss_cls: 0.9222, loss: 0.9222, grad_norm: 10.9454 2020-10-11 16:26:03,965 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 4:48:52, time: 1.279, data_time: 0.005, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9297, loss_cls: 0.8566, loss: 0.8566, grad_norm: 10.5755 2020-10-11 16:26:28,563 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 4:48:28, time: 1.227, data_time: 0.006, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9211, loss_cls: 0.8806, loss: 0.8806, grad_norm: 10.5788 2020-10-11 16:26:52,991 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 4:48:04, time: 1.223, data_time: 0.006, memory: 9800, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.8095, loss: 0.8095, grad_norm: 10.1986 2020-10-11 16:27:18,501 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 4:47:40, time: 1.275, data_time: 0.005, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9156, loss_cls: 0.8869, loss: 0.8869, grad_norm: 10.3126 2020-10-11 16:27:43,680 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 4:47:16, time: 1.261, data_time: 0.005, memory: 9800, top1_acc: 0.7891, top5_acc: 0.9289, loss_cls: 0.8256, loss: 0.8256, grad_norm: 10.4860 2020-10-11 16:28:09,996 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 4:46:53, time: 1.316, data_time: 0.004, memory: 9800, top1_acc: 0.7805, top5_acc: 0.9430, loss_cls: 0.7917, loss: 0.7917, grad_norm: 10.4154 2020-10-11 16:28:34,153 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 4:46:29, time: 1.208, data_time: 0.002, memory: 9800, top1_acc: 0.7727, top5_acc: 0.9250, loss_cls: 0.8823, loss: 0.8823, grad_norm: 10.7139 2020-10-11 16:28:59,118 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 4:46:05, time: 1.247, data_time: 0.005, memory: 9800, top1_acc: 0.7711, top5_acc: 0.9320, loss_cls: 0.8370, loss: 0.8370, grad_norm: 10.4487 2020-10-11 16:29:25,408 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 4:45:42, time: 1.316, data_time: 0.005, memory: 9800, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8261, loss: 0.8261, grad_norm: 10.6172 2020-10-11 16:29:49,636 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 4:45:17, time: 1.209, data_time: 0.004, memory: 9800, top1_acc: 0.7562, top5_acc: 0.9102, loss_cls: 0.9062, loss: 0.9062, grad_norm: 10.7980 2020-10-11 16:30:14,844 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 4:44:54, time: 1.259, data_time: 0.005, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9273, loss_cls: 0.8888, loss: 0.8888, grad_norm: 11.1301 2020-10-11 16:30:40,639 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 4:44:30, time: 1.293, data_time: 0.007, memory: 9800, top1_acc: 0.7586, top5_acc: 0.9258, loss_cls: 0.8989, loss: 0.8989, grad_norm: 10.8805 2020-10-11 16:31:04,524 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 4:44:06, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9148, loss_cls: 0.9152, loss: 0.9152, grad_norm: 10.7827 2020-10-11 16:31:29,468 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 4:43:42, time: 1.248, data_time: 0.004, memory: 9800, top1_acc: 0.7625, top5_acc: 0.9281, loss_cls: 0.8467, loss: 0.8467, grad_norm: 10.7562 2020-10-11 16:31:54,670 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 4:43:18, time: 1.260, data_time: 0.002, memory: 9800, top1_acc: 0.7742, top5_acc: 0.9266, loss_cls: 0.8509, loss: 0.8509, grad_norm: 10.4186 2020-10-11 16:32:20,611 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 4:42:55, time: 1.296, data_time: 0.002, memory: 9800, top1_acc: 0.7867, top5_acc: 0.9352, loss_cls: 0.8158, loss: 0.8158, grad_norm: 10.4162 2020-10-11 16:32:45,659 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 4:42:31, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.7648, top5_acc: 0.9281, loss_cls: 0.8683, loss: 0.8683, grad_norm: 10.7063 2020-10-11 16:33:10,495 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 4:42:07, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9148, loss_cls: 0.8983, loss: 0.8983, grad_norm: 10.5691 2020-10-11 16:33:34,995 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 4:41:43, time: 1.225, data_time: 0.002, memory: 9800, top1_acc: 0.7758, top5_acc: 0.9273, loss_cls: 0.8427, loss: 0.8427, grad_norm: 10.4534 2020-10-11 16:33:59,611 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 4:41:19, time: 1.229, data_time: 0.002, memory: 9800, top1_acc: 0.7570, top5_acc: 0.9328, loss_cls: 0.8374, loss: 0.8374, grad_norm: 10.5600 2020-10-11 16:34:24,910 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 4:40:55, time: 1.266, data_time: 0.005, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9367, loss_cls: 0.8238, loss: 0.8238, grad_norm: 10.8205 2020-10-11 16:34:50,184 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 4:40:32, time: 1.262, data_time: 0.005, memory: 9800, top1_acc: 0.7695, top5_acc: 0.9344, loss_cls: 0.8729, loss: 0.8729, grad_norm: 10.8245 2020-10-11 16:35:15,494 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 4:40:08, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7828, top5_acc: 0.9359, loss_cls: 0.8500, loss: 0.8500, grad_norm: 10.5874 2020-10-11 16:35:40,099 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 4:39:44, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.9480, loss: 0.9480, grad_norm: 11.1249 2020-10-11 16:36:05,105 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 4:39:20, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.8942, loss: 0.8942, grad_norm: 11.3822 2020-10-11 16:36:29,732 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 4:38:56, time: 1.231, data_time: 0.002, memory: 9800, top1_acc: 0.7633, top5_acc: 0.9172, loss_cls: 0.8669, loss: 0.8669, grad_norm: 10.7886 2020-10-11 16:36:54,941 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 4:38:32, time: 1.259, data_time: 0.005, memory: 9800, top1_acc: 0.7836, top5_acc: 0.9281, loss_cls: 0.8271, loss: 0.8271, grad_norm: 10.4563 2020-10-11 16:37:19,098 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 4:38:08, time: 1.208, data_time: 0.005, memory: 9800, top1_acc: 0.7680, top5_acc: 0.9281, loss_cls: 0.8738, loss: 0.8738, grad_norm: 10.8147 2020-10-11 16:37:45,665 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 4:37:45, time: 1.329, data_time: 0.004, memory: 9800, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9035, loss: 0.9035, grad_norm: 11.0838 2020-10-11 16:38:10,090 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 4:37:21, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9227, loss_cls: 0.8809, loss: 0.8809, grad_norm: 10.5160 2020-10-11 16:38:35,677 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 4:36:57, time: 1.280, data_time: 0.002, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9430, loss_cls: 0.8127, loss: 0.8127, grad_norm: 10.3844 2020-10-11 16:39:00,183 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 4:36:33, time: 1.224, data_time: 0.004, memory: 9800, top1_acc: 0.7469, top5_acc: 0.9234, loss_cls: 0.9162, loss: 0.9162, grad_norm: 11.2466 2020-10-11 16:39:25,714 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 4:36:09, time: 1.278, data_time: 0.005, memory: 9800, top1_acc: 0.7453, top5_acc: 0.9242, loss_cls: 0.9219, loss: 0.9219, grad_norm: 10.9238 2020-10-11 16:39:50,401 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 4:35:45, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.7734, top5_acc: 0.9289, loss_cls: 0.8624, loss: 0.8624, grad_norm: 10.6369 2020-10-11 16:40:15,155 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 4:35:21, time: 1.237, data_time: 0.006, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9266, loss_cls: 0.8843, loss: 0.8843, grad_norm: 10.9739 2020-10-11 16:40:40,414 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 4:34:58, time: 1.265, data_time: 0.007, memory: 9800, top1_acc: 0.7664, top5_acc: 0.9258, loss_cls: 0.8802, loss: 0.8802, grad_norm: 10.9460 2020-10-11 16:41:05,538 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 4:34:34, time: 1.256, data_time: 0.004, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9320, loss_cls: 0.8732, loss: 0.8732, grad_norm: 11.0676 2020-10-11 16:41:30,879 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 4:34:10, time: 1.267, data_time: 0.002, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.8967, loss: 0.8967, grad_norm: 10.6221 2020-10-11 16:41:54,544 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 4:33:46, time: 1.182, data_time: 0.006, memory: 9800, top1_acc: 0.7734, top5_acc: 0.9227, loss_cls: 0.8628, loss: 0.8628, grad_norm: 10.7568 2020-10-11 16:42:20,526 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 4:33:22, time: 1.297, data_time: 0.005, memory: 9800, top1_acc: 0.7609, top5_acc: 0.9305, loss_cls: 0.8629, loss: 0.8629, grad_norm: 11.4526 2020-10-11 16:42:45,097 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 4:32:58, time: 1.230, data_time: 0.007, memory: 9800, top1_acc: 0.7719, top5_acc: 0.9289, loss_cls: 0.8767, loss: 0.8767, grad_norm: 11.0606 2020-10-11 16:43:11,288 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 4:32:35, time: 1.311, data_time: 0.005, memory: 9800, top1_acc: 0.7539, top5_acc: 0.9227, loss_cls: 0.8886, loss: 0.8886, grad_norm: 10.9518 2020-10-11 16:43:35,389 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 4:32:11, time: 1.205, data_time: 0.002, memory: 9800, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.8955, loss: 0.8955, grad_norm: 10.7491 2020-10-11 16:43:59,874 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 4:31:47, time: 1.224, data_time: 0.002, memory: 9800, top1_acc: 0.7703, top5_acc: 0.9297, loss_cls: 0.8412, loss: 0.8412, grad_norm: 10.2840 2020-10-11 16:44:24,740 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 4:31:23, time: 1.242, data_time: 0.004, memory: 9800, top1_acc: 0.7602, top5_acc: 0.9219, loss_cls: 0.8943, loss: 0.8943, grad_norm: 10.4149 2020-10-11 16:44:49,343 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 4:30:59, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.7641, top5_acc: 0.9305, loss_cls: 0.8572, loss: 0.8572, grad_norm: 10.4637 2020-10-11 16:45:14,406 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 4:30:35, time: 1.251, data_time: 0.004, memory: 9800, top1_acc: 0.7734, top5_acc: 0.9211, loss_cls: 0.8761, loss: 0.8761, grad_norm: 11.0707 2020-10-11 16:45:39,667 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 4:30:11, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7500, top5_acc: 0.9320, loss_cls: 0.8883, loss: 0.8883, grad_norm: 10.7390 2020-10-11 16:45:44,651 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-11 16:46:14,746 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 4:29:41, time: 1.472, data_time: 0.480, memory: 9800, top1_acc: 0.7906, top5_acc: 0.9328, loss_cls: 0.7908, loss: 0.7908, grad_norm: 10.3028 2020-10-11 16:46:38,841 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 4:29:17, time: 1.206, data_time: 0.006, memory: 9800, top1_acc: 0.7680, top5_acc: 0.9406, loss_cls: 0.7881, loss: 0.7881, grad_norm: 10.4425 2020-10-11 16:47:03,624 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 4:28:53, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.7656, top5_acc: 0.9289, loss_cls: 0.8585, loss: 0.8585, grad_norm: 10.7168 2020-10-11 16:47:29,116 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 4:28:29, time: 1.276, data_time: 0.005, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9461, loss_cls: 0.7076, loss: 0.7076, grad_norm: 9.7295 2020-10-11 16:47:54,631 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 4:28:05, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.7758, top5_acc: 0.9383, loss_cls: 0.8040, loss: 0.8040, grad_norm: 10.7144 2020-10-11 16:48:19,151 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 4:27:41, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.7867, top5_acc: 0.9391, loss_cls: 0.7899, loss: 0.7899, grad_norm: 10.2824 2020-10-11 16:48:44,328 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 4:27:17, time: 1.261, data_time: 0.004, memory: 9800, top1_acc: 0.7945, top5_acc: 0.9383, loss_cls: 0.7675, loss: 0.7675, grad_norm: 10.1395 2020-10-11 16:49:09,422 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 4:26:54, time: 1.255, data_time: 0.005, memory: 9800, top1_acc: 0.7937, top5_acc: 0.9320, loss_cls: 0.7786, loss: 0.7786, grad_norm: 10.2970 2020-10-11 16:49:34,615 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 4:26:30, time: 1.260, data_time: 0.002, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9406, loss_cls: 0.7781, loss: 0.7781, grad_norm: 10.2207 2020-10-11 16:49:59,272 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 4:26:06, time: 1.233, data_time: 0.005, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9328, loss_cls: 0.7742, loss: 0.7742, grad_norm: 10.1993 2020-10-11 16:50:24,612 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 4:25:42, time: 1.267, data_time: 0.002, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9375, loss_cls: 0.7932, loss: 0.7932, grad_norm: 10.1620 2020-10-11 16:50:49,661 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 4:25:18, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.7875, top5_acc: 0.9391, loss_cls: 0.7814, loss: 0.7814, grad_norm: 10.3511 2020-10-11 16:51:15,107 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 4:24:54, time: 1.273, data_time: 0.005, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9422, loss_cls: 0.7378, loss: 0.7378, grad_norm: 9.6232 2020-10-11 16:51:39,770 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 4:24:30, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.7859, top5_acc: 0.9305, loss_cls: 0.8158, loss: 0.8158, grad_norm: 10.8036 2020-10-11 16:52:04,838 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 4:24:06, time: 1.253, data_time: 0.002, memory: 9800, top1_acc: 0.7766, top5_acc: 0.9320, loss_cls: 0.8212, loss: 0.8212, grad_norm: 10.4679 2020-10-11 16:52:29,312 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 4:23:42, time: 1.224, data_time: 0.003, memory: 9800, top1_acc: 0.7719, top5_acc: 0.9195, loss_cls: 0.8858, loss: 0.8858, grad_norm: 10.4781 2020-10-11 16:52:54,896 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 4:23:19, time: 1.279, data_time: 0.002, memory: 9800, top1_acc: 0.7875, top5_acc: 0.9289, loss_cls: 0.8147, loss: 0.8147, grad_norm: 10.4641 2020-10-11 16:53:19,234 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 4:22:55, time: 1.215, data_time: 0.004, memory: 9800, top1_acc: 0.7773, top5_acc: 0.9391, loss_cls: 0.7950, loss: 0.7950, grad_norm: 10.5252 2020-10-11 16:53:44,927 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 4:22:31, time: 1.286, data_time: 0.004, memory: 9800, top1_acc: 0.7914, top5_acc: 0.9391, loss_cls: 0.7614, loss: 0.7614, grad_norm: 10.3361 2020-10-11 16:54:10,003 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 4:22:07, time: 1.255, data_time: 0.005, memory: 9800, top1_acc: 0.7875, top5_acc: 0.9445, loss_cls: 0.7605, loss: 0.7605, grad_norm: 9.9281 2020-10-11 16:54:34,992 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 4:21:43, time: 1.250, data_time: 0.002, memory: 9800, top1_acc: 0.7711, top5_acc: 0.9266, loss_cls: 0.8651, loss: 0.8651, grad_norm: 10.5479 2020-10-11 16:55:00,454 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 4:21:19, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9328, loss_cls: 0.7852, loss: 0.7852, grad_norm: 10.0836 2020-10-11 16:55:25,851 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 4:20:56, time: 1.271, data_time: 0.005, memory: 9800, top1_acc: 0.7891, top5_acc: 0.9359, loss_cls: 0.7911, loss: 0.7911, grad_norm: 10.1641 2020-10-11 16:55:50,443 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 4:20:32, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.7844, top5_acc: 0.9414, loss_cls: 0.7668, loss: 0.7668, grad_norm: 9.9156 2020-10-11 16:56:15,786 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 4:20:08, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7961, top5_acc: 0.9336, loss_cls: 0.7639, loss: 0.7639, grad_norm: 9.9711 2020-10-11 16:56:40,523 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 4:19:44, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9328, loss_cls: 0.7733, loss: 0.7733, grad_norm: 10.4309 2020-10-11 16:57:05,906 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 4:19:20, time: 1.269, data_time: 0.005, memory: 9800, top1_acc: 0.7969, top5_acc: 0.9336, loss_cls: 0.7294, loss: 0.7294, grad_norm: 9.7968 2020-10-11 16:57:30,294 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 4:18:56, time: 1.220, data_time: 0.002, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9391, loss_cls: 0.7397, loss: 0.7397, grad_norm: 9.9324 2020-10-11 16:57:55,448 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 4:18:32, time: 1.257, data_time: 0.005, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9398, loss_cls: 0.7926, loss: 0.7926, grad_norm: 10.2896 2020-10-11 16:58:20,915 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 4:18:08, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9492, loss_cls: 0.7189, loss: 0.7189, grad_norm: 9.6814 2020-10-11 16:58:45,855 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 4:17:44, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.7299, loss: 0.7299, grad_norm: 10.0671 2020-10-11 16:59:10,318 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 4:17:20, time: 1.223, data_time: 0.002, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9375, loss_cls: 0.7915, loss: 0.7915, grad_norm: 10.6303 2020-10-11 16:59:35,450 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 4:16:57, time: 1.257, data_time: 0.002, memory: 9800, top1_acc: 0.7906, top5_acc: 0.9344, loss_cls: 0.7935, loss: 0.7935, grad_norm: 10.2286 2020-10-11 17:00:00,361 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 4:16:33, time: 1.246, data_time: 0.002, memory: 9800, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.7629, loss: 0.7629, grad_norm: 9.9987 2020-10-11 17:00:26,154 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 4:16:09, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9344, loss_cls: 0.7439, loss: 0.7439, grad_norm: 9.9599 2020-10-11 17:00:51,813 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 4:15:45, time: 1.299, data_time: 0.029, memory: 9800, top1_acc: 0.7867, top5_acc: 0.9391, loss_cls: 0.7934, loss: 0.7934, grad_norm: 10.3355 2020-10-11 17:01:16,135 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 4:15:21, time: 1.214, data_time: 0.002, memory: 9800, top1_acc: 0.7937, top5_acc: 0.9445, loss_cls: 0.7595, loss: 0.7595, grad_norm: 10.1967 2020-10-11 17:01:41,509 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 4:14:57, time: 1.270, data_time: 0.005, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9516, loss_cls: 0.7667, loss: 0.7667, grad_norm: 10.8681 2020-10-11 17:02:05,949 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 4:14:33, time: 1.218, data_time: 0.002, memory: 9800, top1_acc: 0.7969, top5_acc: 0.9492, loss_cls: 0.7480, loss: 0.7480, grad_norm: 10.3529 2020-10-11 17:02:30,885 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 4:14:09, time: 1.249, data_time: 0.006, memory: 9800, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8196, loss: 0.8196, grad_norm: 10.6150 2020-10-11 17:02:56,360 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 4:13:46, time: 1.275, data_time: 0.006, memory: 9800, top1_acc: 0.7906, top5_acc: 0.9398, loss_cls: 0.7714, loss: 0.7714, grad_norm: 10.1541 2020-10-11 17:03:21,717 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 4:13:22, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9313, loss_cls: 0.7910, loss: 0.7910, grad_norm: 10.1306 2020-10-11 17:03:46,346 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 4:12:58, time: 1.233, data_time: 0.006, memory: 9800, top1_acc: 0.7906, top5_acc: 0.9367, loss_cls: 0.7580, loss: 0.7580, grad_norm: 10.0759 2020-10-11 17:04:11,824 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 4:12:34, time: 1.276, data_time: 0.005, memory: 9800, top1_acc: 0.7758, top5_acc: 0.9406, loss_cls: 0.7886, loss: 0.7886, grad_norm: 10.5759 2020-10-11 17:04:36,237 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 4:12:10, time: 1.221, data_time: 0.002, memory: 9800, top1_acc: 0.7914, top5_acc: 0.9398, loss_cls: 0.7896, loss: 0.7896, grad_norm: 10.3255 2020-10-11 17:05:01,400 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 4:11:46, time: 1.255, data_time: 0.004, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9391, loss_cls: 0.7645, loss: 0.7645, grad_norm: 10.3353 2020-10-11 17:05:25,961 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 4:11:22, time: 1.231, data_time: 0.006, memory: 9800, top1_acc: 0.7984, top5_acc: 0.9437, loss_cls: 0.7421, loss: 0.7421, grad_norm: 10.2366 2020-10-11 17:05:51,697 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 4:10:58, time: 1.285, data_time: 0.005, memory: 9800, top1_acc: 0.7867, top5_acc: 0.9258, loss_cls: 0.8133, loss: 0.8133, grad_norm: 10.4414 2020-10-11 17:06:16,998 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 4:10:34, time: 1.266, data_time: 0.006, memory: 9800, top1_acc: 0.7984, top5_acc: 0.9273, loss_cls: 0.7846, loss: 0.7846, grad_norm: 10.1793 2020-10-11 17:06:41,059 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 4:10:10, time: 1.204, data_time: 0.005, memory: 9800, top1_acc: 0.7961, top5_acc: 0.9359, loss_cls: 0.7638, loss: 0.7638, grad_norm: 10.1738 2020-10-11 17:07:05,937 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 4:09:46, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9461, loss_cls: 0.7038, loss: 0.7038, grad_norm: 9.9766 2020-10-11 17:07:30,805 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 4:09:22, time: 1.243, data_time: 0.002, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9336, loss_cls: 0.7750, loss: 0.7750, grad_norm: 10.7190 2020-10-11 17:07:55,761 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 4:08:58, time: 1.245, data_time: 0.004, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9336, loss_cls: 0.7598, loss: 0.7598, grad_norm: 10.1568 2020-10-11 17:08:20,917 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 4:08:35, time: 1.259, data_time: 0.006, memory: 9800, top1_acc: 0.7789, top5_acc: 0.9375, loss_cls: 0.8160, loss: 0.8160, grad_norm: 10.6253 2020-10-11 17:08:45,935 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 4:08:11, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9336, loss_cls: 0.7699, loss: 0.7699, grad_norm: 10.1079 2020-10-11 17:09:09,903 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 4:07:47, time: 1.199, data_time: 0.002, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9383, loss_cls: 0.7434, loss: 0.7434, grad_norm: 9.8175 2020-10-11 17:09:34,914 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 4:07:23, time: 1.251, data_time: 0.002, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9414, loss_cls: 0.7111, loss: 0.7111, grad_norm: 9.7692 2020-10-11 17:09:59,648 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 4:06:59, time: 1.235, data_time: 0.004, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9242, loss_cls: 0.7907, loss: 0.7907, grad_norm: 10.2214 2020-10-11 17:10:24,624 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 4:06:35, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9500, loss_cls: 0.7127, loss: 0.7127, grad_norm: 9.8340 2020-10-11 17:10:49,614 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 4:06:11, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.7906, top5_acc: 0.9297, loss_cls: 0.8045, loss: 0.8045, grad_norm: 10.3799 2020-10-11 17:11:14,158 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 4:05:47, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9484, loss_cls: 0.6993, loss: 0.6993, grad_norm: 10.0026 2020-10-11 17:11:39,371 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 4:05:23, time: 1.262, data_time: 0.004, memory: 9800, top1_acc: 0.7906, top5_acc: 0.9422, loss_cls: 0.7715, loss: 0.7715, grad_norm: 10.4858 2020-10-11 17:12:04,091 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 4:04:59, time: 1.235, data_time: 0.002, memory: 9800, top1_acc: 0.7844, top5_acc: 0.9391, loss_cls: 0.7818, loss: 0.7818, grad_norm: 10.2242 2020-10-11 17:12:28,608 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 4:04:35, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.7875, top5_acc: 0.9273, loss_cls: 0.8048, loss: 0.8048, grad_norm: 10.1995 2020-10-11 17:12:53,725 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 4:04:11, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9406, loss_cls: 0.7124, loss: 0.7124, grad_norm: 9.7304 2020-10-11 17:13:18,349 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 4:03:47, time: 1.229, data_time: 0.006, memory: 9800, top1_acc: 0.7867, top5_acc: 0.9398, loss_cls: 0.7506, loss: 0.7506, grad_norm: 10.4184 2020-10-11 17:13:43,053 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 4:03:23, time: 1.236, data_time: 0.008, memory: 9800, top1_acc: 0.7844, top5_acc: 0.9258, loss_cls: 0.7883, loss: 0.7883, grad_norm: 10.2489 2020-10-11 17:13:48,268 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-10-11 17:14:21,346 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 4:02:53, time: 1.614, data_time: 0.675, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9539, loss_cls: 0.6967, loss: 0.6967, grad_norm: 10.0481 2020-10-11 17:14:44,785 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 4:02:29, time: 1.172, data_time: 0.002, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.7381, loss: 0.7381, grad_norm: 9.8155 2020-10-11 17:15:08,963 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 4:02:05, time: 1.209, data_time: 0.002, memory: 9800, top1_acc: 0.7953, top5_acc: 0.9344, loss_cls: 0.7547, loss: 0.7547, grad_norm: 10.2338 2020-10-11 17:15:32,848 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 4:01:41, time: 1.193, data_time: 0.002, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9437, loss_cls: 0.7511, loss: 0.7511, grad_norm: 10.3481 2020-10-11 17:15:57,771 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 4:01:17, time: 1.248, data_time: 0.005, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9430, loss_cls: 0.7403, loss: 0.7403, grad_norm: 10.0490 2020-10-11 17:16:22,086 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 4:00:53, time: 1.214, data_time: 0.004, memory: 9800, top1_acc: 0.7867, top5_acc: 0.9391, loss_cls: 0.7820, loss: 0.7820, grad_norm: 10.3127 2020-10-11 17:16:47,409 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 4:00:29, time: 1.268, data_time: 0.005, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9367, loss_cls: 0.7358, loss: 0.7358, grad_norm: 10.1052 2020-10-11 17:17:12,416 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 4:00:05, time: 1.250, data_time: 0.004, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9305, loss_cls: 0.7741, loss: 0.7741, grad_norm: 10.1718 2020-10-11 17:17:36,953 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 3:59:41, time: 1.227, data_time: 0.002, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9391, loss_cls: 0.7425, loss: 0.7425, grad_norm: 10.2357 2020-10-11 17:18:01,517 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 3:59:17, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.7883, top5_acc: 0.9477, loss_cls: 0.7377, loss: 0.7377, grad_norm: 10.1427 2020-10-11 17:18:25,941 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 3:58:53, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.7836, top5_acc: 0.9391, loss_cls: 0.7695, loss: 0.7695, grad_norm: 10.3447 2020-10-11 17:18:52,324 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 3:58:29, time: 1.318, data_time: 0.004, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9453, loss_cls: 0.7207, loss: 0.7207, grad_norm: 10.0337 2020-10-11 17:19:16,063 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 3:58:05, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9398, loss_cls: 0.7787, loss: 0.7787, grad_norm: 10.4320 2020-10-11 17:19:40,476 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 3:57:41, time: 1.222, data_time: 0.006, memory: 9800, top1_acc: 0.7945, top5_acc: 0.9359, loss_cls: 0.7945, loss: 0.7945, grad_norm: 10.3629 2020-10-11 17:20:04,689 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 3:57:17, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9391, loss_cls: 0.7265, loss: 0.7265, grad_norm: 10.3138 2020-10-11 17:20:30,735 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 3:56:53, time: 1.302, data_time: 0.002, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9531, loss_cls: 0.6930, loss: 0.6930, grad_norm: 9.7137 2020-10-11 17:20:55,498 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 3:56:29, time: 1.238, data_time: 0.002, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9344, loss_cls: 0.8042, loss: 0.8042, grad_norm: 10.7517 2020-10-11 17:21:20,792 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 3:56:05, time: 1.263, data_time: 0.005, memory: 9800, top1_acc: 0.7836, top5_acc: 0.9414, loss_cls: 0.7874, loss: 0.7874, grad_norm: 10.4490 2020-10-11 17:21:45,760 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 3:55:41, time: 1.250, data_time: 0.006, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9430, loss_cls: 0.6922, loss: 0.6922, grad_norm: 9.8191 2020-10-11 17:22:10,564 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 3:55:17, time: 1.239, data_time: 0.005, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9445, loss_cls: 0.7344, loss: 0.7344, grad_norm: 10.1525 2020-10-11 17:22:35,230 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 3:54:53, time: 1.232, data_time: 0.002, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9414, loss_cls: 0.7291, loss: 0.7291, grad_norm: 9.9308 2020-10-11 17:23:00,240 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 3:54:29, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9383, loss_cls: 0.7152, loss: 0.7152, grad_norm: 9.8151 2020-10-11 17:23:25,141 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 3:54:05, time: 1.245, data_time: 0.002, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9516, loss_cls: 0.6809, loss: 0.6809, grad_norm: 9.9102 2020-10-11 17:23:49,561 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 3:53:41, time: 1.219, data_time: 0.004, memory: 9800, top1_acc: 0.8000, top5_acc: 0.9398, loss_cls: 0.7682, loss: 0.7682, grad_norm: 9.8500 2020-10-11 17:24:13,584 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 3:53:17, time: 1.201, data_time: 0.005, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9328, loss_cls: 0.7642, loss: 0.7642, grad_norm: 10.0136 2020-10-11 17:24:39,060 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 3:52:53, time: 1.276, data_time: 0.004, memory: 9800, top1_acc: 0.7937, top5_acc: 0.9430, loss_cls: 0.7552, loss: 0.7552, grad_norm: 10.3226 2020-10-11 17:25:05,182 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 3:52:30, time: 1.302, data_time: 0.005, memory: 9800, top1_acc: 0.7883, top5_acc: 0.9242, loss_cls: 0.8294, loss: 0.8294, grad_norm: 10.1168 2020-10-11 17:25:28,805 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 3:52:05, time: 1.185, data_time: 0.006, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9414, loss_cls: 0.7357, loss: 0.7357, grad_norm: 10.0271 2020-10-11 17:25:53,178 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 3:51:41, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.7328, loss: 0.7328, grad_norm: 10.0715 2020-10-11 17:26:18,348 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 3:51:18, time: 1.259, data_time: 0.006, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9281, loss_cls: 0.8035, loss: 0.8035, grad_norm: 10.1652 2020-10-11 17:26:42,366 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 3:50:53, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9352, loss_cls: 0.7382, loss: 0.7382, grad_norm: 9.9023 2020-10-11 17:27:07,463 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 3:50:29, time: 1.255, data_time: 0.003, memory: 9800, top1_acc: 0.7898, top5_acc: 0.9258, loss_cls: 0.7931, loss: 0.7931, grad_norm: 10.8648 2020-10-11 17:27:32,348 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 3:50:05, time: 1.244, data_time: 0.002, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9508, loss_cls: 0.7100, loss: 0.7100, grad_norm: 10.0232 2020-10-11 17:27:57,135 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 3:49:41, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9430, loss_cls: 0.7204, loss: 0.7204, grad_norm: 10.1993 2020-10-11 17:28:22,445 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 3:49:18, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7883, top5_acc: 0.9453, loss_cls: 0.7328, loss: 0.7328, grad_norm: 10.5765 2020-10-11 17:28:47,131 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 3:48:54, time: 1.236, data_time: 0.005, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9359, loss_cls: 0.7272, loss: 0.7272, grad_norm: 10.0869 2020-10-11 17:29:11,454 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 3:48:29, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8173, loss: 0.8173, grad_norm: 10.6342 2020-10-11 17:29:36,542 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 3:48:06, time: 1.255, data_time: 0.003, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9437, loss_cls: 0.7553, loss: 0.7553, grad_norm: 10.2815 2020-10-11 17:30:01,136 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 3:47:42, time: 1.228, data_time: 0.004, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9336, loss_cls: 0.7317, loss: 0.7317, grad_norm: 10.1753 2020-10-11 17:30:26,589 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 3:47:18, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.7898, top5_acc: 0.9352, loss_cls: 0.7965, loss: 0.7965, grad_norm: 10.7074 2020-10-11 17:30:52,257 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 3:46:54, time: 1.284, data_time: 0.003, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9398, loss_cls: 0.7292, loss: 0.7292, grad_norm: 9.9861 2020-10-11 17:31:17,034 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 3:46:30, time: 1.237, data_time: 0.002, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9430, loss_cls: 0.7434, loss: 0.7434, grad_norm: 10.3529 2020-10-11 17:31:42,067 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 3:46:06, time: 1.253, data_time: 0.005, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9469, loss_cls: 0.7392, loss: 0.7392, grad_norm: 10.3572 2020-10-11 17:32:07,464 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 3:45:42, time: 1.271, data_time: 0.007, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9492, loss_cls: 0.7052, loss: 0.7052, grad_norm: 9.7103 2020-10-11 17:32:32,129 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 3:45:18, time: 1.233, data_time: 0.002, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9414, loss_cls: 0.7373, loss: 0.7373, grad_norm: 10.2645 2020-10-11 17:32:57,314 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 3:44:54, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9453, loss_cls: 0.7321, loss: 0.7321, grad_norm: 9.9211 2020-10-11 17:33:22,158 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 3:44:30, time: 1.242, data_time: 0.006, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9305, loss_cls: 0.7976, loss: 0.7976, grad_norm: 10.4312 2020-10-11 17:33:46,855 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 3:44:06, time: 1.236, data_time: 0.006, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9469, loss_cls: 0.7253, loss: 0.7253, grad_norm: 10.3366 2020-10-11 17:34:11,990 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 3:43:42, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9508, loss_cls: 0.7020, loss: 0.7020, grad_norm: 9.9110 2020-10-11 17:34:37,028 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 3:43:18, time: 1.251, data_time: 0.002, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9500, loss_cls: 0.7169, loss: 0.7169, grad_norm: 10.3453 2020-10-11 17:35:01,639 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 3:42:54, time: 1.231, data_time: 0.007, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9445, loss_cls: 0.7056, loss: 0.7056, grad_norm: 9.9802 2020-10-11 17:35:26,489 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 3:42:30, time: 1.243, data_time: 0.003, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9398, loss_cls: 0.7204, loss: 0.7204, grad_norm: 10.1079 2020-10-11 17:35:51,463 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 3:42:06, time: 1.249, data_time: 0.002, memory: 9800, top1_acc: 0.7961, top5_acc: 0.9414, loss_cls: 0.7423, loss: 0.7423, grad_norm: 10.2708 2020-10-11 17:36:17,252 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 3:41:42, time: 1.288, data_time: 0.004, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9477, loss_cls: 0.7093, loss: 0.7093, grad_norm: 10.0844 2020-10-11 17:36:42,030 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 3:41:18, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.8352, top5_acc: 0.9375, loss_cls: 0.6736, loss: 0.6736, grad_norm: 9.4004 2020-10-11 17:37:07,309 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 3:40:54, time: 1.263, data_time: 0.005, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9406, loss_cls: 0.7319, loss: 0.7319, grad_norm: 10.3710 2020-10-11 17:37:31,793 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 3:40:30, time: 1.224, data_time: 0.002, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9352, loss_cls: 0.7876, loss: 0.7876, grad_norm: 10.4838 2020-10-11 17:37:57,306 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 3:40:07, time: 1.274, data_time: 0.006, memory: 9800, top1_acc: 0.7930, top5_acc: 0.9281, loss_cls: 0.8084, loss: 0.8084, grad_norm: 10.2554 2020-10-11 17:38:22,358 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 3:39:43, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9406, loss_cls: 0.7271, loss: 0.7271, grad_norm: 10.1330 2020-10-11 17:38:48,136 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 3:39:19, time: 1.291, data_time: 0.005, memory: 9800, top1_acc: 0.7836, top5_acc: 0.9305, loss_cls: 0.8244, loss: 0.8244, grad_norm: 10.4941 2020-10-11 17:39:13,195 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 3:38:55, time: 1.253, data_time: 0.005, memory: 9800, top1_acc: 0.7898, top5_acc: 0.9281, loss_cls: 0.7890, loss: 0.7890, grad_norm: 10.1616 2020-10-11 17:39:37,944 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 3:38:31, time: 1.238, data_time: 0.002, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9531, loss_cls: 0.6965, loss: 0.6965, grad_norm: 10.1451 2020-10-11 17:40:03,655 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 3:38:07, time: 1.285, data_time: 0.004, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9445, loss_cls: 0.7545, loss: 0.7545, grad_norm: 10.8109 2020-10-11 17:40:28,277 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 3:37:43, time: 1.231, data_time: 0.002, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9437, loss_cls: 0.7399, loss: 0.7399, grad_norm: 10.1414 2020-10-11 17:40:54,201 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 3:37:19, time: 1.295, data_time: 0.004, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9414, loss_cls: 0.6975, loss: 0.6975, grad_norm: 9.8875 2020-10-11 17:41:19,491 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 3:36:55, time: 1.265, data_time: 0.005, memory: 9800, top1_acc: 0.7914, top5_acc: 0.9328, loss_cls: 0.7619, loss: 0.7619, grad_norm: 10.3887 2020-10-11 17:41:44,623 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 3:36:31, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9437, loss_cls: 0.7070, loss: 0.7070, grad_norm: 9.8312 2020-10-11 17:41:49,656 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-10-11 17:42:21,083 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 3:36:01, time: 1.540, data_time: 0.513, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9227, loss_cls: 0.8169, loss: 0.8169, grad_norm: 10.2502 2020-10-11 17:42:45,255 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 3:35:37, time: 1.208, data_time: 0.002, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9398, loss_cls: 0.7608, loss: 0.7608, grad_norm: 10.6216 2020-10-11 17:43:10,419 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 3:35:13, time: 1.258, data_time: 0.006, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9453, loss_cls: 0.7259, loss: 0.7259, grad_norm: 9.8620 2020-10-11 17:43:36,714 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 3:34:49, time: 1.314, data_time: 0.002, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9453, loss_cls: 0.6999, loss: 0.6999, grad_norm: 9.8095 2020-10-11 17:44:01,542 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 3:34:25, time: 1.242, data_time: 0.002, memory: 9800, top1_acc: 0.7820, top5_acc: 0.9383, loss_cls: 0.8162, loss: 0.8162, grad_norm: 10.5194 2020-10-11 17:44:27,675 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 3:34:02, time: 1.305, data_time: 0.005, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9484, loss_cls: 0.7020, loss: 0.7020, grad_norm: 10.3250 2020-10-11 17:44:51,901 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 3:33:38, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.8414, top5_acc: 0.9531, loss_cls: 0.6252, loss: 0.6252, grad_norm: 9.3244 2020-10-11 17:45:17,592 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 3:33:14, time: 1.283, data_time: 0.004, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9445, loss_cls: 0.7138, loss: 0.7138, grad_norm: 10.0664 2020-10-11 17:45:42,339 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 3:32:50, time: 1.239, data_time: 0.005, memory: 9800, top1_acc: 0.8320, top5_acc: 0.9531, loss_cls: 0.6775, loss: 0.6775, grad_norm: 9.7061 2020-10-11 17:46:08,996 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 3:32:26, time: 1.333, data_time: 0.005, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9445, loss_cls: 0.7055, loss: 0.7055, grad_norm: 9.9018 2020-10-11 17:46:33,096 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 3:32:02, time: 1.205, data_time: 0.002, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9406, loss_cls: 0.7361, loss: 0.7361, grad_norm: 10.0109 2020-10-11 17:46:58,247 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 3:31:38, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9445, loss_cls: 0.7085, loss: 0.7085, grad_norm: 9.8969 2020-10-11 17:47:23,596 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 3:31:14, time: 1.267, data_time: 0.005, memory: 9800, top1_acc: 0.7984, top5_acc: 0.9273, loss_cls: 0.7905, loss: 0.7905, grad_norm: 10.3654 2020-10-11 17:47:48,819 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 3:30:50, time: 1.263, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9398, loss_cls: 0.7355, loss: 0.7355, grad_norm: 10.1092 2020-10-11 17:48:14,314 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 3:30:26, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.7946, loss: 0.7946, grad_norm: 10.5580 2020-10-11 17:48:39,719 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 3:30:02, time: 1.273, data_time: 0.007, memory: 9800, top1_acc: 0.7883, top5_acc: 0.9414, loss_cls: 0.7565, loss: 0.7565, grad_norm: 10.5828 2020-10-11 17:49:05,336 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 3:29:38, time: 1.281, data_time: 0.004, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9477, loss_cls: 0.7050, loss: 0.7050, grad_norm: 10.1629 2020-10-11 17:49:31,096 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 3:29:14, time: 1.288, data_time: 0.002, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9492, loss_cls: 0.6702, loss: 0.6702, grad_norm: 9.7114 2020-10-11 17:49:55,847 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 3:28:50, time: 1.237, data_time: 0.004, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.7414, loss: 0.7414, grad_norm: 10.0555 2020-10-11 17:50:21,510 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 3:28:27, time: 1.282, data_time: 0.002, memory: 9800, top1_acc: 0.8258, top5_acc: 0.9422, loss_cls: 0.6903, loss: 0.6903, grad_norm: 9.8382 2020-10-11 17:50:46,874 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 3:28:03, time: 1.269, data_time: 0.006, memory: 9800, top1_acc: 0.7945, top5_acc: 0.9445, loss_cls: 0.7429, loss: 0.7429, grad_norm: 10.4138 2020-10-11 17:51:11,865 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 3:27:39, time: 1.250, data_time: 0.002, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9398, loss_cls: 0.7347, loss: 0.7347, grad_norm: 9.9667 2020-10-11 17:51:38,099 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 3:27:15, time: 1.312, data_time: 0.002, memory: 9800, top1_acc: 0.8000, top5_acc: 0.9367, loss_cls: 0.7555, loss: 0.7555, grad_norm: 10.2897 2020-10-11 17:52:02,492 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 3:26:51, time: 1.220, data_time: 0.006, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9414, loss_cls: 0.6995, loss: 0.6995, grad_norm: 10.1074 2020-10-11 17:52:28,344 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 3:26:27, time: 1.293, data_time: 0.002, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9430, loss_cls: 0.7380, loss: 0.7380, grad_norm: 10.3409 2020-10-11 17:52:54,008 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 3:26:03, time: 1.280, data_time: 0.005, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9445, loss_cls: 0.7128, loss: 0.7128, grad_norm: 10.1806 2020-10-11 17:53:19,979 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 3:25:39, time: 1.300, data_time: 0.007, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9437, loss_cls: 0.6946, loss: 0.6946, grad_norm: 9.5912 2020-10-11 17:53:44,947 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 3:25:15, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9359, loss_cls: 0.7434, loss: 0.7434, grad_norm: 10.3844 2020-10-11 17:54:10,805 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 3:24:51, time: 1.294, data_time: 0.005, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9430, loss_cls: 0.7180, loss: 0.7180, grad_norm: 10.0934 2020-10-11 17:54:36,540 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 3:24:28, time: 1.287, data_time: 0.002, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9445, loss_cls: 0.6843, loss: 0.6843, grad_norm: 9.9322 2020-10-11 17:55:02,808 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 3:24:04, time: 1.313, data_time: 0.005, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9500, loss_cls: 0.7304, loss: 0.7304, grad_norm: 10.4907 2020-10-11 17:55:28,689 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 3:23:40, time: 1.292, data_time: 0.002, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9406, loss_cls: 0.7376, loss: 0.7376, grad_norm: 10.4106 2020-10-11 17:55:53,749 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 3:23:16, time: 1.255, data_time: 0.006, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9453, loss_cls: 0.7043, loss: 0.7043, grad_norm: 10.4386 2020-10-11 17:56:19,807 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 3:22:52, time: 1.301, data_time: 0.004, memory: 9800, top1_acc: 0.7945, top5_acc: 0.9398, loss_cls: 0.7661, loss: 0.7661, grad_norm: 10.6089 2020-10-11 17:56:46,329 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 3:22:28, time: 1.328, data_time: 0.006, memory: 9800, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.7517, loss: 0.7517, grad_norm: 10.6687 2020-10-11 17:57:12,008 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 3:22:05, time: 1.283, data_time: 0.004, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9305, loss_cls: 0.7294, loss: 0.7294, grad_norm: 10.1824 2020-10-11 17:57:37,619 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 3:21:41, time: 1.280, data_time: 0.003, memory: 9800, top1_acc: 0.7984, top5_acc: 0.9367, loss_cls: 0.7560, loss: 0.7560, grad_norm: 10.4658 2020-10-11 17:58:03,765 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 3:21:17, time: 1.309, data_time: 0.004, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9398, loss_cls: 0.7472, loss: 0.7472, grad_norm: 10.5140 2020-10-11 17:58:29,069 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 3:20:53, time: 1.264, data_time: 0.004, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9352, loss_cls: 0.7529, loss: 0.7529, grad_norm: 10.4172 2020-10-11 17:58:56,844 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 3:20:29, time: 1.390, data_time: 0.005, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9508, loss_cls: 0.6928, loss: 0.6928, grad_norm: 9.9116 2020-10-11 17:59:22,541 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 3:20:05, time: 1.283, data_time: 0.005, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9453, loss_cls: 0.7297, loss: 0.7297, grad_norm: 10.3521 2020-10-11 17:59:47,931 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 3:19:41, time: 1.271, data_time: 0.005, memory: 9800, top1_acc: 0.7859, top5_acc: 0.9164, loss_cls: 0.8407, loss: 0.8407, grad_norm: 11.1927 2020-10-11 18:00:15,465 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 3:19:18, time: 1.367, data_time: 0.005, memory: 9800, top1_acc: 0.7969, top5_acc: 0.9297, loss_cls: 0.7849, loss: 0.7849, grad_norm: 10.4565 2020-10-11 18:00:40,674 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 3:18:54, time: 1.270, data_time: 0.024, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9367, loss_cls: 0.7341, loss: 0.7341, grad_norm: 10.5667 2020-10-11 18:01:06,794 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 3:18:30, time: 1.306, data_time: 0.004, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9437, loss_cls: 0.6951, loss: 0.6951, grad_norm: 10.0670 2020-10-11 18:01:32,580 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 3:18:06, time: 1.290, data_time: 0.002, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9469, loss_cls: 0.6765, loss: 0.6765, grad_norm: 10.0624 2020-10-11 18:01:59,051 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 3:17:42, time: 1.322, data_time: 0.002, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9383, loss_cls: 0.7327, loss: 0.7327, grad_norm: 10.1874 2020-10-11 18:02:23,837 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 3:17:18, time: 1.240, data_time: 0.005, memory: 9800, top1_acc: 0.7906, top5_acc: 0.9406, loss_cls: 0.7620, loss: 0.7620, grad_norm: 10.5769 2020-10-11 18:02:50,143 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 3:16:55, time: 1.316, data_time: 0.002, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9414, loss_cls: 0.7220, loss: 0.7220, grad_norm: 10.0301 2020-10-11 18:03:16,658 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 3:16:31, time: 1.323, data_time: 0.005, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9445, loss_cls: 0.7091, loss: 0.7091, grad_norm: 9.9333 2020-10-11 18:03:41,783 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 3:16:07, time: 1.259, data_time: 0.006, memory: 9800, top1_acc: 0.7937, top5_acc: 0.9414, loss_cls: 0.7364, loss: 0.7364, grad_norm: 10.4190 2020-10-11 18:04:08,465 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 3:15:43, time: 1.332, data_time: 0.002, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9375, loss_cls: 0.7426, loss: 0.7426, grad_norm: 10.4056 2020-10-11 18:04:33,885 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 3:15:19, time: 1.273, data_time: 0.005, memory: 9800, top1_acc: 0.7945, top5_acc: 0.9289, loss_cls: 0.7710, loss: 0.7710, grad_norm: 10.7120 2020-10-11 18:05:00,430 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 3:14:55, time: 1.326, data_time: 0.006, memory: 9800, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7649, loss: 0.7649, grad_norm: 10.3649 2020-10-11 18:05:25,718 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 3:14:31, time: 1.266, data_time: 0.005, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9484, loss_cls: 0.7206, loss: 0.7206, grad_norm: 10.3436 2020-10-11 18:05:51,535 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 3:14:08, time: 1.290, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9531, loss_cls: 0.7201, loss: 0.7201, grad_norm: 10.6367 2020-10-11 18:06:18,454 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 3:13:44, time: 1.345, data_time: 0.005, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9328, loss_cls: 0.7689, loss: 0.7689, grad_norm: 10.6808 2020-10-11 18:06:43,825 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 3:13:20, time: 1.271, data_time: 0.006, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9523, loss_cls: 0.7179, loss: 0.7179, grad_norm: 10.1639 2020-10-11 18:07:09,723 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 3:12:56, time: 1.294, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9375, loss_cls: 0.7498, loss: 0.7498, grad_norm: 10.4843 2020-10-11 18:07:35,697 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 3:12:32, time: 1.299, data_time: 0.002, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9391, loss_cls: 0.7679, loss: 0.7679, grad_norm: 10.7909 2020-10-11 18:08:01,517 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 3:12:08, time: 1.289, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9391, loss_cls: 0.7423, loss: 0.7423, grad_norm: 10.4814 2020-10-11 18:08:28,056 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 3:11:44, time: 1.328, data_time: 0.005, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9289, loss_cls: 0.7523, loss: 0.7523, grad_norm: 10.2800 2020-10-11 18:08:55,162 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 3:11:21, time: 1.356, data_time: 0.002, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9313, loss_cls: 0.7196, loss: 0.7196, grad_norm: 9.7407 2020-10-11 18:09:20,964 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 3:10:57, time: 1.289, data_time: 0.005, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9500, loss_cls: 0.7013, loss: 0.7013, grad_norm: 10.2058 2020-10-11 18:09:46,684 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 3:10:33, time: 1.288, data_time: 0.005, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9500, loss_cls: 0.6773, loss: 0.6773, grad_norm: 10.1130 2020-10-11 18:10:12,818 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 3:10:09, time: 1.305, data_time: 0.005, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9422, loss_cls: 0.7114, loss: 0.7114, grad_norm: 10.1078 2020-10-11 18:10:39,177 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 3:09:45, time: 1.317, data_time: 0.005, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9508, loss_cls: 0.7214, loss: 0.7214, grad_norm: 10.4474 2020-10-11 18:10:45,347 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-10-11 18:11:19,212 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 3:09:16, time: 1.652, data_time: 0.707, memory: 9800, top1_acc: 0.8281, top5_acc: 0.9625, loss_cls: 0.6456, loss: 0.6456, grad_norm: 9.7550 2020-10-11 18:11:44,895 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 3:08:52, time: 1.284, data_time: 0.002, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9445, loss_cls: 0.7309, loss: 0.7309, grad_norm: 10.5851 2020-10-11 18:12:08,862 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 3:08:27, time: 1.198, data_time: 0.008, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9437, loss_cls: 0.7188, loss: 0.7188, grad_norm: 10.1668 2020-10-11 18:12:35,173 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 3:08:04, time: 1.316, data_time: 0.002, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7148, loss: 0.7148, grad_norm: 10.4901 2020-10-11 18:13:01,392 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 3:07:40, time: 1.309, data_time: 0.006, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9523, loss_cls: 0.7100, loss: 0.7100, grad_norm: 10.2842 2020-10-11 18:13:26,850 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 3:07:16, time: 1.273, data_time: 0.005, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9563, loss_cls: 0.6367, loss: 0.6367, grad_norm: 9.7479 2020-10-11 18:13:53,441 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 3:06:52, time: 1.331, data_time: 0.005, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9461, loss_cls: 0.6806, loss: 0.6806, grad_norm: 10.4241 2020-10-11 18:14:19,321 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 3:06:28, time: 1.293, data_time: 0.005, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9422, loss_cls: 0.7291, loss: 0.7291, grad_norm: 10.4012 2020-10-11 18:14:46,179 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 3:06:04, time: 1.344, data_time: 0.005, memory: 9800, top1_acc: 0.7914, top5_acc: 0.9359, loss_cls: 0.7627, loss: 0.7627, grad_norm: 10.4430 2020-10-11 18:15:12,350 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 3:05:40, time: 1.308, data_time: 0.004, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9539, loss_cls: 0.6772, loss: 0.6772, grad_norm: 10.2554 2020-10-11 18:15:38,587 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 3:05:17, time: 1.313, data_time: 0.003, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9539, loss_cls: 0.6575, loss: 0.6575, grad_norm: 9.9757 2020-10-11 18:16:03,812 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 3:04:53, time: 1.261, data_time: 0.002, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9492, loss_cls: 0.6829, loss: 0.6829, grad_norm: 10.0154 2020-10-11 18:16:30,342 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 3:04:29, time: 1.327, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9297, loss_cls: 0.7682, loss: 0.7682, grad_norm: 10.2755 2020-10-11 18:16:55,936 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 3:04:05, time: 1.279, data_time: 0.002, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9391, loss_cls: 0.7633, loss: 0.7633, grad_norm: 10.8276 2020-10-11 18:17:22,661 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 3:03:41, time: 1.335, data_time: 0.006, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9453, loss_cls: 0.7198, loss: 0.7198, grad_norm: 10.4739 2020-10-11 18:17:48,055 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 3:03:17, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.7969, top5_acc: 0.9375, loss_cls: 0.7426, loss: 0.7426, grad_norm: 10.7077 2020-10-11 18:18:14,152 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 3:02:53, time: 1.303, data_time: 0.004, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9500, loss_cls: 0.6785, loss: 0.6785, grad_norm: 10.0638 2020-10-11 18:18:40,205 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 3:02:29, time: 1.304, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9516, loss_cls: 0.6924, loss: 0.6924, grad_norm: 10.3099 2020-10-11 18:19:07,961 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 3:02:06, time: 1.388, data_time: 0.002, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9516, loss_cls: 0.6509, loss: 0.6509, grad_norm: 9.9434 2020-10-11 18:19:33,026 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 3:01:42, time: 1.253, data_time: 0.002, memory: 9800, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.7362, loss: 0.7362, grad_norm: 10.5384 2020-10-11 18:19:59,771 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 3:01:18, time: 1.336, data_time: 0.005, memory: 9800, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.7996, loss: 0.7996, grad_norm: 10.9119 2020-10-11 18:20:25,431 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 3:00:54, time: 1.284, data_time: 0.005, memory: 9800, top1_acc: 0.7937, top5_acc: 0.9492, loss_cls: 0.7130, loss: 0.7130, grad_norm: 10.5028 2020-10-11 18:20:52,416 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 3:00:30, time: 1.347, data_time: 0.005, memory: 9800, top1_acc: 0.8000, top5_acc: 0.9445, loss_cls: 0.7310, loss: 0.7310, grad_norm: 10.7669 2020-10-11 18:21:18,288 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 3:00:06, time: 1.294, data_time: 0.006, memory: 9800, top1_acc: 0.7984, top5_acc: 0.9336, loss_cls: 0.7818, loss: 0.7818, grad_norm: 10.7556 2020-10-11 18:21:44,936 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 2:59:42, time: 1.332, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9484, loss_cls: 0.7137, loss: 0.7137, grad_norm: 10.5066 2020-10-11 18:22:11,206 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 2:59:18, time: 1.316, data_time: 0.006, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9516, loss_cls: 0.6748, loss: 0.6748, grad_norm: 10.1697 2020-10-11 18:22:37,059 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 2:58:54, time: 1.293, data_time: 0.002, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9422, loss_cls: 0.7224, loss: 0.7224, grad_norm: 10.2506 2020-10-11 18:23:04,366 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 2:58:31, time: 1.365, data_time: 0.002, memory: 9800, top1_acc: 0.8273, top5_acc: 0.9445, loss_cls: 0.6901, loss: 0.6901, grad_norm: 10.1831 2020-10-11 18:23:30,010 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 2:58:07, time: 1.282, data_time: 0.003, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9469, loss_cls: 0.6933, loss: 0.6933, grad_norm: 10.1733 2020-10-11 18:23:55,856 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 2:57:43, time: 1.293, data_time: 0.003, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9430, loss_cls: 0.7075, loss: 0.7075, grad_norm: 10.5306 2020-10-11 18:24:23,158 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 2:57:19, time: 1.363, data_time: 0.005, memory: 9800, top1_acc: 0.7984, top5_acc: 0.9398, loss_cls: 0.7587, loss: 0.7587, grad_norm: 11.1190 2020-10-11 18:24:48,667 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 2:56:55, time: 1.275, data_time: 0.005, memory: 9800, top1_acc: 0.7961, top5_acc: 0.9430, loss_cls: 0.7572, loss: 0.7572, grad_norm: 10.7816 2020-10-11 18:25:14,338 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 2:56:31, time: 1.284, data_time: 0.005, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9313, loss_cls: 0.7729, loss: 0.7729, grad_norm: 10.3543 2020-10-11 18:25:41,165 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 2:56:07, time: 1.342, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9453, loss_cls: 0.7383, loss: 0.7383, grad_norm: 10.5716 2020-10-11 18:26:08,074 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 2:55:44, time: 1.345, data_time: 0.006, memory: 9800, top1_acc: 0.7953, top5_acc: 0.9367, loss_cls: 0.7465, loss: 0.7465, grad_norm: 10.8478 2020-10-11 18:26:33,758 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 2:55:20, time: 1.286, data_time: 0.003, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9437, loss_cls: 0.7310, loss: 0.7310, grad_norm: 10.1241 2020-10-11 18:27:00,138 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 2:54:56, time: 1.317, data_time: 0.005, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9313, loss_cls: 0.7540, loss: 0.7540, grad_norm: 10.5774 2020-10-11 18:27:27,013 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 2:54:32, time: 1.345, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9406, loss_cls: 0.8061, loss: 0.8061, grad_norm: 10.9512 2020-10-11 18:27:52,644 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 2:54:08, time: 1.280, data_time: 0.005, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9406, loss_cls: 0.6970, loss: 0.6970, grad_norm: 10.1160 2020-10-11 18:28:18,469 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 2:53:44, time: 1.291, data_time: 0.005, memory: 9800, top1_acc: 0.8242, top5_acc: 0.9500, loss_cls: 0.6679, loss: 0.6679, grad_norm: 9.9815 2020-10-11 18:28:44,332 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 2:53:20, time: 1.295, data_time: 0.005, memory: 9800, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.7695, loss: 0.7695, grad_norm: 10.5073 2020-10-11 18:29:11,030 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 2:52:56, time: 1.335, data_time: 0.005, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9437, loss_cls: 0.7345, loss: 0.7345, grad_norm: 10.6319 2020-10-11 18:29:37,116 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 2:52:32, time: 1.304, data_time: 0.002, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9500, loss_cls: 0.6991, loss: 0.6991, grad_norm: 10.3754 2020-10-11 18:30:03,490 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 2:52:08, time: 1.319, data_time: 0.005, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9531, loss_cls: 0.6412, loss: 0.6412, grad_norm: 9.9470 2020-10-11 18:30:29,700 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 2:51:44, time: 1.311, data_time: 0.002, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9414, loss_cls: 0.7196, loss: 0.7196, grad_norm: 10.5568 2020-10-11 18:30:56,281 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 2:51:21, time: 1.328, data_time: 0.005, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9391, loss_cls: 0.7283, loss: 0.7283, grad_norm: 10.1367 2020-10-11 18:31:22,829 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 2:50:57, time: 1.328, data_time: 0.005, memory: 9800, top1_acc: 0.7914, top5_acc: 0.9445, loss_cls: 0.7505, loss: 0.7505, grad_norm: 10.7092 2020-10-11 18:31:48,345 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 2:50:33, time: 1.277, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9430, loss_cls: 0.7157, loss: 0.7157, grad_norm: 10.8984 2020-10-11 18:32:14,394 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 2:50:09, time: 1.301, data_time: 0.002, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9453, loss_cls: 0.6800, loss: 0.6800, grad_norm: 10.0205 2020-10-11 18:32:40,880 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 2:49:45, time: 1.326, data_time: 0.005, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9531, loss_cls: 0.6961, loss: 0.6961, grad_norm: 10.4879 2020-10-11 18:33:06,309 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 2:49:21, time: 1.271, data_time: 0.002, memory: 9800, top1_acc: 0.7867, top5_acc: 0.9273, loss_cls: 0.7944, loss: 0.7944, grad_norm: 10.8128 2020-10-11 18:33:32,298 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 2:48:57, time: 1.300, data_time: 0.002, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9492, loss_cls: 0.6769, loss: 0.6769, grad_norm: 9.7735 2020-10-11 18:33:58,004 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 2:48:33, time: 1.284, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9375, loss_cls: 0.7422, loss: 0.7422, grad_norm: 10.5747 2020-10-11 18:34:24,324 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 2:48:09, time: 1.316, data_time: 0.005, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9484, loss_cls: 0.6792, loss: 0.6792, grad_norm: 10.1466 2020-10-11 18:34:50,359 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 2:47:45, time: 1.303, data_time: 0.005, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9383, loss_cls: 0.7069, loss: 0.7069, grad_norm: 9.9648 2020-10-11 18:35:17,205 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 2:47:21, time: 1.341, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9492, loss_cls: 0.7236, loss: 0.7236, grad_norm: 10.5487 2020-10-11 18:35:42,867 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 2:46:57, time: 1.285, data_time: 0.005, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9375, loss_cls: 0.7393, loss: 0.7393, grad_norm: 10.8190 2020-10-11 18:36:09,256 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 2:46:33, time: 1.319, data_time: 0.005, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9477, loss_cls: 0.7517, loss: 0.7517, grad_norm: 10.7094 2020-10-11 18:36:35,512 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 2:46:09, time: 1.312, data_time: 0.002, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9516, loss_cls: 0.7218, loss: 0.7218, grad_norm: 10.3887 2020-10-11 18:37:01,014 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 2:45:45, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9477, loss_cls: 0.7028, loss: 0.7028, grad_norm: 10.6222 2020-10-11 18:37:25,833 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 2:45:21, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9437, loss_cls: 0.7151, loss: 0.7151, grad_norm: 10.4209 2020-10-11 18:37:52,371 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 2:44:57, time: 1.325, data_time: 0.004, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9430, loss_cls: 0.7632, loss: 0.7632, grad_norm: 10.4828 2020-10-11 18:38:18,005 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 2:44:33, time: 1.281, data_time: 0.005, memory: 9800, top1_acc: 0.7914, top5_acc: 0.9336, loss_cls: 0.7738, loss: 0.7738, grad_norm: 10.9458 2020-10-11 18:38:44,017 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 2:44:09, time: 1.302, data_time: 0.005, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9242, loss_cls: 0.7760, loss: 0.7760, grad_norm: 10.5435 2020-10-11 18:39:09,989 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 2:43:45, time: 1.299, data_time: 0.005, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9539, loss_cls: 0.6636, loss: 0.6636, grad_norm: 9.8787 2020-10-11 18:39:36,787 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 2:43:21, time: 1.340, data_time: 0.002, memory: 9800, top1_acc: 0.7867, top5_acc: 0.9391, loss_cls: 0.7482, loss: 0.7482, grad_norm: 10.6142 2020-10-11 18:40:01,759 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 2:42:57, time: 1.249, data_time: 0.004, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9398, loss_cls: 0.7430, loss: 0.7430, grad_norm: 10.6263 2020-10-11 18:40:07,986 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-10-11 18:40:37,878 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 2:42:27, time: 1.462, data_time: 0.475, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9391, loss_cls: 0.7545, loss: 0.7545, grad_norm: 10.5457 2020-10-11 18:41:02,656 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 2:42:03, time: 1.241, data_time: 0.005, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9375, loss_cls: 0.7305, loss: 0.7305, grad_norm: 10.1117 2020-10-11 18:41:28,131 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 2:41:39, time: 1.272, data_time: 0.005, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9430, loss_cls: 0.7189, loss: 0.7189, grad_norm: 10.4961 2020-10-11 18:41:54,265 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 2:41:15, time: 1.308, data_time: 0.005, memory: 9800, top1_acc: 0.8000, top5_acc: 0.9445, loss_cls: 0.7304, loss: 0.7304, grad_norm: 10.7412 2020-10-11 18:42:20,957 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 2:40:51, time: 1.334, data_time: 0.002, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9414, loss_cls: 0.7335, loss: 0.7335, grad_norm: 10.0907 2020-10-11 18:42:45,790 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 2:40:27, time: 1.242, data_time: 0.004, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9383, loss_cls: 0.7302, loss: 0.7302, grad_norm: 10.5722 2020-10-11 18:43:11,017 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 2:40:03, time: 1.261, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9516, loss_cls: 0.7247, loss: 0.7247, grad_norm: 10.3252 2020-10-11 18:43:37,012 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 2:39:39, time: 1.300, data_time: 0.002, memory: 9800, top1_acc: 0.8273, top5_acc: 0.9547, loss_cls: 0.6374, loss: 0.6374, grad_norm: 9.6680 2020-10-11 18:44:02,651 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 2:39:15, time: 1.282, data_time: 0.002, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9516, loss_cls: 0.6744, loss: 0.6744, grad_norm: 9.8265 2020-10-11 18:44:27,870 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 2:38:51, time: 1.260, data_time: 0.006, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9344, loss_cls: 0.7410, loss: 0.7410, grad_norm: 10.5408 2020-10-11 18:44:53,467 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 2:38:27, time: 1.279, data_time: 0.005, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9313, loss_cls: 0.7795, loss: 0.7795, grad_norm: 10.6865 2020-10-11 18:45:19,211 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 2:38:02, time: 1.288, data_time: 0.006, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9352, loss_cls: 0.7227, loss: 0.7227, grad_norm: 10.4376 2020-10-11 18:45:44,599 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 2:37:38, time: 1.271, data_time: 0.005, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9391, loss_cls: 0.6854, loss: 0.6854, grad_norm: 10.2181 2020-10-11 18:46:09,994 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 2:37:14, time: 1.269, data_time: 0.005, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9367, loss_cls: 0.6939, loss: 0.6939, grad_norm: 9.9560 2020-10-11 18:46:35,067 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 2:36:50, time: 1.255, data_time: 0.003, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.7090, loss: 0.7090, grad_norm: 9.8075 2020-10-11 18:47:00,581 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 2:36:26, time: 1.274, data_time: 0.004, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9508, loss_cls: 0.6763, loss: 0.6763, grad_norm: 10.3324 2020-10-11 18:47:25,424 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 2:36:02, time: 1.244, data_time: 0.006, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9398, loss_cls: 0.7204, loss: 0.7204, grad_norm: 9.9355 2020-10-11 18:47:51,865 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 2:35:38, time: 1.320, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9375, loss_cls: 0.7090, loss: 0.7090, grad_norm: 10.5849 2020-10-11 18:48:15,979 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 2:35:14, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.7937, top5_acc: 0.9281, loss_cls: 0.7942, loss: 0.7942, grad_norm: 10.7748 2020-10-11 18:48:41,422 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 2:34:50, time: 1.281, data_time: 0.012, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9391, loss_cls: 0.7280, loss: 0.7280, grad_norm: 10.6252 2020-10-11 18:49:07,206 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 2:34:26, time: 1.289, data_time: 0.006, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9359, loss_cls: 0.7553, loss: 0.7553, grad_norm: 10.7818 2020-10-11 18:49:31,743 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 2:34:02, time: 1.227, data_time: 0.002, memory: 9800, top1_acc: 0.7852, top5_acc: 0.9500, loss_cls: 0.7273, loss: 0.7273, grad_norm: 10.4429 2020-10-11 18:49:56,751 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 2:33:37, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9430, loss_cls: 0.7009, loss: 0.7009, grad_norm: 10.5093 2020-10-11 18:50:22,037 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 2:33:13, time: 1.264, data_time: 0.005, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9570, loss_cls: 0.6886, loss: 0.6886, grad_norm: 10.5577 2020-10-11 18:50:47,721 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 2:32:49, time: 1.285, data_time: 0.005, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9414, loss_cls: 0.7077, loss: 0.7077, grad_norm: 10.6711 2020-10-11 18:51:12,305 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 2:32:25, time: 1.230, data_time: 0.003, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9375, loss_cls: 0.7031, loss: 0.7031, grad_norm: 10.1485 2020-10-11 18:51:37,619 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 2:32:01, time: 1.266, data_time: 0.002, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9414, loss_cls: 0.7191, loss: 0.7191, grad_norm: 10.4149 2020-10-11 18:52:02,579 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 2:31:37, time: 1.247, data_time: 0.002, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9258, loss_cls: 0.7379, loss: 0.7379, grad_norm: 9.9288 2020-10-11 18:52:27,764 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 2:31:13, time: 1.258, data_time: 0.006, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9437, loss_cls: 0.7233, loss: 0.7233, grad_norm: 10.6945 2020-10-11 18:52:52,882 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 2:30:49, time: 1.255, data_time: 0.005, memory: 9800, top1_acc: 0.8258, top5_acc: 0.9414, loss_cls: 0.7077, loss: 0.7077, grad_norm: 10.0008 2020-10-11 18:53:17,817 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 2:30:25, time: 1.247, data_time: 0.006, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9500, loss_cls: 0.6880, loss: 0.6880, grad_norm: 10.6843 2020-10-11 18:53:42,654 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 2:30:00, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9492, loss_cls: 0.6741, loss: 0.6741, grad_norm: 10.0129 2020-10-11 18:54:07,675 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 2:29:36, time: 1.252, data_time: 0.004, memory: 9800, top1_acc: 0.8219, top5_acc: 0.9383, loss_cls: 0.7249, loss: 0.7249, grad_norm: 10.2730 2020-10-11 18:54:32,863 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 2:29:12, time: 1.260, data_time: 0.002, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9453, loss_cls: 0.7131, loss: 0.7131, grad_norm: 10.4308 2020-10-11 18:54:57,499 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 2:28:48, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.8258, top5_acc: 0.9531, loss_cls: 0.6615, loss: 0.6615, grad_norm: 9.8431 2020-10-11 18:55:22,352 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 2:28:24, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9406, loss_cls: 0.7463, loss: 0.7463, grad_norm: 10.8775 2020-10-11 18:55:48,441 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 2:28:00, time: 1.305, data_time: 0.005, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9414, loss_cls: 0.6858, loss: 0.6858, grad_norm: 10.0961 2020-10-11 18:56:12,569 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 2:27:36, time: 1.207, data_time: 0.006, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9367, loss_cls: 0.7170, loss: 0.7170, grad_norm: 10.3971 2020-10-11 18:56:37,731 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 2:27:11, time: 1.258, data_time: 0.002, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9516, loss_cls: 0.6812, loss: 0.6812, grad_norm: 10.3466 2020-10-11 18:57:02,802 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 2:26:47, time: 1.252, data_time: 0.004, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9367, loss_cls: 0.6982, loss: 0.6982, grad_norm: 10.1846 2020-10-11 18:57:28,972 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 2:26:23, time: 1.310, data_time: 0.005, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9492, loss_cls: 0.6883, loss: 0.6883, grad_norm: 10.4699 2020-10-11 18:57:53,475 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 2:25:59, time: 1.225, data_time: 0.002, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9391, loss_cls: 0.7406, loss: 0.7406, grad_norm: 10.2493 2020-10-11 18:58:18,706 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 2:25:35, time: 1.260, data_time: 0.004, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9531, loss_cls: 0.6784, loss: 0.6784, grad_norm: 9.9678 2020-10-11 18:58:42,621 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 2:25:11, time: 1.197, data_time: 0.005, memory: 9800, top1_acc: 0.7953, top5_acc: 0.9398, loss_cls: 0.7584, loss: 0.7584, grad_norm: 10.9205 2020-10-11 18:59:07,577 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 2:24:47, time: 1.248, data_time: 0.004, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9328, loss_cls: 0.7784, loss: 0.7784, grad_norm: 10.5813 2020-10-11 18:59:32,325 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 2:24:22, time: 1.237, data_time: 0.002, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9430, loss_cls: 0.7058, loss: 0.7058, grad_norm: 10.4008 2020-10-11 18:59:57,847 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 2:23:58, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9266, loss_cls: 0.7923, loss: 0.7923, grad_norm: 11.2228 2020-10-11 19:00:24,315 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 2:23:34, time: 1.308, data_time: 0.006, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.6855, loss: 0.6855, grad_norm: 10.2450 2020-10-11 19:00:48,311 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 2:23:10, time: 1.217, data_time: 0.027, memory: 9800, top1_acc: 0.7805, top5_acc: 0.9281, loss_cls: 0.8036, loss: 0.8036, grad_norm: 11.0966 2020-10-11 19:01:12,816 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 2:22:46, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.7891, top5_acc: 0.9375, loss_cls: 0.7517, loss: 0.7517, grad_norm: 10.6696 2020-10-11 19:01:37,872 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 2:22:22, time: 1.253, data_time: 0.002, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9430, loss_cls: 0.7236, loss: 0.7236, grad_norm: 10.6583 2020-10-11 19:02:03,426 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 2:21:58, time: 1.278, data_time: 0.002, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9391, loss_cls: 0.7237, loss: 0.7237, grad_norm: 10.5321 2020-10-11 19:02:27,692 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 2:21:33, time: 1.212, data_time: 0.004, memory: 9800, top1_acc: 0.8000, top5_acc: 0.9414, loss_cls: 0.7461, loss: 0.7461, grad_norm: 10.3158 2020-10-11 19:02:52,299 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 2:21:09, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9414, loss_cls: 0.7318, loss: 0.7318, grad_norm: 10.6579 2020-10-11 19:03:17,039 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 2:20:45, time: 1.235, data_time: 0.006, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9344, loss_cls: 0.7391, loss: 0.7391, grad_norm: 10.5743 2020-10-11 19:03:43,110 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 2:20:21, time: 1.304, data_time: 0.005, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9453, loss_cls: 0.7382, loss: 0.7382, grad_norm: 10.7648 2020-10-11 19:04:07,210 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 2:19:57, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9391, loss_cls: 0.7621, loss: 0.7621, grad_norm: 10.6724 2020-10-11 19:04:32,431 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 2:19:33, time: 1.263, data_time: 0.003, memory: 9800, top1_acc: 0.8219, top5_acc: 0.9484, loss_cls: 0.7120, loss: 0.7120, grad_norm: 10.1159 2020-10-11 19:04:56,701 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 2:19:08, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9328, loss_cls: 0.7495, loss: 0.7495, grad_norm: 10.6692 2020-10-11 19:05:21,962 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 2:18:44, time: 1.263, data_time: 0.005, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9398, loss_cls: 0.7244, loss: 0.7244, grad_norm: 10.4880 2020-10-11 19:05:47,328 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 2:18:20, time: 1.270, data_time: 0.005, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9445, loss_cls: 0.7120, loss: 0.7120, grad_norm: 10.6626 2020-10-11 19:06:11,636 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 2:17:56, time: 1.215, data_time: 0.004, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9484, loss_cls: 0.6848, loss: 0.6848, grad_norm: 10.2930 2020-10-11 19:06:36,828 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 2:17:32, time: 1.260, data_time: 0.002, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9484, loss_cls: 0.7022, loss: 0.7022, grad_norm: 10.5799 2020-10-11 19:07:01,285 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 2:17:08, time: 1.221, data_time: 0.004, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9414, loss_cls: 0.7073, loss: 0.7073, grad_norm: 10.5508 2020-10-11 19:07:26,057 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 2:16:44, time: 1.240, data_time: 0.005, memory: 9800, top1_acc: 0.8219, top5_acc: 0.9477, loss_cls: 0.6732, loss: 0.6732, grad_norm: 9.9980 2020-10-11 19:07:51,138 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 2:16:19, time: 1.251, data_time: 0.004, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9398, loss_cls: 0.7503, loss: 0.7503, grad_norm: 11.1110 2020-10-11 19:08:15,828 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 2:15:55, time: 1.236, data_time: 0.007, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9469, loss_cls: 0.6804, loss: 0.6804, grad_norm: 10.2755 2020-10-11 19:08:21,627 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-11 19:08:54,873 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 2:15:25, time: 1.622, data_time: 0.658, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9391, loss_cls: 0.7178, loss: 0.7178, grad_norm: 10.2662 2020-10-11 19:09:18,204 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 2:15:01, time: 1.166, data_time: 0.002, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9359, loss_cls: 0.6978, loss: 0.6978, grad_norm: 10.3408 2020-10-11 19:09:42,427 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 2:14:37, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9508, loss_cls: 0.6995, loss: 0.6995, grad_norm: 10.3273 2020-10-11 19:10:07,047 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 2:14:12, time: 1.231, data_time: 0.004, memory: 9800, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.6636, loss: 0.6636, grad_norm: 9.6407 2020-10-11 19:10:32,453 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 2:13:48, time: 1.269, data_time: 0.002, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9375, loss_cls: 0.7363, loss: 0.7363, grad_norm: 10.7328 2020-10-11 19:10:57,084 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 2:13:24, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9492, loss_cls: 0.6768, loss: 0.6768, grad_norm: 10.3742 2020-10-11 19:11:21,745 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 2:13:00, time: 1.232, data_time: 0.006, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9484, loss_cls: 0.6524, loss: 0.6524, grad_norm: 9.9397 2020-10-11 19:11:46,588 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 2:12:36, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9414, loss_cls: 0.7355, loss: 0.7355, grad_norm: 10.5703 2020-10-11 19:12:11,415 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 2:12:12, time: 1.241, data_time: 0.002, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9570, loss_cls: 0.6353, loss: 0.6353, grad_norm: 10.4342 2020-10-11 19:12:36,921 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 2:11:47, time: 1.275, data_time: 0.002, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9320, loss_cls: 0.7123, loss: 0.7123, grad_norm: 10.4375 2020-10-11 19:13:01,152 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 2:11:23, time: 1.212, data_time: 0.004, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9484, loss_cls: 0.6856, loss: 0.6856, grad_norm: 10.6595 2020-10-11 19:13:25,640 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 2:10:59, time: 1.223, data_time: 0.004, memory: 9800, top1_acc: 0.8273, top5_acc: 0.9500, loss_cls: 0.6811, loss: 0.6811, grad_norm: 10.4151 2020-10-11 19:13:50,873 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 2:10:35, time: 1.263, data_time: 0.005, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9445, loss_cls: 0.6967, loss: 0.6967, grad_norm: 10.3863 2020-10-11 19:14:16,141 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 2:10:11, time: 1.262, data_time: 0.005, memory: 9800, top1_acc: 0.8258, top5_acc: 0.9383, loss_cls: 0.7061, loss: 0.7061, grad_norm: 10.3288 2020-10-11 19:14:40,659 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 2:09:46, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9430, loss_cls: 0.7061, loss: 0.7061, grad_norm: 10.5544 2020-10-11 19:15:06,455 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 2:09:22, time: 1.290, data_time: 0.004, memory: 9800, top1_acc: 0.8273, top5_acc: 0.9602, loss_cls: 0.6209, loss: 0.6209, grad_norm: 9.7786 2020-10-11 19:15:30,493 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 2:08:58, time: 1.202, data_time: 0.002, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9398, loss_cls: 0.7342, loss: 0.7342, grad_norm: 10.2586 2020-10-11 19:15:55,380 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 2:08:34, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.7828, top5_acc: 0.9258, loss_cls: 0.7948, loss: 0.7948, grad_norm: 11.0058 2020-10-11 19:16:19,131 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 2:08:10, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9398, loss_cls: 0.7269, loss: 0.7269, grad_norm: 10.7194 2020-10-11 19:16:44,447 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 2:07:46, time: 1.267, data_time: 0.006, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9445, loss_cls: 0.7453, loss: 0.7453, grad_norm: 10.7255 2020-10-11 19:17:08,994 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 2:07:21, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9484, loss_cls: 0.7090, loss: 0.7090, grad_norm: 10.4439 2020-10-11 19:17:33,526 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 2:06:57, time: 1.227, data_time: 0.002, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9445, loss_cls: 0.7124, loss: 0.7124, grad_norm: 10.4422 2020-10-11 19:17:59,276 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 2:06:33, time: 1.286, data_time: 0.002, memory: 9800, top1_acc: 0.7969, top5_acc: 0.9406, loss_cls: 0.7304, loss: 0.7304, grad_norm: 10.7445 2020-10-11 19:18:23,081 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 2:06:09, time: 1.189, data_time: 0.005, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9445, loss_cls: 0.6871, loss: 0.6871, grad_norm: 10.0457 2020-10-11 19:18:47,524 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 2:05:45, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.7605, loss: 0.7605, grad_norm: 10.6365 2020-10-11 19:19:13,008 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 2:05:20, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9523, loss_cls: 0.6559, loss: 0.6559, grad_norm: 10.2176 2020-10-11 19:19:38,091 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 2:04:56, time: 1.254, data_time: 0.002, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9422, loss_cls: 0.6929, loss: 0.6929, grad_norm: 10.0769 2020-10-11 19:20:02,203 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 2:04:32, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9406, loss_cls: 0.6881, loss: 0.6881, grad_norm: 10.2274 2020-10-11 19:20:27,244 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 2:04:08, time: 1.253, data_time: 0.003, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9430, loss_cls: 0.7099, loss: 0.7099, grad_norm: 10.7164 2020-10-11 19:20:52,499 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 2:03:44, time: 1.261, data_time: 0.005, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9359, loss_cls: 0.7307, loss: 0.7307, grad_norm: 10.8895 2020-10-11 19:21:17,130 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 2:03:20, time: 1.231, data_time: 0.006, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9320, loss_cls: 0.7580, loss: 0.7580, grad_norm: 10.9600 2020-10-11 19:21:41,244 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 2:02:55, time: 1.207, data_time: 0.006, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9414, loss_cls: 0.7378, loss: 0.7378, grad_norm: 10.5569 2020-10-11 19:22:06,373 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 2:02:31, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9563, loss_cls: 0.6983, loss: 0.6983, grad_norm: 10.7841 2020-10-11 19:22:30,992 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 2:02:07, time: 1.230, data_time: 0.002, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9461, loss_cls: 0.6879, loss: 0.6879, grad_norm: 10.4507 2020-10-11 19:22:55,658 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 2:01:43, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9469, loss_cls: 0.6905, loss: 0.6905, grad_norm: 10.5440 2020-10-11 19:23:20,287 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 2:01:18, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9336, loss_cls: 0.7419, loss: 0.7419, grad_norm: 10.4789 2020-10-11 19:23:45,325 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 2:00:54, time: 1.252, data_time: 0.005, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9516, loss_cls: 0.6855, loss: 0.6855, grad_norm: 10.3171 2020-10-11 19:24:09,805 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 2:00:30, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.8375, top5_acc: 0.9547, loss_cls: 0.6254, loss: 0.6254, grad_norm: 9.7365 2020-10-11 19:24:35,089 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 2:00:06, time: 1.264, data_time: 0.002, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9469, loss_cls: 0.6906, loss: 0.6906, grad_norm: 10.3160 2020-10-11 19:24:59,797 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 1:59:42, time: 1.234, data_time: 0.004, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9398, loss_cls: 0.7572, loss: 0.7572, grad_norm: 11.2179 2020-10-11 19:25:24,775 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 1:59:18, time: 1.250, data_time: 0.005, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9375, loss_cls: 0.7328, loss: 0.7328, grad_norm: 10.7819 2020-10-11 19:25:49,022 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 1:58:53, time: 1.213, data_time: 0.002, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9469, loss_cls: 0.6778, loss: 0.6778, grad_norm: 10.4864 2020-10-11 19:26:13,849 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 1:58:29, time: 1.241, data_time: 0.004, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9422, loss_cls: 0.6952, loss: 0.6952, grad_norm: 10.7936 2020-10-11 19:26:38,168 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 1:58:05, time: 1.216, data_time: 0.002, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9477, loss_cls: 0.6912, loss: 0.6912, grad_norm: 10.3633 2020-10-11 19:27:03,499 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 1:57:41, time: 1.264, data_time: 0.004, memory: 9800, top1_acc: 0.7984, top5_acc: 0.9414, loss_cls: 0.7423, loss: 0.7423, grad_norm: 10.8954 2020-10-11 19:27:28,038 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 1:57:17, time: 1.229, data_time: 0.006, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6715, loss: 0.6715, grad_norm: 10.0972 2020-10-11 19:27:53,048 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 1:56:52, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9383, loss_cls: 0.7464, loss: 0.7464, grad_norm: 10.7555 2020-10-11 19:28:18,623 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 1:56:28, time: 1.279, data_time: 0.005, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9359, loss_cls: 0.7594, loss: 0.7594, grad_norm: 10.8289 2020-10-11 19:28:42,210 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 1:56:04, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.8281, top5_acc: 0.9492, loss_cls: 0.6561, loss: 0.6561, grad_norm: 10.2126 2020-10-11 19:29:07,124 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 1:55:40, time: 1.246, data_time: 0.004, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9414, loss_cls: 0.7033, loss: 0.7033, grad_norm: 10.2243 2020-10-11 19:29:31,690 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 1:55:16, time: 1.228, data_time: 0.002, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9492, loss_cls: 0.6960, loss: 0.6960, grad_norm: 10.3679 2020-10-11 19:29:56,731 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 1:54:51, time: 1.250, data_time: 0.004, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9484, loss_cls: 0.6910, loss: 0.6910, grad_norm: 10.1542 2020-10-11 19:30:21,435 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 1:54:27, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9469, loss_cls: 0.7066, loss: 0.7066, grad_norm: 10.5581 2020-10-11 19:30:45,526 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 1:54:03, time: 1.206, data_time: 0.005, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9383, loss_cls: 0.7201, loss: 0.7201, grad_norm: 10.5823 2020-10-11 19:31:11,613 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 1:53:39, time: 1.304, data_time: 0.005, memory: 9800, top1_acc: 0.7961, top5_acc: 0.9344, loss_cls: 0.7590, loss: 0.7590, grad_norm: 11.0302 2020-10-11 19:31:35,410 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 1:53:15, time: 1.190, data_time: 0.002, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9492, loss_cls: 0.7103, loss: 0.7103, grad_norm: 10.8434 2020-10-11 19:32:00,062 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 1:52:50, time: 1.231, data_time: 0.004, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9375, loss_cls: 0.7231, loss: 0.7231, grad_norm: 10.3446 2020-10-11 19:32:24,576 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 1:52:26, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9453, loss_cls: 0.7054, loss: 0.7054, grad_norm: 10.6944 2020-10-11 19:32:50,664 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 1:52:02, time: 1.304, data_time: 0.002, memory: 9800, top1_acc: 0.8258, top5_acc: 0.9484, loss_cls: 0.6641, loss: 0.6641, grad_norm: 10.4644 2020-10-11 19:33:15,527 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 1:51:38, time: 1.242, data_time: 0.004, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9516, loss_cls: 0.6957, loss: 0.6957, grad_norm: 10.2184 2020-10-11 19:33:39,451 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 1:51:14, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9305, loss_cls: 0.7702, loss: 0.7702, grad_norm: 10.9663 2020-10-11 19:34:04,318 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 1:50:49, time: 1.243, data_time: 0.002, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9375, loss_cls: 0.7066, loss: 0.7066, grad_norm: 10.7162 2020-10-11 19:34:29,139 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 1:50:25, time: 1.240, data_time: 0.004, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9414, loss_cls: 0.7209, loss: 0.7209, grad_norm: 10.4294 2020-10-11 19:34:53,936 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 1:50:01, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9469, loss_cls: 0.6995, loss: 0.6995, grad_norm: 10.5269 2020-10-11 19:35:18,191 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 1:49:37, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.7937, top5_acc: 0.9367, loss_cls: 0.7352, loss: 0.7352, grad_norm: 10.6846 2020-10-11 19:35:43,699 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 1:49:13, time: 1.277, data_time: 0.005, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9328, loss_cls: 0.7577, loss: 0.7577, grad_norm: 10.6906 2020-10-11 19:36:07,939 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 1:48:48, time: 1.212, data_time: 0.002, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9406, loss_cls: 0.7006, loss: 0.7006, grad_norm: 10.5029 2020-10-11 19:36:13,417 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-10-11 19:36:43,033 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 1:48:18, time: 1.447, data_time: 0.441, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9383, loss_cls: 0.7414, loss: 0.7414, grad_norm: 11.0852 2020-10-11 19:37:07,416 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 1:47:54, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9437, loss_cls: 0.6902, loss: 0.6902, grad_norm: 10.6545 2020-10-11 19:37:31,289 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 1:47:29, time: 1.194, data_time: 0.002, memory: 9800, top1_acc: 0.8281, top5_acc: 0.9555, loss_cls: 0.6830, loss: 0.6830, grad_norm: 10.6928 2020-10-11 19:37:56,010 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 1:47:05, time: 1.235, data_time: 0.005, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9484, loss_cls: 0.6950, loss: 0.6950, grad_norm: 10.3607 2020-10-11 19:38:22,058 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 1:46:41, time: 1.302, data_time: 0.005, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9578, loss_cls: 0.6396, loss: 0.6396, grad_norm: 10.5353 2020-10-11 19:38:45,816 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 1:46:17, time: 1.190, data_time: 0.005, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9500, loss_cls: 0.6967, loss: 0.6967, grad_norm: 10.3549 2020-10-11 19:39:10,504 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 1:45:53, time: 1.234, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9453, loss_cls: 0.6868, loss: 0.6868, grad_norm: 10.6040 2020-10-11 19:39:35,746 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 1:45:28, time: 1.262, data_time: 0.002, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9492, loss_cls: 0.6835, loss: 0.6835, grad_norm: 10.6941 2020-10-11 19:40:01,118 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 1:45:04, time: 1.267, data_time: 0.004, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7166, loss: 0.7166, grad_norm: 10.8122 2020-10-11 19:40:26,575 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 1:44:40, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.8242, top5_acc: 0.9430, loss_cls: 0.6962, loss: 0.6962, grad_norm: 10.4159 2020-10-11 19:40:51,139 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 1:44:16, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9461, loss_cls: 0.6804, loss: 0.6804, grad_norm: 10.2077 2020-10-11 19:41:15,632 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 1:43:52, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9406, loss_cls: 0.7193, loss: 0.7193, grad_norm: 10.4326 2020-10-11 19:41:40,624 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 1:43:28, time: 1.253, data_time: 0.007, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9359, loss_cls: 0.7278, loss: 0.7278, grad_norm: 10.5828 2020-10-11 19:42:07,645 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 1:43:03, time: 1.351, data_time: 0.002, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9414, loss_cls: 0.7005, loss: 0.7005, grad_norm: 10.3647 2020-10-11 19:42:30,945 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 1:42:39, time: 1.165, data_time: 0.002, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9422, loss_cls: 0.7161, loss: 0.7161, grad_norm: 10.5774 2020-10-11 19:42:56,001 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 1:42:15, time: 1.253, data_time: 0.002, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9406, loss_cls: 0.7267, loss: 0.7267, grad_norm: 10.8051 2020-10-11 19:43:20,753 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 1:41:51, time: 1.236, data_time: 0.002, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9453, loss_cls: 0.6947, loss: 0.6947, grad_norm: 10.6632 2020-10-11 19:43:45,902 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 1:41:27, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.8266, top5_acc: 0.9563, loss_cls: 0.6412, loss: 0.6412, grad_norm: 10.3138 2020-10-11 19:44:10,314 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 1:41:02, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9500, loss_cls: 0.7089, loss: 0.7089, grad_norm: 10.9691 2020-10-11 19:44:34,542 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 1:40:38, time: 1.211, data_time: 0.002, memory: 9800, top1_acc: 0.8242, top5_acc: 0.9523, loss_cls: 0.6562, loss: 0.6562, grad_norm: 10.5423 2020-10-11 19:44:59,475 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 1:40:14, time: 1.245, data_time: 0.005, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9453, loss_cls: 0.6796, loss: 0.6796, grad_norm: 10.2378 2020-10-11 19:45:24,250 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 1:39:50, time: 1.240, data_time: 0.005, memory: 9800, top1_acc: 0.7836, top5_acc: 0.9273, loss_cls: 0.7874, loss: 0.7874, grad_norm: 11.0197 2020-10-11 19:45:49,394 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 1:39:26, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9531, loss_cls: 0.6344, loss: 0.6344, grad_norm: 10.1991 2020-10-11 19:46:13,774 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 1:39:01, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.8297, top5_acc: 0.9430, loss_cls: 0.6847, loss: 0.6847, grad_norm: 10.0131 2020-10-11 19:46:38,009 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 1:38:37, time: 1.212, data_time: 0.002, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9508, loss_cls: 0.6785, loss: 0.6785, grad_norm: 10.4620 2020-10-11 19:47:03,137 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 1:38:13, time: 1.255, data_time: 0.005, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9406, loss_cls: 0.7115, loss: 0.7115, grad_norm: 10.9520 2020-10-11 19:47:27,515 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 1:37:49, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6772, loss: 0.6772, grad_norm: 10.2330 2020-10-11 19:47:52,038 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 1:37:24, time: 1.225, data_time: 0.004, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9492, loss_cls: 0.6852, loss: 0.6852, grad_norm: 10.4454 2020-10-11 19:48:17,505 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 1:37:00, time: 1.273, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9437, loss_cls: 0.6893, loss: 0.6893, grad_norm: 10.7248 2020-10-11 19:48:41,999 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 1:36:36, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.8305, top5_acc: 0.9477, loss_cls: 0.6447, loss: 0.6447, grad_norm: 9.5398 2020-10-11 19:49:06,875 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 1:36:12, time: 1.244, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9406, loss_cls: 0.7469, loss: 0.7469, grad_norm: 10.8525 2020-10-11 19:49:31,135 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 1:35:48, time: 1.214, data_time: 0.002, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9492, loss_cls: 0.6787, loss: 0.6787, grad_norm: 10.3157 2020-10-11 19:49:55,626 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 1:35:23, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9430, loss_cls: 0.7217, loss: 0.7217, grad_norm: 10.6754 2020-10-11 19:50:21,722 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 1:34:59, time: 1.305, data_time: 0.005, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9445, loss_cls: 0.6833, loss: 0.6833, grad_norm: 10.4500 2020-10-11 19:50:46,405 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 1:34:35, time: 1.236, data_time: 0.005, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9484, loss_cls: 0.6811, loss: 0.6811, grad_norm: 10.4669 2020-10-11 19:51:11,242 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 1:34:11, time: 1.239, data_time: 0.005, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9508, loss_cls: 0.6780, loss: 0.6780, grad_norm: 10.5281 2020-10-11 19:51:35,852 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 1:33:46, time: 1.233, data_time: 0.006, memory: 9800, top1_acc: 0.8352, top5_acc: 0.9516, loss_cls: 0.6628, loss: 0.6628, grad_norm: 10.8081 2020-10-11 19:52:01,258 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 1:33:22, time: 1.269, data_time: 0.004, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6872, loss: 0.6872, grad_norm: 10.3248 2020-10-11 19:52:25,865 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 1:32:58, time: 1.230, data_time: 0.005, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9414, loss_cls: 0.7304, loss: 0.7304, grad_norm: 10.5367 2020-10-11 19:52:49,673 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 1:32:34, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9422, loss_cls: 0.6995, loss: 0.6995, grad_norm: 10.2725 2020-10-11 19:53:14,952 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 1:32:10, time: 1.263, data_time: 0.006, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9398, loss_cls: 0.7037, loss: 0.7037, grad_norm: 11.1241 2020-10-11 19:53:39,829 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 1:31:45, time: 1.245, data_time: 0.004, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9336, loss_cls: 0.7472, loss: 0.7472, grad_norm: 10.9537 2020-10-11 19:54:03,960 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 1:31:21, time: 1.207, data_time: 0.002, memory: 9800, top1_acc: 0.8297, top5_acc: 0.9477, loss_cls: 0.6705, loss: 0.6705, grad_norm: 10.2547 2020-10-11 19:54:28,810 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 1:30:57, time: 1.243, data_time: 0.003, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9398, loss_cls: 0.7016, loss: 0.7016, grad_norm: 10.6387 2020-10-11 19:54:54,304 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 1:30:33, time: 1.273, data_time: 0.005, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9570, loss_cls: 0.6590, loss: 0.6590, grad_norm: 10.3877 2020-10-11 19:55:18,654 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 1:30:09, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9500, loss_cls: 0.6833, loss: 0.6833, grad_norm: 10.1982 2020-10-11 19:55:44,094 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 1:29:44, time: 1.274, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9453, loss_cls: 0.7101, loss: 0.7101, grad_norm: 10.7588 2020-10-11 19:56:09,291 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 1:29:20, time: 1.260, data_time: 0.004, memory: 9800, top1_acc: 0.7953, top5_acc: 0.9406, loss_cls: 0.7745, loss: 0.7745, grad_norm: 11.0142 2020-10-11 19:56:34,324 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 1:28:56, time: 1.252, data_time: 0.002, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9375, loss_cls: 0.7148, loss: 0.7148, grad_norm: 10.5184 2020-10-11 19:56:59,025 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 1:28:32, time: 1.234, data_time: 0.004, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9492, loss_cls: 0.6775, loss: 0.6775, grad_norm: 10.3482 2020-10-11 19:57:25,495 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 1:28:08, time: 1.325, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9453, loss_cls: 0.6969, loss: 0.6969, grad_norm: 10.4780 2020-10-11 19:57:49,194 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 1:27:43, time: 1.183, data_time: 0.004, memory: 9800, top1_acc: 0.8008, top5_acc: 0.9352, loss_cls: 0.7165, loss: 0.7165, grad_norm: 10.8468 2020-10-11 19:58:14,429 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 1:27:19, time: 1.263, data_time: 0.006, memory: 9800, top1_acc: 0.8242, top5_acc: 0.9422, loss_cls: 0.6824, loss: 0.6824, grad_norm: 10.3590 2020-10-11 19:58:38,137 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 1:26:55, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.8367, top5_acc: 0.9477, loss_cls: 0.6499, loss: 0.6499, grad_norm: 10.1756 2020-10-11 19:59:03,594 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 1:26:31, time: 1.273, data_time: 0.002, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7060, loss: 0.7060, grad_norm: 10.7351 2020-10-11 19:59:28,467 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 1:26:06, time: 1.242, data_time: 0.005, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9539, loss_cls: 0.7047, loss: 0.7047, grad_norm: 10.7214 2020-10-11 19:59:52,101 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 1:25:42, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9469, loss_cls: 0.6906, loss: 0.6906, grad_norm: 10.1915 2020-10-11 20:00:18,393 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 1:25:18, time: 1.303, data_time: 0.007, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9484, loss_cls: 0.6842, loss: 0.6842, grad_norm: 10.6550 2020-10-11 20:00:43,156 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 1:24:54, time: 1.249, data_time: 0.022, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6722, loss: 0.6722, grad_norm: 10.5781 2020-10-11 20:01:08,726 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 1:24:30, time: 1.279, data_time: 0.006, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9539, loss_cls: 0.6818, loss: 0.6818, grad_norm: 10.9333 2020-10-11 20:01:32,013 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 1:24:05, time: 1.164, data_time: 0.002, memory: 9800, top1_acc: 0.8242, top5_acc: 0.9445, loss_cls: 0.6562, loss: 0.6562, grad_norm: 10.0358 2020-10-11 20:01:56,848 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 1:23:41, time: 1.242, data_time: 0.002, memory: 9800, top1_acc: 0.8219, top5_acc: 0.9445, loss_cls: 0.6680, loss: 0.6680, grad_norm: 10.3657 2020-10-11 20:02:21,526 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 1:23:17, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9461, loss_cls: 0.6604, loss: 0.6604, grad_norm: 10.7107 2020-10-11 20:02:46,703 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 1:22:53, time: 1.259, data_time: 0.005, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9508, loss_cls: 0.6941, loss: 0.6941, grad_norm: 10.9100 2020-10-11 20:03:11,816 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 1:22:28, time: 1.257, data_time: 0.005, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9461, loss_cls: 0.6981, loss: 0.6981, grad_norm: 10.4843 2020-10-11 20:03:36,172 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 1:22:04, time: 1.218, data_time: 0.002, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9445, loss_cls: 0.7164, loss: 0.7164, grad_norm: 10.7924 2020-10-11 20:04:01,132 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 1:21:40, time: 1.248, data_time: 0.002, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9477, loss_cls: 0.6901, loss: 0.6901, grad_norm: 11.0360 2020-10-11 20:04:06,286 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-10-11 20:04:38,317 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 1:21:10, time: 1.551, data_time: 0.610, memory: 9800, top1_acc: 0.8344, top5_acc: 0.9531, loss_cls: 0.6602, loss: 0.6602, grad_norm: 10.2918 2020-10-11 20:05:02,184 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 1:20:45, time: 1.194, data_time: 0.003, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.7024, loss: 0.7024, grad_norm: 10.4552 2020-10-11 20:05:25,881 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 1:20:21, time: 1.185, data_time: 0.003, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9359, loss_cls: 0.7183, loss: 0.7183, grad_norm: 10.8075 2020-10-11 20:05:50,435 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 1:19:57, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9477, loss_cls: 0.6514, loss: 0.6514, grad_norm: 10.4005 2020-10-11 20:06:14,577 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 1:19:33, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9414, loss_cls: 0.7323, loss: 0.7323, grad_norm: 10.6638 2020-10-11 20:06:39,413 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 1:19:08, time: 1.244, data_time: 0.006, memory: 9800, top1_acc: 0.7922, top5_acc: 0.9328, loss_cls: 0.7422, loss: 0.7422, grad_norm: 10.6101 2020-10-11 20:07:04,350 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 1:18:44, time: 1.247, data_time: 0.004, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6556, loss: 0.6556, grad_norm: 10.3492 2020-10-11 20:07:28,686 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 1:18:20, time: 1.217, data_time: 0.002, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9375, loss_cls: 0.7130, loss: 0.7130, grad_norm: 10.6327 2020-10-11 20:07:53,340 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 1:17:56, time: 1.233, data_time: 0.002, memory: 9800, top1_acc: 0.8320, top5_acc: 0.9484, loss_cls: 0.6515, loss: 0.6515, grad_norm: 9.9751 2020-10-11 20:08:17,820 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 1:17:31, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.8305, top5_acc: 0.9500, loss_cls: 0.6665, loss: 0.6665, grad_norm: 10.3237 2020-10-11 20:08:42,572 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 1:17:07, time: 1.239, data_time: 0.005, memory: 9800, top1_acc: 0.8219, top5_acc: 0.9531, loss_cls: 0.6506, loss: 0.6506, grad_norm: 10.4096 2020-10-11 20:09:07,775 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 1:16:43, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9453, loss_cls: 0.6937, loss: 0.6937, grad_norm: 10.3946 2020-10-11 20:09:31,829 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 1:16:19, time: 1.203, data_time: 0.002, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9437, loss_cls: 0.7117, loss: 0.7117, grad_norm: 10.6243 2020-10-11 20:09:57,884 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 1:15:55, time: 1.301, data_time: 0.005, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9477, loss_cls: 0.7088, loss: 0.7088, grad_norm: 10.7839 2020-10-11 20:10:22,164 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 1:15:30, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9445, loss_cls: 0.7072, loss: 0.7072, grad_norm: 10.6664 2020-10-11 20:10:46,337 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 1:15:06, time: 1.210, data_time: 0.005, memory: 9800, top1_acc: 0.8320, top5_acc: 0.9461, loss_cls: 0.6707, loss: 0.6707, grad_norm: 10.3847 2020-10-11 20:11:11,499 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 1:14:42, time: 1.258, data_time: 0.005, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9430, loss_cls: 0.7037, loss: 0.7037, grad_norm: 10.5288 2020-10-11 20:11:35,693 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 1:14:18, time: 1.210, data_time: 0.002, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9539, loss_cls: 0.6601, loss: 0.6601, grad_norm: 10.7889 2020-10-11 20:12:00,429 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 1:13:53, time: 1.235, data_time: 0.002, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9437, loss_cls: 0.7177, loss: 0.7177, grad_norm: 10.5649 2020-10-11 20:12:25,221 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 1:13:29, time: 1.240, data_time: 0.007, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9437, loss_cls: 0.6924, loss: 0.6924, grad_norm: 10.9008 2020-10-11 20:12:49,619 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 1:13:05, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.6373, loss: 0.6373, grad_norm: 9.9706 2020-10-11 20:13:14,534 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 1:12:41, time: 1.244, data_time: 0.002, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9469, loss_cls: 0.7027, loss: 0.7027, grad_norm: 10.5487 2020-10-11 20:13:39,401 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 1:12:16, time: 1.245, data_time: 0.004, memory: 9800, top1_acc: 0.8258, top5_acc: 0.9477, loss_cls: 0.6891, loss: 0.6891, grad_norm: 10.5018 2020-10-11 20:14:03,110 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 1:11:52, time: 1.185, data_time: 0.002, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9531, loss_cls: 0.6712, loss: 0.6712, grad_norm: 10.5483 2020-10-11 20:14:28,412 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 1:11:28, time: 1.264, data_time: 0.005, memory: 9800, top1_acc: 0.8367, top5_acc: 0.9594, loss_cls: 0.6145, loss: 0.6145, grad_norm: 9.9878 2020-10-11 20:14:52,301 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 1:11:04, time: 1.196, data_time: 0.005, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9477, loss_cls: 0.6978, loss: 0.6978, grad_norm: 10.6595 2020-10-11 20:15:16,904 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 1:10:39, time: 1.229, data_time: 0.005, memory: 9800, top1_acc: 0.8398, top5_acc: 0.9383, loss_cls: 0.6614, loss: 0.6614, grad_norm: 9.9150 2020-10-11 20:15:42,074 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 1:10:15, time: 1.260, data_time: 0.005, memory: 9800, top1_acc: 0.7984, top5_acc: 0.9484, loss_cls: 0.7374, loss: 0.7374, grad_norm: 11.0808 2020-10-11 20:16:06,270 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 1:09:51, time: 1.210, data_time: 0.004, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9477, loss_cls: 0.6984, loss: 0.6984, grad_norm: 10.7321 2020-10-11 20:16:31,566 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 1:09:27, time: 1.265, data_time: 0.002, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9398, loss_cls: 0.7229, loss: 0.7229, grad_norm: 10.7822 2020-10-11 20:16:56,500 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 1:09:02, time: 1.247, data_time: 0.005, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9469, loss_cls: 0.7240, loss: 0.7240, grad_norm: 10.9688 2020-10-11 20:17:20,452 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 1:08:38, time: 1.196, data_time: 0.002, memory: 9800, top1_acc: 0.8344, top5_acc: 0.9492, loss_cls: 0.6641, loss: 0.6641, grad_norm: 10.4008 2020-10-11 20:17:45,410 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 1:08:14, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7016, loss: 0.7016, grad_norm: 10.7917 2020-10-11 20:18:09,118 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 1:07:50, time: 1.186, data_time: 0.006, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9453, loss_cls: 0.7098, loss: 0.7098, grad_norm: 10.6733 2020-10-11 20:18:33,548 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 1:07:25, time: 1.222, data_time: 0.002, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9430, loss_cls: 0.6951, loss: 0.6951, grad_norm: 10.6537 2020-10-11 20:18:57,345 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 1:07:01, time: 1.186, data_time: 0.005, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9508, loss_cls: 0.6725, loss: 0.6725, grad_norm: 10.4570 2020-10-11 20:19:22,323 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 1:06:37, time: 1.251, data_time: 0.007, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9430, loss_cls: 0.7013, loss: 0.7013, grad_norm: 10.7720 2020-10-11 20:19:46,207 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 1:06:13, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.8336, top5_acc: 0.9484, loss_cls: 0.6623, loss: 0.6623, grad_norm: 10.6004 2020-10-11 20:20:10,766 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 1:05:48, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.8336, top5_acc: 0.9516, loss_cls: 0.6246, loss: 0.6246, grad_norm: 9.7180 2020-10-11 20:20:35,169 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 1:05:24, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.7953, top5_acc: 0.9359, loss_cls: 0.7470, loss: 0.7470, grad_norm: 10.9921 2020-10-11 20:20:59,509 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 1:05:00, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9422, loss_cls: 0.7224, loss: 0.7224, grad_norm: 10.6622 2020-10-11 20:21:23,975 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 1:04:36, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9352, loss_cls: 0.7469, loss: 0.7469, grad_norm: 10.9253 2020-10-11 20:21:47,766 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 1:04:11, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9461, loss_cls: 0.6885, loss: 0.6885, grad_norm: 10.7074 2020-10-11 20:22:13,094 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 1:03:47, time: 1.266, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9422, loss_cls: 0.7156, loss: 0.7156, grad_norm: 10.2091 2020-10-11 20:22:36,919 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 1:03:23, time: 1.192, data_time: 0.005, memory: 9800, top1_acc: 0.8313, top5_acc: 0.9461, loss_cls: 0.6624, loss: 0.6624, grad_norm: 10.1925 2020-10-11 20:23:01,281 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 1:02:59, time: 1.219, data_time: 0.003, memory: 9800, top1_acc: 0.8406, top5_acc: 0.9539, loss_cls: 0.6251, loss: 0.6251, grad_norm: 9.6664 2020-10-11 20:23:25,728 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 1:02:34, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.8258, top5_acc: 0.9555, loss_cls: 0.6441, loss: 0.6441, grad_norm: 10.1743 2020-10-11 20:23:49,524 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 1:02:10, time: 1.191, data_time: 0.005, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9516, loss_cls: 0.6735, loss: 0.6735, grad_norm: 10.6157 2020-10-11 20:24:14,894 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 1:01:46, time: 1.265, data_time: 0.002, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9461, loss_cls: 0.6977, loss: 0.6977, grad_norm: 10.8344 2020-10-11 20:24:39,212 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 1:01:22, time: 1.219, data_time: 0.007, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.7067, loss: 0.7067, grad_norm: 10.5260 2020-10-11 20:25:02,475 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 1:00:57, time: 1.163, data_time: 0.004, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9375, loss_cls: 0.7126, loss: 0.7126, grad_norm: 10.4817 2020-10-11 20:25:27,789 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 1:00:33, time: 1.264, data_time: 0.003, memory: 9800, top1_acc: 0.8344, top5_acc: 0.9508, loss_cls: 0.6786, loss: 0.6786, grad_norm: 10.7963 2020-10-11 20:25:52,548 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 1:00:09, time: 1.239, data_time: 0.005, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9539, loss_cls: 0.7423, loss: 0.7423, grad_norm: 11.3631 2020-10-11 20:26:16,558 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:59:44, time: 1.199, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9563, loss_cls: 0.6681, loss: 0.6681, grad_norm: 10.3011 2020-10-11 20:26:40,614 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:59:20, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.8336, top5_acc: 0.9602, loss_cls: 0.6094, loss: 0.6094, grad_norm: 10.0236 2020-10-11 20:27:04,365 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:58:56, time: 1.187, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9414, loss_cls: 0.7109, loss: 0.7109, grad_norm: 10.5996 2020-10-11 20:27:28,859 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:58:32, time: 1.225, data_time: 0.003, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9430, loss_cls: 0.6929, loss: 0.6929, grad_norm: 10.4277 2020-10-11 20:27:53,276 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:58:07, time: 1.221, data_time: 0.002, memory: 9800, top1_acc: 0.8391, top5_acc: 0.9602, loss_cls: 0.6075, loss: 0.6075, grad_norm: 9.5945 2020-10-11 20:28:17,185 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:57:43, time: 1.194, data_time: 0.004, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9320, loss_cls: 0.6968, loss: 0.6968, grad_norm: 10.7255 2020-10-11 20:28:42,103 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:57:19, time: 1.247, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9297, loss_cls: 0.7227, loss: 0.7227, grad_norm: 10.5782 2020-10-11 20:29:05,788 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:56:55, time: 1.184, data_time: 0.005, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6980, loss: 0.6980, grad_norm: 10.2061 2020-10-11 20:29:30,502 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:56:30, time: 1.236, data_time: 0.002, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9492, loss_cls: 0.6925, loss: 0.6925, grad_norm: 10.6529 2020-10-11 20:29:55,298 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:56:06, time: 1.240, data_time: 0.002, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9477, loss_cls: 0.7017, loss: 0.7017, grad_norm: 10.7650 2020-10-11 20:30:19,774 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:55:42, time: 1.221, data_time: 0.005, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9531, loss_cls: 0.6859, loss: 0.6859, grad_norm: 10.5972 2020-10-11 20:30:43,616 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:55:18, time: 1.195, data_time: 0.006, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9461, loss_cls: 0.6521, loss: 0.6521, grad_norm: 10.3275 2020-10-11 20:31:08,503 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:54:53, time: 1.244, data_time: 0.004, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9414, loss_cls: 0.7231, loss: 0.7231, grad_norm: 10.8044 2020-10-11 20:31:32,587 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:54:29, time: 1.204, data_time: 0.002, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9430, loss_cls: 0.7426, loss: 0.7426, grad_norm: 10.8717 2020-10-11 20:31:37,583 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-11 20:32:08,234 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:53:59, time: 1.501, data_time: 0.415, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9437, loss_cls: 0.7044, loss: 0.7044, grad_norm: 10.6231 2020-10-11 20:32:30,094 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:53:34, time: 1.093, data_time: 0.002, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9414, loss_cls: 0.6930, loss: 0.6930, grad_norm: 10.3952 2020-10-11 20:32:54,528 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:53:10, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.6935, loss: 0.6935, grad_norm: 10.3674 2020-10-11 20:33:18,466 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:52:46, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9430, loss_cls: 0.7115, loss: 0.7115, grad_norm: 10.5458 2020-10-11 20:33:43,245 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:52:22, time: 1.238, data_time: 0.002, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9469, loss_cls: 0.7095, loss: 0.7095, grad_norm: 10.9770 2020-10-11 20:34:07,650 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:51:57, time: 1.221, data_time: 0.003, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9492, loss_cls: 0.6586, loss: 0.6586, grad_norm: 10.4329 2020-10-11 20:34:31,967 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:51:33, time: 1.216, data_time: 0.002, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9547, loss_cls: 0.6747, loss: 0.6747, grad_norm: 10.5394 2020-10-11 20:34:55,842 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:51:09, time: 1.192, data_time: 0.004, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9445, loss_cls: 0.6877, loss: 0.6877, grad_norm: 10.6310 2020-10-11 20:35:19,606 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:50:45, time: 1.188, data_time: 0.005, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9391, loss_cls: 0.7214, loss: 0.7214, grad_norm: 10.5862 2020-10-11 20:35:43,815 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:50:20, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.8328, top5_acc: 0.9484, loss_cls: 0.6496, loss: 0.6496, grad_norm: 10.4001 2020-10-11 20:36:08,322 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:49:56, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.8328, top5_acc: 0.9516, loss_cls: 0.6386, loss: 0.6386, grad_norm: 10.3857 2020-10-11 20:36:32,137 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:49:32, time: 1.191, data_time: 0.002, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9313, loss_cls: 0.7420, loss: 0.7420, grad_norm: 10.4678 2020-10-11 20:36:56,535 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:49:07, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.8336, top5_acc: 0.9508, loss_cls: 0.6372, loss: 0.6372, grad_norm: 9.9414 2020-10-11 20:37:20,544 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:48:43, time: 1.200, data_time: 0.003, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.6937, loss: 0.6937, grad_norm: 10.3485 2020-10-11 20:37:44,771 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:48:19, time: 1.213, data_time: 0.005, memory: 9800, top1_acc: 0.8219, top5_acc: 0.9594, loss_cls: 0.6599, loss: 0.6599, grad_norm: 10.5487 2020-10-11 20:38:08,681 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:47:55, time: 1.195, data_time: 0.005, memory: 9800, top1_acc: 0.8344, top5_acc: 0.9422, loss_cls: 0.6675, loss: 0.6675, grad_norm: 10.6975 2020-10-11 20:38:32,745 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:47:30, time: 1.203, data_time: 0.002, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9523, loss_cls: 0.6983, loss: 0.6983, grad_norm: 10.7680 2020-10-11 20:38:57,264 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:47:06, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.8258, top5_acc: 0.9484, loss_cls: 0.6677, loss: 0.6677, grad_norm: 10.5360 2020-10-11 20:39:21,398 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:46:42, time: 1.205, data_time: 0.005, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9484, loss_cls: 0.6764, loss: 0.6764, grad_norm: 10.8034 2020-10-11 20:39:45,279 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:46:18, time: 1.197, data_time: 0.006, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9453, loss_cls: 0.7074, loss: 0.7074, grad_norm: 10.5246 2020-10-11 20:40:09,585 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:45:53, time: 1.215, data_time: 0.004, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9406, loss_cls: 0.7205, loss: 0.7205, grad_norm: 10.9133 2020-10-11 20:40:33,521 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:45:29, time: 1.197, data_time: 0.002, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9461, loss_cls: 0.6909, loss: 0.6909, grad_norm: 10.8761 2020-10-11 20:40:57,671 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:45:05, time: 1.206, data_time: 0.004, memory: 9800, top1_acc: 0.8359, top5_acc: 0.9633, loss_cls: 0.6111, loss: 0.6111, grad_norm: 10.0591 2020-10-11 20:41:21,295 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:44:41, time: 1.181, data_time: 0.005, memory: 9800, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.6773, loss: 0.6773, grad_norm: 10.8339 2020-10-11 20:41:45,615 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:44:16, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9406, loss_cls: 0.7092, loss: 0.7092, grad_norm: 10.7646 2020-10-11 20:42:10,394 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:43:52, time: 1.239, data_time: 0.004, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.6910, loss: 0.6910, grad_norm: 10.5480 2020-10-11 20:42:34,323 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:43:28, time: 1.196, data_time: 0.002, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9563, loss_cls: 0.6699, loss: 0.6699, grad_norm: 10.3551 2020-10-11 20:42:58,186 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:43:03, time: 1.193, data_time: 0.002, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9469, loss_cls: 0.6824, loss: 0.6824, grad_norm: 10.6237 2020-10-11 20:43:23,613 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:42:39, time: 1.270, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9508, loss_cls: 0.6769, loss: 0.6769, grad_norm: 10.2290 2020-10-11 20:43:46,785 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:42:15, time: 1.160, data_time: 0.005, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9430, loss_cls: 0.7057, loss: 0.7057, grad_norm: 10.9729 2020-10-11 20:44:12,282 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:41:51, time: 1.275, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9367, loss_cls: 0.7180, loss: 0.7180, grad_norm: 11.0341 2020-10-11 20:44:35,422 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:41:26, time: 1.157, data_time: 0.002, memory: 9800, top1_acc: 0.7969, top5_acc: 0.9367, loss_cls: 0.7544, loss: 0.7544, grad_norm: 11.0653 2020-10-11 20:44:59,400 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:41:02, time: 1.197, data_time: 0.005, memory: 9800, top1_acc: 0.8414, top5_acc: 0.9492, loss_cls: 0.6632, loss: 0.6632, grad_norm: 10.4545 2020-10-11 20:45:24,484 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:40:38, time: 1.254, data_time: 0.005, memory: 9800, top1_acc: 0.8258, top5_acc: 0.9398, loss_cls: 0.6912, loss: 0.6912, grad_norm: 10.4940 2020-10-11 20:45:48,582 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:40:14, time: 1.206, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9398, loss_cls: 0.7204, loss: 0.7204, grad_norm: 10.5545 2020-10-11 20:46:12,884 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:39:49, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9477, loss_cls: 0.6970, loss: 0.6970, grad_norm: 10.5348 2020-10-11 20:46:36,650 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:39:25, time: 1.187, data_time: 0.002, memory: 9800, top1_acc: 0.8313, top5_acc: 0.9555, loss_cls: 0.6332, loss: 0.6332, grad_norm: 10.4122 2020-10-11 20:47:00,695 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:39:01, time: 1.203, data_time: 0.005, memory: 9800, top1_acc: 0.8016, top5_acc: 0.9477, loss_cls: 0.7086, loss: 0.7086, grad_norm: 11.0759 2020-10-11 20:47:25,019 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:38:37, time: 1.215, data_time: 0.005, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.6852, loss: 0.6852, grad_norm: 10.3843 2020-10-11 20:47:49,263 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:38:12, time: 1.214, data_time: 0.005, memory: 9800, top1_acc: 0.8375, top5_acc: 0.9500, loss_cls: 0.6528, loss: 0.6528, grad_norm: 10.3999 2020-10-11 20:48:13,588 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:37:48, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9375, loss_cls: 0.7221, loss: 0.7221, grad_norm: 11.1036 2020-10-11 20:48:37,841 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:37:24, time: 1.213, data_time: 0.002, memory: 9800, top1_acc: 0.8273, top5_acc: 0.9523, loss_cls: 0.6402, loss: 0.6402, grad_norm: 10.5922 2020-10-11 20:49:02,247 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:37:00, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9469, loss_cls: 0.7295, loss: 0.7295, grad_norm: 11.0161 2020-10-11 20:49:26,794 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:36:35, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.8383, top5_acc: 0.9477, loss_cls: 0.6447, loss: 0.6447, grad_norm: 10.2361 2020-10-11 20:49:51,657 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:36:11, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9437, loss_cls: 0.7040, loss: 0.7040, grad_norm: 10.8828 2020-10-11 20:50:15,525 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:35:47, time: 1.193, data_time: 0.005, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9500, loss_cls: 0.6835, loss: 0.6835, grad_norm: 10.9329 2020-10-11 20:50:39,732 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:35:22, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9414, loss_cls: 0.7201, loss: 0.7201, grad_norm: 10.8808 2020-10-11 20:51:03,656 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:34:58, time: 1.195, data_time: 0.004, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7124, loss: 0.7124, grad_norm: 10.4790 2020-10-11 20:51:28,147 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:34:34, time: 1.226, data_time: 0.005, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9414, loss_cls: 0.7019, loss: 0.7019, grad_norm: 11.0426 2020-10-11 20:51:52,577 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:34:10, time: 1.220, data_time: 0.005, memory: 9800, top1_acc: 0.8039, top5_acc: 0.9461, loss_cls: 0.6835, loss: 0.6835, grad_norm: 10.4651 2020-10-11 20:52:17,242 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:33:45, time: 1.232, data_time: 0.005, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.6806, loss: 0.6806, grad_norm: 11.2289 2020-10-11 20:52:40,529 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:33:21, time: 1.167, data_time: 0.007, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9430, loss_cls: 0.7046, loss: 0.7046, grad_norm: 10.8394 2020-10-11 20:53:07,387 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:32:57, time: 1.343, data_time: 0.004, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9383, loss_cls: 0.7142, loss: 0.7142, grad_norm: 10.9659 2020-10-11 20:53:30,300 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:32:33, time: 1.146, data_time: 0.002, memory: 9800, top1_acc: 0.8023, top5_acc: 0.9500, loss_cls: 0.6775, loss: 0.6775, grad_norm: 10.6957 2020-10-11 20:53:54,785 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:32:08, time: 1.223, data_time: 0.005, memory: 9800, top1_acc: 0.8383, top5_acc: 0.9531, loss_cls: 0.6129, loss: 0.6129, grad_norm: 9.9804 2020-10-11 20:54:19,306 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:31:44, time: 1.225, data_time: 0.005, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9469, loss_cls: 0.6724, loss: 0.6724, grad_norm: 10.3625 2020-10-11 20:54:43,598 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:31:20, time: 1.217, data_time: 0.005, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9445, loss_cls: 0.6961, loss: 0.6961, grad_norm: 10.6326 2020-10-11 20:55:08,846 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:30:56, time: 1.261, data_time: 0.004, memory: 9800, top1_acc: 0.8289, top5_acc: 0.9523, loss_cls: 0.6213, loss: 0.6213, grad_norm: 10.0110 2020-10-11 20:55:33,460 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:30:31, time: 1.232, data_time: 0.003, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9461, loss_cls: 0.6859, loss: 0.6859, grad_norm: 10.7228 2020-10-11 20:55:58,267 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:30:07, time: 1.239, data_time: 0.004, memory: 9800, top1_acc: 0.8242, top5_acc: 0.9469, loss_cls: 0.6586, loss: 0.6586, grad_norm: 10.1320 2020-10-11 20:56:22,304 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:29:43, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.8078, top5_acc: 0.9508, loss_cls: 0.6973, loss: 0.6973, grad_norm: 10.8513 2020-10-11 20:56:47,252 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:29:19, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9437, loss_cls: 0.7035, loss: 0.7035, grad_norm: 10.9523 2020-10-11 20:57:11,865 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:28:54, time: 1.231, data_time: 0.004, memory: 9800, top1_acc: 0.8187, top5_acc: 0.9430, loss_cls: 0.6931, loss: 0.6931, grad_norm: 11.1442 2020-10-11 20:57:36,550 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:28:30, time: 1.234, data_time: 0.002, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9422, loss_cls: 0.7104, loss: 0.7104, grad_norm: 10.8703 2020-10-11 20:58:01,132 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:28:06, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.7961, top5_acc: 0.9398, loss_cls: 0.7472, loss: 0.7472, grad_norm: 10.7555 2020-10-11 20:58:24,556 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:27:42, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9477, loss_cls: 0.6806, loss: 0.6806, grad_norm: 10.8511 2020-10-11 20:58:49,129 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:27:17, time: 1.227, data_time: 0.005, memory: 9800, top1_acc: 0.8203, top5_acc: 0.9492, loss_cls: 0.6740, loss: 0.6740, grad_norm: 10.8782 2020-10-11 20:58:54,339 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-10-11 20:59:24,405 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:26:47, time: 1.471, data_time: 0.481, memory: 9800, top1_acc: 0.8047, top5_acc: 0.9367, loss_cls: 0.7185, loss: 0.7185, grad_norm: 10.6974 2020-10-11 20:59:48,910 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:26:23, time: 1.226, data_time: 0.006, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9430, loss_cls: 0.7027, loss: 0.7027, grad_norm: 10.3003 2020-10-11 21:00:13,577 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:25:58, time: 1.222, data_time: 0.005, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9570, loss_cls: 0.6703, loss: 0.6703, grad_norm: 10.5757 2020-10-11 21:00:37,675 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:25:34, time: 1.217, data_time: 0.023, memory: 9800, top1_acc: 0.8281, top5_acc: 0.9516, loss_cls: 0.6493, loss: 0.6493, grad_norm: 10.3694 2020-10-11 21:01:01,712 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:25:10, time: 1.200, data_time: 0.004, memory: 9800, top1_acc: 0.8219, top5_acc: 0.9445, loss_cls: 0.6835, loss: 0.6835, grad_norm: 10.5295 2020-10-11 21:01:26,438 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:24:46, time: 1.238, data_time: 0.005, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9469, loss_cls: 0.7128, loss: 0.7128, grad_norm: 10.7532 2020-10-11 21:01:51,343 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:24:21, time: 1.244, data_time: 0.005, memory: 9800, top1_acc: 0.8094, top5_acc: 0.9453, loss_cls: 0.7054, loss: 0.7054, grad_norm: 10.7386 2020-10-11 21:02:16,582 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:23:57, time: 1.262, data_time: 0.005, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9492, loss_cls: 0.6566, loss: 0.6566, grad_norm: 10.4736 2020-10-11 21:02:40,006 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:23:33, time: 1.173, data_time: 0.005, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9367, loss_cls: 0.7167, loss: 0.7167, grad_norm: 11.0194 2020-10-11 21:03:04,920 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:23:09, time: 1.245, data_time: 0.004, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9500, loss_cls: 0.6756, loss: 0.6756, grad_norm: 10.6035 2020-10-11 21:03:29,015 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:22:44, time: 1.205, data_time: 0.002, memory: 9800, top1_acc: 0.8273, top5_acc: 0.9570, loss_cls: 0.6498, loss: 0.6498, grad_norm: 10.3141 2020-10-11 21:03:53,782 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:22:20, time: 1.237, data_time: 0.004, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9430, loss_cls: 0.6873, loss: 0.6873, grad_norm: 10.7553 2020-10-11 21:04:18,000 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:21:56, time: 1.211, data_time: 0.005, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9477, loss_cls: 0.6842, loss: 0.6842, grad_norm: 10.4287 2020-10-11 21:04:42,841 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:21:32, time: 1.243, data_time: 0.005, memory: 9800, top1_acc: 0.8195, top5_acc: 0.9508, loss_cls: 0.6683, loss: 0.6683, grad_norm: 10.8848 2020-10-11 21:05:07,315 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:21:07, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9383, loss_cls: 0.7240, loss: 0.7240, grad_norm: 10.7092 2020-10-11 21:05:31,546 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:20:43, time: 1.211, data_time: 0.002, memory: 9800, top1_acc: 0.8297, top5_acc: 0.9563, loss_cls: 0.6183, loss: 0.6183, grad_norm: 10.4278 2020-10-11 21:05:56,499 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:20:19, time: 1.246, data_time: 0.005, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9453, loss_cls: 0.7011, loss: 0.7011, grad_norm: 10.8086 2020-10-11 21:06:20,465 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:19:55, time: 1.198, data_time: 0.005, memory: 9800, top1_acc: 0.8055, top5_acc: 0.9391, loss_cls: 0.7338, loss: 0.7338, grad_norm: 10.5607 2020-10-11 21:06:46,739 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:19:30, time: 1.314, data_time: 0.005, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9336, loss_cls: 0.7345, loss: 0.7345, grad_norm: 10.4553 2020-10-11 21:07:10,042 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:19:06, time: 1.166, data_time: 0.004, memory: 9800, top1_acc: 0.8070, top5_acc: 0.9461, loss_cls: 0.6969, loss: 0.6969, grad_norm: 10.8008 2020-10-11 21:07:34,411 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:18:42, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9461, loss_cls: 0.6852, loss: 0.6852, grad_norm: 10.6073 2020-10-11 21:08:00,489 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:18:18, time: 1.302, data_time: 0.004, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9477, loss_cls: 0.6747, loss: 0.6747, grad_norm: 10.6326 2020-10-11 21:08:23,393 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:17:53, time: 1.147, data_time: 0.005, memory: 9800, top1_acc: 0.8281, top5_acc: 0.9461, loss_cls: 0.6536, loss: 0.6536, grad_norm: 10.3036 2020-10-11 21:08:47,745 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:17:29, time: 1.216, data_time: 0.005, memory: 9800, top1_acc: 0.8281, top5_acc: 0.9500, loss_cls: 0.6634, loss: 0.6634, grad_norm: 10.2913 2020-10-11 21:09:12,467 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:17:05, time: 1.237, data_time: 0.005, memory: 9800, top1_acc: 0.8414, top5_acc: 0.9516, loss_cls: 0.6214, loss: 0.6214, grad_norm: 10.0549 2020-10-11 21:09:36,840 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:16:40, time: 1.219, data_time: 0.002, memory: 9800, top1_acc: 0.8180, top5_acc: 0.9469, loss_cls: 0.6739, loss: 0.6739, grad_norm: 10.1558 2020-10-11 21:10:02,774 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:16:16, time: 1.296, data_time: 0.005, memory: 9800, top1_acc: 0.8031, top5_acc: 0.9336, loss_cls: 0.7336, loss: 0.7336, grad_norm: 10.9307 2020-10-11 21:10:27,175 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:15:52, time: 1.220, data_time: 0.002, memory: 9800, top1_acc: 0.8375, top5_acc: 0.9500, loss_cls: 0.6471, loss: 0.6471, grad_norm: 10.4828 2020-10-11 21:10:52,299 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:15:28, time: 1.255, data_time: 0.005, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9461, loss_cls: 0.6813, loss: 0.6813, grad_norm: 10.6227 2020-10-11 21:11:16,786 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:15:03, time: 1.224, data_time: 0.005, memory: 9800, top1_acc: 0.8289, top5_acc: 0.9492, loss_cls: 0.6450, loss: 0.6450, grad_norm: 10.2014 2020-10-11 21:11:41,983 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:14:39, time: 1.262, data_time: 0.005, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9563, loss_cls: 0.6699, loss: 0.6699, grad_norm: 10.5243 2020-10-11 21:12:05,632 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:14:15, time: 1.182, data_time: 0.002, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9414, loss_cls: 0.7157, loss: 0.7157, grad_norm: 10.9044 2020-10-11 21:12:32,302 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:13:51, time: 1.334, data_time: 0.002, memory: 9800, top1_acc: 0.8172, top5_acc: 0.9477, loss_cls: 0.6795, loss: 0.6795, grad_norm: 10.4611 2020-10-11 21:12:55,507 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:13:26, time: 1.159, data_time: 0.007, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9500, loss_cls: 0.6858, loss: 0.6858, grad_norm: 10.7358 2020-10-11 21:13:21,169 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:13:02, time: 1.283, data_time: 0.005, memory: 9800, top1_acc: 0.8117, top5_acc: 0.9359, loss_cls: 0.7145, loss: 0.7145, grad_norm: 10.7994 2020-10-11 21:13:45,549 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:12:38, time: 1.219, data_time: 0.005, memory: 9800, top1_acc: 0.8148, top5_acc: 0.9500, loss_cls: 0.6799, loss: 0.6799, grad_norm: 10.7158 2020-10-11 21:14:09,339 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:12:14, time: 1.191, data_time: 0.005, memory: 9800, top1_acc: 0.8242, top5_acc: 0.9437, loss_cls: 0.6781, loss: 0.6781, grad_norm: 10.5161 2020-10-11 21:14:34,744 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:11:49, time: 1.270, data_time: 0.002, memory: 9800, top1_acc: 0.8375, top5_acc: 0.9594, loss_cls: 0.6289, loss: 0.6289, grad_norm: 10.5865 2020-10-11 21:14:59,227 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:11:25, time: 1.223, data_time: 0.004, memory: 9800, top1_acc: 0.8367, top5_acc: 0.9492, loss_cls: 0.6647, loss: 0.6647, grad_norm: 10.5055 2020-10-11 21:15:23,232 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:11:01, time: 1.202, data_time: 0.005, memory: 9800, top1_acc: 0.8086, top5_acc: 0.9391, loss_cls: 0.7303, loss: 0.7303, grad_norm: 10.8564 2020-10-11 21:15:47,824 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:10:37, time: 1.228, data_time: 0.005, memory: 9800, top1_acc: 0.8063, top5_acc: 0.9383, loss_cls: 0.7158, loss: 0.7158, grad_norm: 11.1250 2020-10-11 21:16:12,744 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:10:12, time: 1.247, data_time: 0.005, memory: 9800, top1_acc: 0.8234, top5_acc: 0.9477, loss_cls: 0.6432, loss: 0.6432, grad_norm: 10.4671 2020-10-11 21:16:37,274 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:09:48, time: 1.227, data_time: 0.002, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9414, loss_cls: 0.7394, loss: 0.7394, grad_norm: 11.3387 2020-10-11 21:17:01,557 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:09:24, time: 1.212, data_time: 0.005, memory: 9800, top1_acc: 0.8352, top5_acc: 0.9547, loss_cls: 0.6294, loss: 0.6294, grad_norm: 10.6638 2020-10-11 21:17:26,484 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:08:59, time: 1.249, data_time: 0.005, memory: 9800, top1_acc: 0.7977, top5_acc: 0.9445, loss_cls: 0.7059, loss: 0.7059, grad_norm: 11.5231 2020-10-11 21:17:50,681 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:08:35, time: 1.207, data_time: 0.005, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9508, loss_cls: 0.6851, loss: 0.6851, grad_norm: 10.8678 2020-10-11 21:18:15,086 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:08:11, time: 1.221, data_time: 0.006, memory: 9800, top1_acc: 0.7969, top5_acc: 0.9383, loss_cls: 0.7341, loss: 0.7341, grad_norm: 11.4164 2020-10-11 21:18:41,494 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:07:47, time: 1.322, data_time: 0.005, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9414, loss_cls: 0.7177, loss: 0.7177, grad_norm: 11.3484 2020-10-11 21:19:05,293 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:07:22, time: 1.190, data_time: 0.004, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9406, loss_cls: 0.7235, loss: 0.7235, grad_norm: 10.7524 2020-10-11 21:19:30,621 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:06:58, time: 1.266, data_time: 0.002, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9586, loss_cls: 0.6483, loss: 0.6483, grad_norm: 10.7381 2020-10-11 21:19:55,318 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:06:34, time: 1.234, data_time: 0.004, memory: 9800, top1_acc: 0.8109, top5_acc: 0.9398, loss_cls: 0.7312, loss: 0.7312, grad_norm: 10.5939 2020-10-11 21:20:20,810 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:06:10, time: 1.276, data_time: 0.005, memory: 9800, top1_acc: 0.8133, top5_acc: 0.9500, loss_cls: 0.7023, loss: 0.7023, grad_norm: 11.0027 2020-10-11 21:20:45,211 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:05:45, time: 1.220, data_time: 0.002, memory: 9800, top1_acc: 0.8250, top5_acc: 0.9539, loss_cls: 0.6448, loss: 0.6448, grad_norm: 10.5414 2020-10-11 21:21:09,968 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:05:21, time: 1.238, data_time: 0.004, memory: 9800, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.7746, loss: 0.7746, grad_norm: 11.4531 2020-10-11 21:21:33,942 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:04:57, time: 1.197, data_time: 0.002, memory: 9800, top1_acc: 0.8289, top5_acc: 0.9437, loss_cls: 0.6766, loss: 0.6766, grad_norm: 10.1326 2020-10-11 21:21:59,030 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:04:33, time: 1.256, data_time: 0.005, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9437, loss_cls: 0.7206, loss: 0.7206, grad_norm: 10.9842 2020-10-11 21:22:23,642 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:04:08, time: 1.229, data_time: 0.004, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9453, loss_cls: 0.6705, loss: 0.6705, grad_norm: 10.8556 2020-10-11 21:22:48,291 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:03:44, time: 1.234, data_time: 0.005, memory: 9800, top1_acc: 0.8164, top5_acc: 0.9563, loss_cls: 0.6642, loss: 0.6642, grad_norm: 10.6945 2020-10-11 21:23:12,586 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:03:20, time: 1.215, data_time: 0.002, memory: 9800, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.7086, loss: 0.7086, grad_norm: 11.0752 2020-10-11 21:23:37,901 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:02:55, time: 1.266, data_time: 0.002, memory: 9800, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.6081, loss: 0.6081, grad_norm: 10.2627 2020-10-11 21:24:03,509 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:02:31, time: 1.280, data_time: 0.002, memory: 9800, top1_acc: 0.8227, top5_acc: 0.9430, loss_cls: 0.6665, loss: 0.6665, grad_norm: 10.8092 2020-10-11 21:24:27,818 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:02:07, time: 1.213, data_time: 0.004, memory: 9800, top1_acc: 0.8156, top5_acc: 0.9469, loss_cls: 0.7020, loss: 0.7020, grad_norm: 10.5235 2020-10-11 21:24:53,405 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:01:43, time: 1.282, data_time: 0.006, memory: 9800, top1_acc: 0.8102, top5_acc: 0.9492, loss_cls: 0.7141, loss: 0.7141, grad_norm: 10.9119 2020-10-11 21:25:17,349 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:01:18, time: 1.194, data_time: 0.005, memory: 9800, top1_acc: 0.8211, top5_acc: 0.9437, loss_cls: 0.6620, loss: 0.6620, grad_norm: 10.7995 2020-10-11 21:25:42,223 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:54, time: 1.247, data_time: 0.007, memory: 9800, top1_acc: 0.8141, top5_acc: 0.9359, loss_cls: 0.7049, loss: 0.7049, grad_norm: 11.1472 2020-10-11 21:26:08,063 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:30, time: 1.292, data_time: 0.005, memory: 9800, top1_acc: 0.8398, top5_acc: 0.9531, loss_cls: 0.6489, loss: 0.6489, grad_norm: 10.3207 2020-10-11 21:26:32,566 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:06, time: 1.225, data_time: 0.002, memory: 9800, top1_acc: 0.7992, top5_acc: 0.9453, loss_cls: 0.7192, loss: 0.7192, grad_norm: 10.8122 2020-10-11 21:26:38,333 - mmaction - INFO - Saving checkpoint at 50 epochs