2020-09-27 22:44:58,461 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_30,code=sm_30;-gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-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;-gencode;arch=compute_52,code=compute_52 - CuDNN 7.6 - Built with CuDNN 7.3.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS=-march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -O2 -pipe -I/opt/conda/conda-bld/pytorch_1565134926719/_h_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_place/include -fdebug-prefix-map=${SRC_DIR}=/usr/local/src/conda/${PKG_NAME}-${PKG_VERSION} -fdebug-prefix-map=${PREFIX}=/usr/local/src/conda-prefix -D_FORTIFY_SOURCE=2 -O2 -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.2.0 MMCV: 1.1.3 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.6.0+1e77b0b ------------------------------------------------------------ 2020-09-27 22:44:58,462 - mmaction - INFO - Distributed training: True 2020-09-27 22:44:58,462 - mmaction - INFO - Config: /mnt/cache/duanhaodong/mmaction2/configs/video/tsn_video.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/resnet50-19c8e357.pth', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'VideoDataset' data_root = '/mnt/cache/duanhaodong/DATAshare/kinetics_400_train_320_30fps' data_root_val = '/mnt/cache/duanhaodong/DATAshare/kinetics_400_val_320_30fps' ann_file_train = 'data/k400/kinetics_vtrain_list.txt' ann_file_val = 'data/k400/kinetics_vval_list.txt' ann_file_test = 'data/k400/kinetics_vval_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=3, start_index=0), dict(type='DecordDecode'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=3, start_index=0, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, start_index=0, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=32, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_video/' load_from = None resume_from = None workflow = [('train', 5)] 2020-09-27 22:44:59,572 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-09-27 22:45:06,943 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-40-71, work_dir: /mnt/cache/duanhaodong/mmaction2/work_dirs/tsn_video 2020-09-27 22:45:06,943 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-09-27 22:46:07,802 - mmaction - INFO - Epoch [1][20/940] lr: 1.000e-02, eta: 3 days, 7:23:59, time: 3.041, data_time: 1.343, memory: 8343, top1_acc: 0.0059, top5_acc: 0.0250, loss_cls: 5.9598, loss: 5.9598, grad_norm: 2.2858 2020-09-27 22:46:42,320 - mmaction - INFO - Epoch [1][40/940] lr: 1.000e-02, eta: 2 days, 14:12:37, time: 1.726, data_time: 0.002, memory: 8343, top1_acc: 0.0340, top5_acc: 0.0980, loss_cls: 5.7319, loss: 5.7319, grad_norm: 2.3398 2020-09-27 22:47:15,048 - mmaction - INFO - Epoch [1][60/940] lr: 1.000e-02, eta: 2 days, 7:42:12, time: 1.637, data_time: 0.002, memory: 8343, top1_acc: 0.0678, top5_acc: 0.1785, loss_cls: 5.3941, loss: 5.3941, grad_norm: 2.4974 2020-09-27 22:47:49,410 - mmaction - INFO - Epoch [1][80/940] lr: 1.000e-02, eta: 2 days, 4:58:36, time: 1.718, data_time: 0.002, memory: 8343, top1_acc: 0.1012, top5_acc: 0.2520, loss_cls: 4.9811, loss: 4.9811, grad_norm: 2.6316 2020-09-27 22:48:22,676 - mmaction - INFO - Epoch [1][100/940] lr: 1.000e-02, eta: 2 days, 3:02:50, time: 1.663, data_time: 0.001, memory: 8343, top1_acc: 0.1230, top5_acc: 0.2904, loss_cls: 4.7016, loss: 4.7016, grad_norm: 2.7176 2020-09-27 22:48:58,417 - mmaction - INFO - Epoch [1][120/940] lr: 1.000e-02, eta: 2 days, 2:17:45, time: 1.787, data_time: 0.002, memory: 8343, top1_acc: 0.1436, top5_acc: 0.3441, loss_cls: 4.4265, loss: 4.4265, grad_norm: 2.7954 2020-09-27 22:49:32,215 - mmaction - INFO - Epoch [1][140/940] lr: 1.000e-02, eta: 2 days, 1:23:35, time: 1.689, data_time: 0.002, memory: 8343, top1_acc: 0.1703, top5_acc: 0.3887, loss_cls: 4.2345, loss: 4.2345, grad_norm: 2.8389 2020-09-27 22:50:06,251 - mmaction - INFO - Epoch [1][160/940] lr: 1.000e-02, eta: 2 days, 0:45:33, time: 1.703, data_time: 0.003, memory: 8343, top1_acc: 0.1777, top5_acc: 0.3918, loss_cls: 4.1058, loss: 4.1058, grad_norm: 2.9334 2020-09-27 22:50:39,326 - mmaction - INFO - Epoch [1][180/940] lr: 1.000e-02, eta: 2 days, 0:07:14, time: 1.654, data_time: 0.002, memory: 8343, top1_acc: 0.2025, top5_acc: 0.4309, loss_cls: 3.9615, loss: 3.9615, grad_norm: 2.9817 2020-09-27 22:51:14,157 - mmaction - INFO - Epoch [1][200/940] lr: 1.000e-02, eta: 1 day, 23:50:12, time: 1.741, data_time: 0.001, memory: 8343, top1_acc: 0.2049, top5_acc: 0.4465, loss_cls: 3.8923, loss: 3.8923, grad_norm: 3.0774 2020-09-27 22:51:49,087 - mmaction - INFO - Epoch [1][220/940] lr: 1.000e-02, eta: 1 day, 23:36:54, time: 1.747, data_time: 0.002, memory: 8343, top1_acc: 0.2271, top5_acc: 0.4535, loss_cls: 3.7776, loss: 3.7776, grad_norm: 3.1219 2020-09-27 22:52:23,441 - mmaction - INFO - Epoch [1][240/940] lr: 1.000e-02, eta: 1 day, 23:21:57, time: 1.718, data_time: 0.001, memory: 8343, top1_acc: 0.2320, top5_acc: 0.4711, loss_cls: 3.7144, loss: 3.7144, grad_norm: 3.1514 2020-09-27 22:52:58,346 - mmaction - INFO - Epoch [1][260/940] lr: 1.000e-02, eta: 1 day, 23:12:30, time: 1.745, data_time: 0.001, memory: 8343, top1_acc: 0.2398, top5_acc: 0.4771, loss_cls: 3.6475, loss: 3.6475, grad_norm: 3.2383 2020-09-27 22:53:29,992 - mmaction - INFO - Epoch [1][280/940] lr: 1.000e-02, eta: 1 day, 22:46:09, time: 1.582, data_time: 0.002, memory: 8343, top1_acc: 0.2441, top5_acc: 0.4898, loss_cls: 3.5951, loss: 3.5951, grad_norm: 3.2561 2020-09-27 22:54:04,629 - mmaction - INFO - Epoch [1][300/940] lr: 1.000e-02, eta: 1 day, 22:38:51, time: 1.732, data_time: 0.002, memory: 8343, top1_acc: 0.2461, top5_acc: 0.5125, loss_cls: 3.5440, loss: 3.5440, grad_norm: 3.3184 2020-09-27 22:54:37,574 - mmaction - INFO - Epoch [1][320/940] lr: 1.000e-02, eta: 1 day, 22:24:06, time: 1.647, data_time: 0.001, memory: 8343, top1_acc: 0.2590, top5_acc: 0.5242, loss_cls: 3.4753, loss: 3.4753, grad_norm: 3.3333 2020-09-27 22:55:12,283 - mmaction - INFO - Epoch [1][340/940] lr: 1.000e-02, eta: 1 day, 22:19:05, time: 1.735, data_time: 0.001, memory: 8343, top1_acc: 0.2773, top5_acc: 0.5385, loss_cls: 3.3652, loss: 3.3652, grad_norm: 3.3777 2020-09-27 22:55:46,228 - mmaction - INFO - Epoch [1][360/940] lr: 1.000e-02, eta: 1 day, 22:11:21, time: 1.698, data_time: 0.002, memory: 8343, top1_acc: 0.2906, top5_acc: 0.5455, loss_cls: 3.3330, loss: 3.3330, grad_norm: 3.3782 2020-09-27 22:56:21,230 - mmaction - INFO - Epoch [1][380/940] lr: 1.000e-02, eta: 1 day, 22:08:35, time: 1.749, data_time: 0.001, memory: 8343, top1_acc: 0.2859, top5_acc: 0.5422, loss_cls: 3.3113, loss: 3.3113, grad_norm: 3.4304 2020-09-27 22:56:54,255 - mmaction - INFO - Epoch [1][400/940] lr: 1.000e-02, eta: 1 day, 21:58:23, time: 1.651, data_time: 0.002, memory: 8343, top1_acc: 0.2938, top5_acc: 0.5566, loss_cls: 3.2530, loss: 3.2530, grad_norm: 3.4358 2020-09-27 22:57:28,643 - mmaction - INFO - Epoch [1][420/940] lr: 1.000e-02, eta: 1 day, 21:54:11, time: 1.719, data_time: 0.002, memory: 8343, top1_acc: 0.2908, top5_acc: 0.5479, loss_cls: 3.2832, loss: 3.2832, grad_norm: 3.5050 2020-09-27 22:58:02,943 - mmaction - INFO - Epoch [1][440/940] lr: 1.000e-02, eta: 1 day, 21:50:00, time: 1.715, data_time: 0.002, memory: 8343, top1_acc: 0.2971, top5_acc: 0.5590, loss_cls: 3.2460, loss: 3.2460, grad_norm: 3.5375 2020-09-27 22:58:38,017 - mmaction - INFO - Epoch [1][460/940] lr: 1.000e-02, eta: 1 day, 21:48:44, time: 1.754, data_time: 0.002, memory: 8343, top1_acc: 0.3029, top5_acc: 0.5646, loss_cls: 3.2385, loss: 3.2385, grad_norm: 3.5761 2020-09-27 22:59:10,768 - mmaction - INFO - Epoch [1][480/940] lr: 1.000e-02, eta: 1 day, 21:40:01, time: 1.638, data_time: 0.002, memory: 8343, top1_acc: 0.3102, top5_acc: 0.5766, loss_cls: 3.1630, loss: 3.1630, grad_norm: 3.5428 2020-09-27 22:59:44,479 - mmaction - INFO - Epoch [1][500/940] lr: 1.000e-02, eta: 1 day, 21:34:53, time: 1.685, data_time: 0.001, memory: 8343, top1_acc: 0.3012, top5_acc: 0.5561, loss_cls: 3.2137, loss: 3.2137, grad_norm: 3.6498 2020-09-27 23:00:20,898 - mmaction - INFO - Epoch [1][520/940] lr: 1.000e-02, eta: 1 day, 21:38:12, time: 1.820, data_time: 0.002, memory: 8343, top1_acc: 0.3107, top5_acc: 0.5895, loss_cls: 3.1372, loss: 3.1372, grad_norm: 3.6507 2020-09-27 23:00:53,200 - mmaction - INFO - Epoch [1][540/940] lr: 1.000e-02, eta: 1 day, 21:29:24, time: 1.615, data_time: 0.003, memory: 8343, top1_acc: 0.3164, top5_acc: 0.5854, loss_cls: 3.0866, loss: 3.0866, grad_norm: 3.6205 2020-09-27 23:01:27,705 - mmaction - INFO - Epoch [1][560/940] lr: 1.000e-02, eta: 1 day, 21:27:22, time: 1.726, data_time: 0.003, memory: 8343, top1_acc: 0.3184, top5_acc: 0.5811, loss_cls: 3.0960, loss: 3.0960, grad_norm: 3.6793 2020-09-27 23:02:00,044 - mmaction - INFO - Epoch [1][580/940] lr: 1.000e-02, eta: 1 day, 21:19:33, time: 1.616, data_time: 0.002, memory: 8343, top1_acc: 0.3197, top5_acc: 0.5963, loss_cls: 3.0769, loss: 3.0769, grad_norm: 3.6725 2020-09-27 23:02:33,225 - mmaction - INFO - Epoch [1][600/940] lr: 1.000e-02, eta: 1 day, 21:14:26, time: 1.659, data_time: 0.002, memory: 8343, top1_acc: 0.3324, top5_acc: 0.5889, loss_cls: 3.0583, loss: 3.0583, grad_norm: 3.7154 2020-09-27 23:03:07,293 - mmaction - INFO - Epoch [1][620/940] lr: 1.000e-02, eta: 1 day, 21:11:49, time: 1.703, data_time: 0.002, memory: 8343, top1_acc: 0.3418, top5_acc: 0.5922, loss_cls: 3.0203, loss: 3.0203, grad_norm: 3.7392 2020-09-27 23:03:41,776 - mmaction - INFO - Epoch [1][640/940] lr: 1.000e-02, eta: 1 day, 21:10:20, time: 1.724, data_time: 0.002, memory: 8343, top1_acc: 0.3447, top5_acc: 0.6088, loss_cls: 2.9640, loss: 2.9640, grad_norm: 3.7412 2020-09-27 23:04:15,896 - mmaction - INFO - Epoch [1][660/940] lr: 1.000e-02, eta: 1 day, 21:08:04, time: 1.706, data_time: 0.002, memory: 8343, top1_acc: 0.3348, top5_acc: 0.6021, loss_cls: 3.0193, loss: 3.0193, grad_norm: 3.7896 2020-09-27 23:04:50,717 - mmaction - INFO - Epoch [1][680/940] lr: 1.000e-02, eta: 1 day, 21:07:32, time: 1.742, data_time: 0.002, memory: 8343, top1_acc: 0.3338, top5_acc: 0.5893, loss_cls: 3.0414, loss: 3.0414, grad_norm: 3.8118 2020-09-27 23:05:24,387 - mmaction - INFO - Epoch [1][700/940] lr: 1.000e-02, eta: 1 day, 21:04:25, time: 1.684, data_time: 0.002, memory: 8343, top1_acc: 0.3463, top5_acc: 0.6139, loss_cls: 2.9590, loss: 2.9590, grad_norm: 3.8267 2020-09-27 23:05:57,542 - mmaction - INFO - Epoch [1][720/940] lr: 1.000e-02, eta: 1 day, 21:00:18, time: 1.657, data_time: 0.001, memory: 8343, top1_acc: 0.3457, top5_acc: 0.6059, loss_cls: 2.9774, loss: 2.9774, grad_norm: 3.8290 2020-09-27 23:06:30,337 - mmaction - INFO - Epoch [1][740/940] lr: 1.000e-02, eta: 1 day, 20:55:37, time: 1.639, data_time: 0.016, memory: 8343, top1_acc: 0.3430, top5_acc: 0.6115, loss_cls: 2.9513, loss: 2.9513, grad_norm: 3.8341 2020-09-27 23:07:02,750 - mmaction - INFO - Epoch [1][760/940] lr: 1.000e-02, eta: 1 day, 20:50:25, time: 1.621, data_time: 0.028, memory: 8343, top1_acc: 0.3387, top5_acc: 0.5959, loss_cls: 3.0153, loss: 3.0153, grad_norm: 3.9047 2020-09-27 23:07:36,693 - mmaction - INFO - Epoch [1][780/940] lr: 1.000e-02, eta: 1 day, 20:48:25, time: 1.696, data_time: 0.211, memory: 8343, top1_acc: 0.3307, top5_acc: 0.6104, loss_cls: 2.9708, loss: 2.9708, grad_norm: 3.9302 2020-09-27 23:08:09,494 - mmaction - INFO - Epoch [1][800/940] lr: 1.000e-02, eta: 1 day, 20:44:24, time: 1.642, data_time: 0.228, memory: 8343, top1_acc: 0.3465, top5_acc: 0.6166, loss_cls: 2.9099, loss: 2.9099, grad_norm: 3.9741 2020-09-27 23:08:44,524 - mmaction - INFO - Epoch [1][820/940] lr: 1.000e-02, eta: 1 day, 20:44:43, time: 1.751, data_time: 0.552, memory: 8343, top1_acc: 0.3469, top5_acc: 0.6250, loss_cls: 2.8889, loss: 2.8889, grad_norm: 3.9328 2020-09-27 23:09:17,885 - mmaction - INFO - Epoch [1][840/940] lr: 1.000e-02, eta: 1 day, 20:41:51, time: 1.667, data_time: 0.450, memory: 8343, top1_acc: 0.3586, top5_acc: 0.6293, loss_cls: 2.8780, loss: 2.8780, grad_norm: 3.9191 2020-09-27 23:09:51,507 - mmaction - INFO - Epoch [1][860/940] lr: 1.000e-02, eta: 1 day, 20:39:37, time: 1.681, data_time: 0.457, memory: 8343, top1_acc: 0.3586, top5_acc: 0.6207, loss_cls: 2.9032, loss: 2.9032, grad_norm: 3.9183 2020-09-27 23:10:27,251 - mmaction - INFO - Epoch [1][880/940] lr: 1.000e-02, eta: 1 day, 20:41:13, time: 1.788, data_time: 0.489, memory: 8343, top1_acc: 0.3697, top5_acc: 0.6277, loss_cls: 2.8600, loss: 2.8600, grad_norm: 3.9258 2020-09-27 23:11:02,873 - mmaction - INFO - Epoch [1][900/940] lr: 1.000e-02, eta: 1 day, 20:42:29, time: 1.781, data_time: 0.331, memory: 8343, top1_acc: 0.3605, top5_acc: 0.6291, loss_cls: 2.8505, loss: 2.8505, grad_norm: 3.9852 2020-09-27 23:11:36,941 - mmaction - INFO - Epoch [1][920/940] lr: 1.000e-02, eta: 1 day, 20:41:03, time: 1.704, data_time: 0.087, memory: 8343, top1_acc: 0.3564, top5_acc: 0.6291, loss_cls: 2.8632, loss: 2.8632, grad_norm: 4.0005 2020-09-27 23:12:04,148 - mmaction - INFO - Epoch [1][940/940] lr: 1.000e-02, eta: 1 day, 20:28:20, time: 1.360, data_time: 0.003, memory: 8343, top1_acc: 0.3533, top5_acc: 0.6285, loss_cls: 2.8724, loss: 2.8724, grad_norm: 4.0340 2020-09-27 23:12:06,367 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-09-27 23:13:09,489 - mmaction - INFO - Epoch [2][20/940] lr: 1.000e-02, eta: 1 day, 21:12:41, time: 3.111, data_time: 1.948, memory: 8343, top1_acc: 0.3771, top5_acc: 0.6385, loss_cls: 2.7999, loss: 2.7999, grad_norm: 4.0081 2020-09-27 23:13:44,090 - mmaction - INFO - Epoch [2][40/940] lr: 1.000e-02, eta: 1 day, 21:11:29, time: 1.730, data_time: 0.267, memory: 8343, top1_acc: 0.3836, top5_acc: 0.6475, loss_cls: 2.7701, loss: 2.7701, grad_norm: 3.9824 2020-09-27 23:14:17,966 - mmaction - INFO - Epoch [2][60/940] lr: 1.000e-02, eta: 1 day, 21:09:11, time: 1.694, data_time: 0.113, memory: 8343, top1_acc: 0.3697, top5_acc: 0.6355, loss_cls: 2.8073, loss: 2.8073, grad_norm: 4.0485 2020-09-27 23:14:51,906 - mmaction - INFO - Epoch [2][80/940] lr: 1.000e-02, eta: 1 day, 21:07:04, time: 1.697, data_time: 0.010, memory: 8343, top1_acc: 0.3629, top5_acc: 0.6328, loss_cls: 2.8267, loss: 2.8267, grad_norm: 4.0640 2020-09-27 23:15:25,266 - mmaction - INFO - Epoch [2][100/940] lr: 1.000e-02, eta: 1 day, 21:04:05, time: 1.666, data_time: 0.096, memory: 8343, top1_acc: 0.3740, top5_acc: 0.6438, loss_cls: 2.7875, loss: 2.7875, grad_norm: 4.0388 2020-09-27 23:15:57,556 - mmaction - INFO - Epoch [2][120/940] lr: 1.000e-02, eta: 1 day, 20:59:42, time: 1.616, data_time: 0.129, memory: 8343, top1_acc: 0.3693, top5_acc: 0.6346, loss_cls: 2.8296, loss: 2.8296, grad_norm: 4.0892 2020-09-27 23:16:32,035 - mmaction - INFO - Epoch [2][140/940] lr: 1.000e-02, eta: 1 day, 20:58:36, time: 1.725, data_time: 0.405, memory: 8343, top1_acc: 0.3799, top5_acc: 0.6436, loss_cls: 2.7592, loss: 2.7592, grad_norm: 4.0354 2020-09-27 23:17:07,094 - mmaction - INFO - Epoch [2][160/940] lr: 1.000e-02, eta: 1 day, 20:58:17, time: 1.752, data_time: 0.070, memory: 8343, top1_acc: 0.3791, top5_acc: 0.6383, loss_cls: 2.7836, loss: 2.7836, grad_norm: 4.0590 2020-09-27 23:17:40,563 - mmaction - INFO - Epoch [2][180/940] lr: 1.000e-02, eta: 1 day, 20:55:48, time: 1.674, data_time: 0.008, memory: 8343, top1_acc: 0.3830, top5_acc: 0.6412, loss_cls: 2.7873, loss: 2.7873, grad_norm: 4.1023 2020-09-27 23:18:13,590 - mmaction - INFO - Epoch [2][200/940] lr: 1.000e-02, eta: 1 day, 20:52:46, time: 1.651, data_time: 0.049, memory: 8343, top1_acc: 0.3744, top5_acc: 0.6377, loss_cls: 2.7638, loss: 2.7638, grad_norm: 4.1136 2020-09-27 23:18:46,823 - mmaction - INFO - Epoch [2][220/940] lr: 1.000e-02, eta: 1 day, 20:50:06, time: 1.662, data_time: 0.008, memory: 8343, top1_acc: 0.3840, top5_acc: 0.6438, loss_cls: 2.7759, loss: 2.7759, grad_norm: 4.1413 2020-09-27 23:19:21,331 - mmaction - INFO - Epoch [2][240/940] lr: 1.000e-02, eta: 1 day, 20:49:11, time: 1.726, data_time: 0.017, memory: 8343, top1_acc: 0.3799, top5_acc: 0.6443, loss_cls: 2.7401, loss: 2.7401, grad_norm: 4.0802 2020-09-27 23:19:54,814 - mmaction - INFO - Epoch [2][260/940] lr: 1.000e-02, eta: 1 day, 20:46:57, time: 1.674, data_time: 0.001, memory: 8343, top1_acc: 0.3768, top5_acc: 0.6432, loss_cls: 2.7742, loss: 2.7742, grad_norm: 4.1842 2020-09-27 23:20:28,745 - mmaction - INFO - Epoch [2][280/940] lr: 1.000e-02, eta: 1 day, 20:45:21, time: 1.697, data_time: 0.001, memory: 8343, top1_acc: 0.3848, top5_acc: 0.6404, loss_cls: 2.7487, loss: 2.7487, grad_norm: 4.1139 2020-09-27 23:21:03,999 - mmaction - INFO - Epoch [2][300/940] lr: 1.000e-02, eta: 1 day, 20:45:25, time: 1.763, data_time: 0.001, memory: 8343, top1_acc: 0.3875, top5_acc: 0.6520, loss_cls: 2.6995, loss: 2.6995, grad_norm: 4.1393 2020-09-27 23:21:37,965 - mmaction - INFO - Epoch [2][320/940] lr: 1.000e-02, eta: 1 day, 20:43:53, time: 1.698, data_time: 0.002, memory: 8343, top1_acc: 0.3891, top5_acc: 0.6508, loss_cls: 2.7234, loss: 2.7234, grad_norm: 4.1692 2020-09-27 23:22:11,072 - mmaction - INFO - Epoch [2][340/940] lr: 1.000e-02, eta: 1 day, 20:41:21, time: 1.655, data_time: 0.059, memory: 8343, top1_acc: 0.3760, top5_acc: 0.6395, loss_cls: 2.7786, loss: 2.7786, grad_norm: 4.1972 2020-09-27 23:22:45,194 - mmaction - INFO - Epoch [2][360/940] lr: 1.000e-02, eta: 1 day, 20:40:04, time: 1.706, data_time: 0.408, memory: 8343, top1_acc: 0.3957, top5_acc: 0.6465, loss_cls: 2.7126, loss: 2.7126, grad_norm: 4.1307 2020-09-27 23:23:18,334 - mmaction - INFO - Epoch [2][380/940] lr: 1.000e-02, eta: 1 day, 20:37:41, time: 1.657, data_time: 0.416, memory: 8343, top1_acc: 0.3852, top5_acc: 0.6570, loss_cls: 2.7263, loss: 2.7263, grad_norm: 4.1676 2020-09-27 23:23:50,370 - mmaction - INFO - Epoch [2][400/940] lr: 1.000e-02, eta: 1 day, 20:34:05, time: 1.602, data_time: 0.475, memory: 8343, top1_acc: 0.3961, top5_acc: 0.6596, loss_cls: 2.6672, loss: 2.6672, grad_norm: 4.1653 2020-09-27 23:24:25,747 - mmaction - INFO - Epoch [2][420/940] lr: 1.000e-02, eta: 1 day, 20:34:20, time: 1.768, data_time: 0.521, memory: 8343, top1_acc: 0.3861, top5_acc: 0.6414, loss_cls: 2.7227, loss: 2.7227, grad_norm: 4.2448 2020-09-27 23:24:58,905 - mmaction - INFO - Epoch [2][440/940] lr: 1.000e-02, eta: 1 day, 20:32:06, time: 1.658, data_time: 0.536, memory: 8343, top1_acc: 0.3975, top5_acc: 0.6670, loss_cls: 2.6719, loss: 2.6719, grad_norm: 4.1417 2020-09-27 23:25:32,332 - mmaction - INFO - Epoch [2][460/940] lr: 1.000e-02, eta: 1 day, 20:30:12, time: 1.671, data_time: 0.382, memory: 8343, top1_acc: 0.3920, top5_acc: 0.6518, loss_cls: 2.7090, loss: 2.7090, grad_norm: 4.1722 2020-09-27 23:26:06,668 - mmaction - INFO - Epoch [2][480/940] lr: 1.000e-02, eta: 1 day, 20:29:20, time: 1.717, data_time: 0.013, memory: 8343, top1_acc: 0.3945, top5_acc: 0.6562, loss_cls: 2.7006, loss: 2.7006, grad_norm: 4.2367 2020-09-27 23:26:41,212 - mmaction - INFO - Epoch [2][500/940] lr: 1.000e-02, eta: 1 day, 20:28:41, time: 1.727, data_time: 0.002, memory: 8343, top1_acc: 0.3908, top5_acc: 0.6582, loss_cls: 2.6684, loss: 2.6684, grad_norm: 4.2373 2020-09-27 23:27:15,611 - mmaction - INFO - Epoch [2][520/940] lr: 1.000e-02, eta: 1 day, 20:27:55, time: 1.721, data_time: 0.179, memory: 8343, top1_acc: 0.3934, top5_acc: 0.6559, loss_cls: 2.6951, loss: 2.6951, grad_norm: 4.2270 2020-09-27 23:27:49,615 - mmaction - INFO - Epoch [2][540/940] lr: 1.000e-02, eta: 1 day, 20:26:42, time: 1.699, data_time: 0.314, memory: 8343, top1_acc: 0.3934, top5_acc: 0.6623, loss_cls: 2.6792, loss: 2.6792, grad_norm: 4.2356 2020-09-27 23:28:22,485 - mmaction - INFO - Epoch [2][560/940] lr: 1.000e-02, eta: 1 day, 20:24:23, time: 1.645, data_time: 0.214, memory: 8343, top1_acc: 0.4021, top5_acc: 0.6516, loss_cls: 2.6828, loss: 2.6828, grad_norm: 4.2189 2020-09-27 23:28:57,473 - mmaction - INFO - Epoch [2][580/940] lr: 1.000e-02, eta: 1 day, 20:24:14, time: 1.749, data_time: 0.193, memory: 8343, top1_acc: 0.4031, top5_acc: 0.6631, loss_cls: 2.6311, loss: 2.6311, grad_norm: 4.2708 2020-09-27 23:29:31,521 - mmaction - INFO - Epoch [2][600/940] lr: 1.000e-02, eta: 1 day, 20:23:08, time: 1.702, data_time: 0.090, memory: 8343, top1_acc: 0.3889, top5_acc: 0.6527, loss_cls: 2.6997, loss: 2.6997, grad_norm: 4.2844 2020-09-27 23:30:06,486 - mmaction - INFO - Epoch [2][620/940] lr: 1.000e-02, eta: 1 day, 20:22:58, time: 1.748, data_time: 0.300, memory: 8343, top1_acc: 0.3893, top5_acc: 0.6594, loss_cls: 2.6977, loss: 2.6977, grad_norm: 4.1955 2020-09-27 23:30:40,768 - mmaction - INFO - Epoch [2][640/940] lr: 1.000e-02, eta: 1 day, 20:22:05, time: 1.713, data_time: 0.216, memory: 8343, top1_acc: 0.4033, top5_acc: 0.6570, loss_cls: 2.6628, loss: 2.6628, grad_norm: 4.2074 2020-09-27 23:31:13,814 - mmaction - INFO - Epoch [2][660/940] lr: 1.000e-02, eta: 1 day, 20:20:04, time: 1.653, data_time: 0.160, memory: 8343, top1_acc: 0.3971, top5_acc: 0.6600, loss_cls: 2.6787, loss: 2.6787, grad_norm: 4.2234 2020-09-27 23:31:46,940 - mmaction - INFO - Epoch [2][680/940] lr: 1.000e-02, eta: 1 day, 20:18:08, time: 1.656, data_time: 0.205, memory: 8343, top1_acc: 0.4104, top5_acc: 0.6709, loss_cls: 2.6033, loss: 2.6033, grad_norm: 4.1536 2020-09-27 23:32:21,528 - mmaction - INFO - Epoch [2][700/940] lr: 1.000e-02, eta: 1 day, 20:17:37, time: 1.729, data_time: 0.323, memory: 8343, top1_acc: 0.3920, top5_acc: 0.6574, loss_cls: 2.6633, loss: 2.6633, grad_norm: 4.2508 2020-09-27 23:32:55,494 - mmaction - INFO - Epoch [2][720/940] lr: 1.000e-02, eta: 1 day, 20:16:31, time: 1.699, data_time: 0.526, memory: 8343, top1_acc: 0.3994, top5_acc: 0.6617, loss_cls: 2.6801, loss: 2.6801, grad_norm: 4.2677 2020-09-27 23:33:28,808 - mmaction - INFO - Epoch [2][740/940] lr: 1.000e-02, eta: 1 day, 20:14:49, time: 1.665, data_time: 0.676, memory: 8343, top1_acc: 0.4012, top5_acc: 0.6615, loss_cls: 2.6852, loss: 2.6852, grad_norm: 4.2148 2020-09-27 23:34:03,319 - mmaction - INFO - Epoch [2][760/940] lr: 1.000e-02, eta: 1 day, 20:14:16, time: 1.727, data_time: 0.561, memory: 8343, top1_acc: 0.4006, top5_acc: 0.6645, loss_cls: 2.6299, loss: 2.6299, grad_norm: 4.2394 2020-09-27 23:34:37,060 - mmaction - INFO - Epoch [2][780/940] lr: 1.000e-02, eta: 1 day, 20:12:59, time: 1.686, data_time: 0.619, memory: 8343, top1_acc: 0.4057, top5_acc: 0.6691, loss_cls: 2.6147, loss: 2.6147, grad_norm: 4.2485 2020-09-27 23:35:09,854 - mmaction - INFO - Epoch [2][800/940] lr: 1.000e-02, eta: 1 day, 20:10:55, time: 1.640, data_time: 0.667, memory: 8343, top1_acc: 0.4082, top5_acc: 0.6658, loss_cls: 2.6196, loss: 2.6196, grad_norm: 4.2526 2020-09-27 23:35:43,619 - mmaction - INFO - Epoch [2][820/940] lr: 1.000e-02, eta: 1 day, 20:09:43, time: 1.689, data_time: 0.368, memory: 8343, top1_acc: 0.4109, top5_acc: 0.6666, loss_cls: 2.6553, loss: 2.6553, grad_norm: 4.2892 2020-09-27 23:36:17,558 - mmaction - INFO - Epoch [2][840/940] lr: 1.000e-02, eta: 1 day, 20:08:41, time: 1.696, data_time: 0.374, memory: 8343, top1_acc: 0.4029, top5_acc: 0.6605, loss_cls: 2.6180, loss: 2.6180, grad_norm: 4.3209 2020-09-27 23:36:51,449 - mmaction - INFO - Epoch [2][860/940] lr: 1.000e-02, eta: 1 day, 20:07:37, time: 1.695, data_time: 0.515, memory: 8343, top1_acc: 0.4090, top5_acc: 0.6695, loss_cls: 2.6063, loss: 2.6063, grad_norm: 4.2598 2020-09-27 23:37:26,054 - mmaction - INFO - Epoch [2][880/940] lr: 1.000e-02, eta: 1 day, 20:07:10, time: 1.730, data_time: 0.607, memory: 8343, top1_acc: 0.4074, top5_acc: 0.6670, loss_cls: 2.6194, loss: 2.6194, grad_norm: 4.3660 2020-09-27 23:38:00,592 - mmaction - INFO - Epoch [2][900/940] lr: 1.000e-02, eta: 1 day, 20:06:39, time: 1.727, data_time: 0.711, memory: 8343, top1_acc: 0.4086, top5_acc: 0.6660, loss_cls: 2.6073, loss: 2.6073, grad_norm: 4.3047 2020-09-27 23:38:34,066 - mmaction - INFO - Epoch [2][920/940] lr: 1.000e-02, eta: 1 day, 20:05:16, time: 1.673, data_time: 0.588, memory: 8343, top1_acc: 0.4053, top5_acc: 0.6713, loss_cls: 2.6180, loss: 2.6180, grad_norm: 4.3383 2020-09-27 23:39:04,755 - mmaction - INFO - Epoch [2][940/940] lr: 1.000e-02, eta: 1 day, 20:01:37, time: 1.535, data_time: 0.358, memory: 8343, top1_acc: 0.4165, top5_acc: 0.6685, loss_cls: 2.6019, loss: 2.6019, grad_norm: 4.3390 2020-09-27 23:39:05,735 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-09-27 23:40:08,880 - mmaction - INFO - Epoch [3][20/940] lr: 1.000e-02, eta: 1 day, 20:23:33, time: 3.113, data_time: 2.246, memory: 8343, top1_acc: 0.4193, top5_acc: 0.6758, loss_cls: 2.5591, loss: 2.5591, grad_norm: 4.3140 2020-09-27 23:40:43,167 - mmaction - INFO - Epoch [3][40/940] lr: 1.000e-02, eta: 1 day, 20:22:38, time: 1.715, data_time: 0.904, memory: 8343, top1_acc: 0.4117, top5_acc: 0.6686, loss_cls: 2.5914, loss: 2.5914, grad_norm: 4.3415 2020-09-27 23:41:15,812 - mmaction - INFO - Epoch [3][60/940] lr: 1.000e-02, eta: 1 day, 20:20:26, time: 1.632, data_time: 0.940, memory: 8343, top1_acc: 0.4182, top5_acc: 0.6758, loss_cls: 2.5548, loss: 2.5548, grad_norm: 4.2935 2020-09-27 23:41:49,614 - mmaction - INFO - Epoch [3][80/940] lr: 1.000e-02, eta: 1 day, 20:19:10, time: 1.690, data_time: 0.537, memory: 8343, top1_acc: 0.4176, top5_acc: 0.6832, loss_cls: 2.5220, loss: 2.5220, grad_norm: 4.3051 2020-09-27 23:42:21,985 - mmaction - INFO - Epoch [3][100/940] lr: 1.000e-02, eta: 1 day, 20:16:48, time: 1.618, data_time: 0.686, memory: 8343, top1_acc: 0.4250, top5_acc: 0.6754, loss_cls: 2.5524, loss: 2.5524, grad_norm: 4.2689 2020-09-27 23:42:57,193 - mmaction - INFO - Epoch [3][120/940] lr: 1.000e-02, eta: 1 day, 20:16:40, time: 1.762, data_time: 0.597, memory: 8343, top1_acc: 0.4104, top5_acc: 0.6744, loss_cls: 2.6053, loss: 2.6053, grad_norm: 4.4131 2020-09-27 23:43:30,818 - mmaction - INFO - Epoch [3][140/940] lr: 1.000e-02, eta: 1 day, 20:15:18, time: 1.681, data_time: 0.001, memory: 8343, top1_acc: 0.4283, top5_acc: 0.6744, loss_cls: 2.5566, loss: 2.5566, grad_norm: 4.3439 2020-09-27 23:44:05,527 - mmaction - INFO - Epoch [3][160/940] lr: 1.000e-02, eta: 1 day, 20:14:46, time: 1.735, data_time: 0.056, memory: 8343, top1_acc: 0.4191, top5_acc: 0.6701, loss_cls: 2.5711, loss: 2.5711, grad_norm: 4.3253 2020-09-27 23:44:39,997 - mmaction - INFO - Epoch [3][180/940] lr: 1.000e-02, eta: 1 day, 20:14:04, time: 1.724, data_time: 0.002, memory: 8343, top1_acc: 0.4252, top5_acc: 0.6850, loss_cls: 2.5294, loss: 2.5294, grad_norm: 4.3152 2020-09-27 23:45:13,402 - mmaction - INFO - Epoch [3][200/940] lr: 1.000e-02, eta: 1 day, 20:12:34, time: 1.670, data_time: 0.136, memory: 8343, top1_acc: 0.4189, top5_acc: 0.6893, loss_cls: 2.4942, loss: 2.4942, grad_norm: 4.3480 2020-09-27 23:45:46,349 - mmaction - INFO - Epoch [3][220/940] lr: 1.000e-02, eta: 1 day, 20:10:46, time: 1.647, data_time: 0.259, memory: 8343, top1_acc: 0.4170, top5_acc: 0.6785, loss_cls: 2.5667, loss: 2.5667, grad_norm: 4.3654 2020-09-27 23:46:19,451 - mmaction - INFO - Epoch [3][240/940] lr: 1.000e-02, eta: 1 day, 20:09:06, time: 1.656, data_time: 0.057, memory: 8343, top1_acc: 0.4166, top5_acc: 0.6760, loss_cls: 2.5401, loss: 2.5401, grad_norm: 4.3968 2020-09-27 23:46:52,671 - mmaction - INFO - Epoch [3][260/940] lr: 1.000e-02, eta: 1 day, 20:07:33, time: 1.662, data_time: 0.086, memory: 8343, top1_acc: 0.4094, top5_acc: 0.6795, loss_cls: 2.5648, loss: 2.5648, grad_norm: 4.3501 2020-09-27 23:47:26,001 - mmaction - INFO - Epoch [3][280/940] lr: 1.000e-02, eta: 1 day, 20:06:04, time: 1.665, data_time: 0.274, memory: 8343, top1_acc: 0.4240, top5_acc: 0.6801, loss_cls: 2.5346, loss: 2.5346, grad_norm: 4.3535 2020-09-27 23:47:58,975 - mmaction - INFO - Epoch [3][300/940] lr: 1.000e-02, eta: 1 day, 20:04:23, time: 1.650, data_time: 0.402, memory: 8343, top1_acc: 0.4223, top5_acc: 0.6834, loss_cls: 2.5452, loss: 2.5452, grad_norm: 4.3997 2020-09-27 23:48:32,537 - mmaction - INFO - Epoch [3][320/940] lr: 1.000e-02, eta: 1 day, 20:03:07, time: 1.678, data_time: 0.001, memory: 8343, top1_acc: 0.4180, top5_acc: 0.6785, loss_cls: 2.5329, loss: 2.5329, grad_norm: 4.3398 2020-09-27 23:49:08,009 - mmaction - INFO - Epoch [3][340/940] lr: 1.000e-02, eta: 1 day, 20:03:10, time: 1.774, data_time: 0.002, memory: 8343, top1_acc: 0.4246, top5_acc: 0.6840, loss_cls: 2.5434, loss: 2.5434, grad_norm: 4.3369 2020-09-27 23:49:42,621 - mmaction - INFO - Epoch [3][360/940] lr: 1.000e-02, eta: 1 day, 20:02:38, time: 1.731, data_time: 0.002, memory: 8343, top1_acc: 0.4273, top5_acc: 0.6924, loss_cls: 2.4997, loss: 2.4997, grad_norm: 4.4082 2020-09-27 23:50:16,503 - mmaction - INFO - Epoch [3][380/940] lr: 1.000e-02, eta: 1 day, 20:01:36, time: 1.694, data_time: 0.002, memory: 8343, top1_acc: 0.4201, top5_acc: 0.6785, loss_cls: 2.5345, loss: 2.5345, grad_norm: 4.3802 2020-09-27 23:50:51,413 - mmaction - INFO - Epoch [3][400/940] lr: 1.000e-02, eta: 1 day, 20:01:15, time: 1.746, data_time: 0.002, memory: 8343, top1_acc: 0.4355, top5_acc: 0.6998, loss_cls: 2.4758, loss: 2.4758, grad_norm: 4.3587 2020-09-27 23:51:25,555 - mmaction - INFO - Epoch [3][420/940] lr: 1.000e-02, eta: 1 day, 20:00:25, time: 1.708, data_time: 0.002, memory: 8343, top1_acc: 0.4150, top5_acc: 0.6820, loss_cls: 2.5272, loss: 2.5272, grad_norm: 4.3945 2020-09-27 23:51:59,827 - mmaction - INFO - Epoch [3][440/940] lr: 1.000e-02, eta: 1 day, 19:59:38, time: 1.712, data_time: 0.001, memory: 8343, top1_acc: 0.4402, top5_acc: 0.6863, loss_cls: 2.5094, loss: 2.5094, grad_norm: 4.3275 2020-09-27 23:52:32,409 - mmaction - INFO - Epoch [3][460/940] lr: 1.000e-02, eta: 1 day, 19:57:47, time: 1.630, data_time: 0.003, memory: 8343, top1_acc: 0.4256, top5_acc: 0.6893, loss_cls: 2.4728, loss: 2.4728, grad_norm: 4.3225 2020-09-27 23:53:06,290 - mmaction - INFO - Epoch [3][480/940] lr: 1.000e-02, eta: 1 day, 19:56:47, time: 1.694, data_time: 0.002, memory: 8343, top1_acc: 0.4311, top5_acc: 0.6852, loss_cls: 2.5202, loss: 2.5202, grad_norm: 4.4261 2020-09-27 23:53:42,138 - mmaction - INFO - Epoch [3][500/940] lr: 1.000e-02, eta: 1 day, 19:57:04, time: 1.793, data_time: 0.002, memory: 8343, top1_acc: 0.4129, top5_acc: 0.6801, loss_cls: 2.5582, loss: 2.5582, grad_norm: 4.4499 2020-09-27 23:54:16,314 - mmaction - INFO - Epoch [3][520/940] lr: 1.000e-02, eta: 1 day, 19:56:14, time: 1.708, data_time: 0.001, memory: 8343, top1_acc: 0.4248, top5_acc: 0.6781, loss_cls: 2.5533, loss: 2.5533, grad_norm: 4.3493 2020-09-27 23:54:49,537 - mmaction - INFO - Epoch [3][540/940] lr: 1.000e-02, eta: 1 day, 19:54:51, time: 1.662, data_time: 0.002, memory: 8343, top1_acc: 0.4379, top5_acc: 0.6922, loss_cls: 2.4952, loss: 2.4952, grad_norm: 4.3623 2020-09-27 23:55:23,449 - mmaction - INFO - Epoch [3][560/940] lr: 1.000e-02, eta: 1 day, 19:53:53, time: 1.695, data_time: 0.002, memory: 8343, top1_acc: 0.4191, top5_acc: 0.6754, loss_cls: 2.5411, loss: 2.5411, grad_norm: 4.4252 2020-09-27 23:55:56,664 - mmaction - INFO - Epoch [3][580/940] lr: 1.000e-02, eta: 1 day, 19:52:30, time: 1.662, data_time: 0.002, memory: 8343, top1_acc: 0.4225, top5_acc: 0.6840, loss_cls: 2.5323, loss: 2.5323, grad_norm: 4.3743 2020-09-27 23:56:30,985 - mmaction - INFO - Epoch [3][600/940] lr: 1.000e-02, eta: 1 day, 19:51:49, time: 1.716, data_time: 0.084, memory: 8343, top1_acc: 0.4273, top5_acc: 0.6924, loss_cls: 2.4743, loss: 2.4743, grad_norm: 4.3943 2020-09-27 23:57:04,773 - mmaction - INFO - Epoch [3][620/940] lr: 1.000e-02, eta: 1 day, 19:50:48, time: 1.689, data_time: 0.026, memory: 8343, top1_acc: 0.4336, top5_acc: 0.6889, loss_cls: 2.5201, loss: 2.5201, grad_norm: 4.4404 2020-09-27 23:57:37,937 - mmaction - INFO - Epoch [3][640/940] lr: 1.000e-02, eta: 1 day, 19:49:25, time: 1.658, data_time: 0.002, memory: 8343, top1_acc: 0.4191, top5_acc: 0.6859, loss_cls: 2.5189, loss: 2.5189, grad_norm: 4.4077 2020-09-27 23:58:12,361 - mmaction - INFO - Epoch [3][660/940] lr: 1.000e-02, eta: 1 day, 19:48:48, time: 1.721, data_time: 0.002, memory: 8343, top1_acc: 0.4377, top5_acc: 0.6865, loss_cls: 2.4885, loss: 2.4885, grad_norm: 4.3967 2020-09-27 23:58:46,979 - mmaction - INFO - Epoch [3][680/940] lr: 1.000e-02, eta: 1 day, 19:48:18, time: 1.731, data_time: 0.002, memory: 8343, top1_acc: 0.4289, top5_acc: 0.6953, loss_cls: 2.4909, loss: 2.4909, grad_norm: 4.4490 2020-09-27 23:59:20,968 - mmaction - INFO - Epoch [3][700/940] lr: 1.000e-02, eta: 1 day, 19:47:25, time: 1.699, data_time: 0.002, memory: 8343, top1_acc: 0.4279, top5_acc: 0.6871, loss_cls: 2.5052, loss: 2.5052, grad_norm: 4.4467 2020-09-27 23:59:55,758 - mmaction - INFO - Epoch [3][720/940] lr: 1.000e-02, eta: 1 day, 19:47:02, time: 1.740, data_time: 0.002, memory: 8343, top1_acc: 0.4184, top5_acc: 0.6797, loss_cls: 2.5412, loss: 2.5412, grad_norm: 4.4501 2020-09-28 00:00:28,303 - mmaction - INFO - Epoch [3][740/940] lr: 1.000e-02, eta: 1 day, 19:45:19, time: 1.626, data_time: 0.001, memory: 8343, top1_acc: 0.4293, top5_acc: 0.6801, loss_cls: 2.5256, loss: 2.5256, grad_norm: 4.4724 2020-09-28 00:01:01,118 - mmaction - INFO - Epoch [3][760/940] lr: 1.000e-02, eta: 1 day, 19:43:47, time: 1.641, data_time: 0.003, memory: 8343, top1_acc: 0.4338, top5_acc: 0.6883, loss_cls: 2.4918, loss: 2.4918, grad_norm: 4.3714 2020-09-28 00:01:35,873 - mmaction - INFO - Epoch [3][780/940] lr: 1.000e-02, eta: 1 day, 19:43:22, time: 1.737, data_time: 0.002, memory: 8343, top1_acc: 0.4387, top5_acc: 0.6871, loss_cls: 2.4352, loss: 2.4352, grad_norm: 4.3521 2020-09-28 00:02:11,392 - mmaction - INFO - Epoch [3][800/940] lr: 1.000e-02, eta: 1 day, 19:43:24, time: 1.777, data_time: 0.003, memory: 8343, top1_acc: 0.4342, top5_acc: 0.6957, loss_cls: 2.4400, loss: 2.4400, grad_norm: 4.3636 2020-09-28 00:02:44,395 - mmaction - INFO - Epoch [3][820/940] lr: 1.000e-02, eta: 1 day, 19:42:00, time: 1.650, data_time: 0.002, memory: 8343, top1_acc: 0.4303, top5_acc: 0.6875, loss_cls: 2.5163, loss: 2.5163, grad_norm: 4.4237 2020-09-28 00:03:17,472 - mmaction - INFO - Epoch [3][840/940] lr: 1.000e-02, eta: 1 day, 19:40:39, time: 1.654, data_time: 0.002, memory: 8343, top1_acc: 0.4307, top5_acc: 0.6771, loss_cls: 2.5374, loss: 2.5374, grad_norm: 4.4582 2020-09-28 00:03:51,158 - mmaction - INFO - Epoch [3][860/940] lr: 1.000e-02, eta: 1 day, 19:39:39, time: 1.684, data_time: 0.001, memory: 8343, top1_acc: 0.4209, top5_acc: 0.6805, loss_cls: 2.5497, loss: 2.5497, grad_norm: 4.4644 2020-09-28 00:04:24,821 - mmaction - INFO - Epoch [3][880/940] lr: 1.000e-02, eta: 1 day, 19:38:39, time: 1.683, data_time: 0.001, memory: 8343, top1_acc: 0.4256, top5_acc: 0.6926, loss_cls: 2.4610, loss: 2.4610, grad_norm: 4.4251 2020-09-28 00:04:57,900 - mmaction - INFO - Epoch [3][900/940] lr: 1.000e-02, eta: 1 day, 19:37:19, time: 1.654, data_time: 0.003, memory: 8343, top1_acc: 0.4391, top5_acc: 0.6955, loss_cls: 2.4756, loss: 2.4756, grad_norm: 4.3895 2020-09-28 00:05:32,326 - mmaction - INFO - Epoch [3][920/940] lr: 1.000e-02, eta: 1 day, 19:36:45, time: 1.721, data_time: 0.002, memory: 8343, top1_acc: 0.4447, top5_acc: 0.6857, loss_cls: 2.4789, loss: 2.4789, grad_norm: 4.4089 2020-09-28 00:06:02,044 - mmaction - INFO - Epoch [3][940/940] lr: 1.000e-02, eta: 1 day, 19:33:38, time: 1.486, data_time: 0.042, memory: 8343, top1_acc: 0.4447, top5_acc: 0.6904, loss_cls: 2.4733, loss: 2.4733, grad_norm: 4.4289 2020-09-28 00:06:04,448 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-09-28 00:07:09,307 - mmaction - INFO - Epoch [4][20/940] lr: 1.000e-02, eta: 1 day, 19:47:12, time: 3.041, data_time: 2.096, memory: 8343, top1_acc: 0.4379, top5_acc: 0.6992, loss_cls: 2.4300, loss: 2.4300, grad_norm: 4.4154 2020-09-28 00:07:43,588 - mmaction - INFO - Epoch [4][40/940] lr: 1.000e-02, eta: 1 day, 19:46:29, time: 1.716, data_time: 0.715, memory: 8343, top1_acc: 0.4414, top5_acc: 0.6982, loss_cls: 2.4535, loss: 2.4535, grad_norm: 4.4003 2020-09-28 00:08:18,870 - mmaction - INFO - Epoch [4][60/940] lr: 1.000e-02, eta: 1 day, 19:46:16, time: 1.764, data_time: 0.748, memory: 8343, top1_acc: 0.4420, top5_acc: 0.7016, loss_cls: 2.4189, loss: 2.4189, grad_norm: 4.4435 2020-09-28 00:08:50,871 - mmaction - INFO - Epoch [4][80/940] lr: 1.000e-02, eta: 1 day, 19:44:20, time: 1.601, data_time: 0.177, memory: 8343, top1_acc: 0.4430, top5_acc: 0.7035, loss_cls: 2.4185, loss: 2.4185, grad_norm: 4.4189 2020-09-28 00:09:25,496 - mmaction - INFO - Epoch [4][100/940] lr: 1.000e-02, eta: 1 day, 19:43:47, time: 1.730, data_time: 0.323, memory: 8343, top1_acc: 0.4475, top5_acc: 0.6975, loss_cls: 2.4425, loss: 2.4425, grad_norm: 4.4601 2020-09-28 00:09:58,423 - mmaction - INFO - Epoch [4][120/940] lr: 1.000e-02, eta: 1 day, 19:42:21, time: 1.646, data_time: 0.534, memory: 8343, top1_acc: 0.4486, top5_acc: 0.6982, loss_cls: 2.4119, loss: 2.4119, grad_norm: 4.4307 2020-09-28 00:10:31,594 - mmaction - INFO - Epoch [4][140/940] lr: 1.000e-02, eta: 1 day, 19:41:04, time: 1.659, data_time: 0.746, memory: 8343, top1_acc: 0.4379, top5_acc: 0.6936, loss_cls: 2.4778, loss: 2.4778, grad_norm: 4.5033 2020-09-28 00:11:06,539 - mmaction - INFO - Epoch [4][160/940] lr: 1.000e-02, eta: 1 day, 19:40:42, time: 1.747, data_time: 0.610, memory: 8343, top1_acc: 0.4496, top5_acc: 0.7078, loss_cls: 2.3922, loss: 2.3922, grad_norm: 4.4289 2020-09-28 00:11:38,830 - mmaction - INFO - Epoch [4][180/940] lr: 1.000e-02, eta: 1 day, 19:38:59, time: 1.614, data_time: 0.166, memory: 8343, top1_acc: 0.4449, top5_acc: 0.7008, loss_cls: 2.4039, loss: 2.4039, grad_norm: 4.3776 2020-09-28 00:12:12,856 - mmaction - INFO - Epoch [4][200/940] lr: 1.000e-02, eta: 1 day, 19:38:09, time: 1.701, data_time: 0.200, memory: 8343, top1_acc: 0.4346, top5_acc: 0.6967, loss_cls: 2.4637, loss: 2.4637, grad_norm: 4.4625 2020-09-28 00:12:46,825 - mmaction - INFO - Epoch [4][220/940] lr: 1.000e-02, eta: 1 day, 19:37:17, time: 1.698, data_time: 0.582, memory: 8343, top1_acc: 0.4516, top5_acc: 0.7020, loss_cls: 2.4080, loss: 2.4080, grad_norm: 4.4241 2020-09-28 00:13:19,754 - mmaction - INFO - Epoch [4][240/940] lr: 1.000e-02, eta: 1 day, 19:35:56, time: 1.647, data_time: 1.050, memory: 8343, top1_acc: 0.4496, top5_acc: 0.7121, loss_cls: 2.4001, loss: 2.4001, grad_norm: 4.4841 2020-09-28 00:13:53,330 - mmaction - INFO - Epoch [4][260/940] lr: 1.000e-02, eta: 1 day, 19:34:53, time: 1.679, data_time: 1.074, memory: 8343, top1_acc: 0.4541, top5_acc: 0.7002, loss_cls: 2.3999, loss: 2.3999, grad_norm: 4.3964 2020-09-28 00:14:27,296 - mmaction - INFO - Epoch [4][280/940] lr: 1.000e-02, eta: 1 day, 19:34:03, time: 1.699, data_time: 1.092, memory: 8343, top1_acc: 0.4486, top5_acc: 0.7016, loss_cls: 2.4239, loss: 2.4239, grad_norm: 4.4478 2020-09-28 00:15:01,168 - mmaction - INFO - Epoch [4][300/940] lr: 1.000e-02, eta: 1 day, 19:33:10, time: 1.693, data_time: 1.098, memory: 8343, top1_acc: 0.4439, top5_acc: 0.6918, loss_cls: 2.4608, loss: 2.4608, grad_norm: 4.4694 2020-09-28 00:15:34,995 - mmaction - INFO - Epoch [4][320/940] lr: 1.000e-02, eta: 1 day, 19:32:15, time: 1.691, data_time: 1.085, memory: 8343, top1_acc: 0.4316, top5_acc: 0.7006, loss_cls: 2.4368, loss: 2.4368, grad_norm: 4.4748 2020-09-28 00:16:08,615 - mmaction - INFO - Epoch [4][340/940] lr: 1.000e-02, eta: 1 day, 19:31:15, time: 1.681, data_time: 1.071, memory: 8343, top1_acc: 0.4555, top5_acc: 0.7039, loss_cls: 2.3942, loss: 2.3942, grad_norm: 4.4739 2020-09-28 00:16:43,604 - mmaction - INFO - Epoch [4][360/940] lr: 1.000e-02, eta: 1 day, 19:30:55, time: 1.750, data_time: 1.117, memory: 8343, top1_acc: 0.4496, top5_acc: 0.7031, loss_cls: 2.4102, loss: 2.4102, grad_norm: 4.5180 2020-09-28 00:17:16,978 - mmaction - INFO - Epoch [4][380/940] lr: 1.000e-02, eta: 1 day, 19:29:49, time: 1.668, data_time: 1.045, memory: 8343, top1_acc: 0.4473, top5_acc: 0.6936, loss_cls: 2.4327, loss: 2.4327, grad_norm: 4.4420 2020-09-28 00:17:50,236 - mmaction - INFO - Epoch [4][400/940] lr: 1.000e-02, eta: 1 day, 19:28:39, time: 1.663, data_time: 0.861, memory: 8343, top1_acc: 0.4443, top5_acc: 0.6953, loss_cls: 2.4309, loss: 2.4309, grad_norm: 4.4335 2020-09-28 00:18:26,325 - mmaction - INFO - Epoch [4][420/940] lr: 1.000e-02, eta: 1 day, 19:28:50, time: 1.805, data_time: 0.776, memory: 8343, top1_acc: 0.4537, top5_acc: 0.6947, loss_cls: 2.4115, loss: 2.4115, grad_norm: 4.4231 2020-09-28 00:19:01,029 - mmaction - INFO - Epoch [4][440/940] lr: 1.000e-02, eta: 1 day, 19:28:21, time: 1.735, data_time: 0.139, memory: 8343, top1_acc: 0.4480, top5_acc: 0.6977, loss_cls: 2.4269, loss: 2.4269, grad_norm: 4.4986 2020-09-28 00:19:35,051 - mmaction - INFO - Epoch [4][460/940] lr: 1.000e-02, eta: 1 day, 19:27:34, time: 1.701, data_time: 0.084, memory: 8343, top1_acc: 0.4475, top5_acc: 0.6934, loss_cls: 2.4338, loss: 2.4338, grad_norm: 4.5281 2020-09-28 00:20:07,967 - mmaction - INFO - Epoch [4][480/940] lr: 1.000e-02, eta: 1 day, 19:26:16, time: 1.645, data_time: 0.348, memory: 8343, top1_acc: 0.4385, top5_acc: 0.6953, loss_cls: 2.4381, loss: 2.4381, grad_norm: 4.5067 2020-09-28 00:20:40,009 - mmaction - INFO - Epoch [4][500/940] lr: 1.000e-02, eta: 1 day, 19:24:35, time: 1.603, data_time: 0.546, memory: 8343, top1_acc: 0.4447, top5_acc: 0.6893, loss_cls: 2.4503, loss: 2.4503, grad_norm: 4.5083 2020-09-28 00:21:14,354 - mmaction - INFO - Epoch [4][520/940] lr: 1.000e-02, eta: 1 day, 19:23:57, time: 1.717, data_time: 0.930, memory: 8343, top1_acc: 0.4389, top5_acc: 0.6838, loss_cls: 2.4688, loss: 2.4688, grad_norm: 4.4827 2020-09-28 00:21:48,957 - mmaction - INFO - Epoch [4][540/940] lr: 1.000e-02, eta: 1 day, 19:23:26, time: 1.730, data_time: 0.999, memory: 8343, top1_acc: 0.4455, top5_acc: 0.7043, loss_cls: 2.4080, loss: 2.4080, grad_norm: 4.4383 2020-09-28 00:22:23,594 - mmaction - INFO - Epoch [4][560/940] lr: 1.000e-02, eta: 1 day, 19:22:56, time: 1.732, data_time: 0.904, memory: 8343, top1_acc: 0.4432, top5_acc: 0.6898, loss_cls: 2.4329, loss: 2.4329, grad_norm: 4.4875 2020-09-28 00:22:57,673 - mmaction - INFO - Epoch [4][580/940] lr: 1.000e-02, eta: 1 day, 19:22:12, time: 1.704, data_time: 0.610, memory: 8343, top1_acc: 0.4471, top5_acc: 0.6939, loss_cls: 2.4456, loss: 2.4456, grad_norm: 4.5023 2020-09-28 00:23:31,412 - mmaction - INFO - Epoch [4][600/940] lr: 1.000e-02, eta: 1 day, 19:21:18, time: 1.686, data_time: 0.382, memory: 8343, top1_acc: 0.4459, top5_acc: 0.6875, loss_cls: 2.4341, loss: 2.4341, grad_norm: 4.5319 2020-09-28 00:24:06,155 - mmaction - INFO - Epoch [4][620/940] lr: 1.000e-02, eta: 1 day, 19:20:51, time: 1.737, data_time: 0.138, memory: 8343, top1_acc: 0.4516, top5_acc: 0.7070, loss_cls: 2.3964, loss: 2.3964, grad_norm: 4.4760 2020-09-28 00:24:38,867 - mmaction - INFO - Epoch [4][640/940] lr: 1.000e-02, eta: 1 day, 19:19:31, time: 1.636, data_time: 0.197, memory: 8343, top1_acc: 0.4459, top5_acc: 0.6963, loss_cls: 2.4293, loss: 2.4293, grad_norm: 4.4663 2020-09-28 00:25:12,531 - mmaction - INFO - Epoch [4][660/940] lr: 1.000e-02, eta: 1 day, 19:18:35, time: 1.683, data_time: 0.100, memory: 8343, top1_acc: 0.4389, top5_acc: 0.6977, loss_cls: 2.4513, loss: 2.4513, grad_norm: 4.5252 2020-09-28 00:25:44,176 - mmaction - INFO - Epoch [4][680/940] lr: 1.000e-02, eta: 1 day, 19:16:48, time: 1.582, data_time: 0.029, memory: 8343, top1_acc: 0.4424, top5_acc: 0.7008, loss_cls: 2.4116, loss: 2.4116, grad_norm: 4.4188 2020-09-28 00:26:18,152 - mmaction - INFO - Epoch [4][700/940] lr: 1.000e-02, eta: 1 day, 19:16:02, time: 1.699, data_time: 0.066, memory: 8343, top1_acc: 0.4508, top5_acc: 0.7047, loss_cls: 2.3931, loss: 2.3931, grad_norm: 4.4673 2020-09-28 00:26:52,901 - mmaction - INFO - Epoch [4][720/940] lr: 1.000e-02, eta: 1 day, 19:15:36, time: 1.737, data_time: 0.002, memory: 8343, top1_acc: 0.4451, top5_acc: 0.7080, loss_cls: 2.4104, loss: 2.4104, grad_norm: 4.4844 2020-09-28 00:27:25,873 - mmaction - INFO - Epoch [4][740/940] lr: 1.000e-02, eta: 1 day, 19:14:25, time: 1.649, data_time: 0.002, memory: 8343, top1_acc: 0.4432, top5_acc: 0.6963, loss_cls: 2.4105, loss: 2.4105, grad_norm: 4.4939 2020-09-28 00:28:00,548 - mmaction - INFO - Epoch [4][760/940] lr: 1.000e-02, eta: 1 day, 19:13:57, time: 1.734, data_time: 0.002, memory: 8343, top1_acc: 0.4500, top5_acc: 0.6932, loss_cls: 2.4278, loss: 2.4278, grad_norm: 4.5344 2020-09-28 00:28:33,805 - mmaction - INFO - Epoch [4][780/940] lr: 1.000e-02, eta: 1 day, 19:12:53, time: 1.663, data_time: 0.001, memory: 8343, top1_acc: 0.4670, top5_acc: 0.6967, loss_cls: 2.3812, loss: 2.3812, grad_norm: 4.4263 2020-09-28 00:29:08,977 - mmaction - INFO - Epoch [4][800/940] lr: 1.000e-02, eta: 1 day, 19:12:37, time: 1.758, data_time: 0.002, memory: 8343, top1_acc: 0.4414, top5_acc: 0.6963, loss_cls: 2.4669, loss: 2.4669, grad_norm: 4.5026 2020-09-28 00:29:43,281 - mmaction - INFO - Epoch [4][820/940] lr: 1.000e-02, eta: 1 day, 19:12:00, time: 1.715, data_time: 0.002, memory: 8343, top1_acc: 0.4592, top5_acc: 0.7055, loss_cls: 2.3816, loss: 2.3816, grad_norm: 4.4423 2020-09-28 00:30:16,748 - mmaction - INFO - Epoch [4][840/940] lr: 1.000e-02, eta: 1 day, 19:11:01, time: 1.673, data_time: 0.002, memory: 8343, top1_acc: 0.4516, top5_acc: 0.7078, loss_cls: 2.3883, loss: 2.3883, grad_norm: 4.4878 2020-09-28 00:30:49,807 - mmaction - INFO - Epoch [4][860/940] lr: 1.000e-02, eta: 1 day, 19:09:54, time: 1.654, data_time: 0.002, memory: 8343, top1_acc: 0.4475, top5_acc: 0.7010, loss_cls: 2.4132, loss: 2.4132, grad_norm: 4.4902 2020-09-28 00:31:24,340 - mmaction - INFO - Epoch [4][880/940] lr: 1.000e-02, eta: 1 day, 19:09:23, time: 1.727, data_time: 0.001, memory: 8343, top1_acc: 0.4521, top5_acc: 0.6992, loss_cls: 2.4173, loss: 2.4173, grad_norm: 4.5169 2020-09-28 00:31:58,928 - mmaction - INFO - Epoch [4][900/940] lr: 1.000e-02, eta: 1 day, 19:08:52, time: 1.729, data_time: 0.001, memory: 8343, top1_acc: 0.4457, top5_acc: 0.7043, loss_cls: 2.4296, loss: 2.4296, grad_norm: 4.5708 2020-09-28 00:32:31,013 - mmaction - INFO - Epoch [4][920/940] lr: 1.000e-02, eta: 1 day, 19:07:21, time: 1.603, data_time: 0.002, memory: 8343, top1_acc: 0.4463, top5_acc: 0.6977, loss_cls: 2.4190, loss: 2.4190, grad_norm: 4.4924 2020-09-28 00:33:01,623 - mmaction - INFO - Epoch [4][940/940] lr: 1.000e-02, eta: 1 day, 19:05:17, time: 1.532, data_time: 0.003, memory: 8343, top1_acc: 0.4514, top5_acc: 0.7026, loss_cls: 2.3960, loss: 2.3960, grad_norm: 4.5116 2020-09-28 00:33:02,559 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-09-28 00:34:02,811 - mmaction - INFO - Epoch [5][20/940] lr: 1.000e-02, eta: 1 day, 19:14:01, time: 2.890, data_time: 2.162, memory: 8343, top1_acc: 0.4514, top5_acc: 0.7105, loss_cls: 2.3651, loss: 2.3651, grad_norm: 4.5230 2020-09-28 00:34:35,816 - mmaction - INFO - Epoch [5][40/940] lr: 1.000e-02, eta: 1 day, 19:12:51, time: 1.650, data_time: 0.787, memory: 8343, top1_acc: 0.4717, top5_acc: 0.7080, loss_cls: 2.3537, loss: 2.3537, grad_norm: 4.4159 2020-09-28 00:35:10,046 - mmaction - INFO - Epoch [5][60/940] lr: 1.000e-02, eta: 1 day, 19:12:10, time: 1.711, data_time: 0.256, memory: 8343, top1_acc: 0.4535, top5_acc: 0.7055, loss_cls: 2.3825, loss: 2.3825, grad_norm: 4.4689 2020-09-28 00:35:44,232 - mmaction - INFO - Epoch [5][80/940] lr: 1.000e-02, eta: 1 day, 19:11:29, time: 1.710, data_time: 0.002, memory: 8343, top1_acc: 0.4609, top5_acc: 0.7029, loss_cls: 2.3731, loss: 2.3731, grad_norm: 4.4541 2020-09-28 00:36:17,495 - mmaction - INFO - Epoch [5][100/940] lr: 1.000e-02, eta: 1 day, 19:10:26, time: 1.663, data_time: 0.001, memory: 8343, top1_acc: 0.4529, top5_acc: 0.7117, loss_cls: 2.3674, loss: 2.3674, grad_norm: 4.5236 2020-09-28 00:36:52,490 - mmaction - INFO - Epoch [5][120/940] lr: 1.000e-02, eta: 1 day, 19:10:03, time: 1.750, data_time: 0.001, memory: 8343, top1_acc: 0.4664, top5_acc: 0.7111, loss_cls: 2.3450, loss: 2.3450, grad_norm: 4.4209 2020-09-28 00:37:25,807 - mmaction - INFO - Epoch [5][140/940] lr: 1.000e-02, eta: 1 day, 19:09:01, time: 1.664, data_time: 0.001, memory: 8343, top1_acc: 0.4547, top5_acc: 0.7041, loss_cls: 2.4051, loss: 2.4051, grad_norm: 4.5173 2020-09-28 00:37:59,646 - mmaction - INFO - Epoch [5][160/940] lr: 1.000e-02, eta: 1 day, 19:08:12, time: 1.694, data_time: 0.003, memory: 8343, top1_acc: 0.4512, top5_acc: 0.7037, loss_cls: 2.3929, loss: 2.3929, grad_norm: 4.5168 2020-09-28 00:38:32,448 - mmaction - INFO - Epoch [5][180/940] lr: 1.000e-02, eta: 1 day, 19:06:59, time: 1.639, data_time: 0.001, memory: 8343, top1_acc: 0.4535, top5_acc: 0.7010, loss_cls: 2.3626, loss: 2.3626, grad_norm: 4.4590 2020-09-28 00:39:05,958 - mmaction - INFO - Epoch [5][200/940] lr: 1.000e-02, eta: 1 day, 19:06:03, time: 1.676, data_time: 0.002, memory: 8343, top1_acc: 0.4658, top5_acc: 0.7068, loss_cls: 2.3521, loss: 2.3521, grad_norm: 4.4828 2020-09-28 00:39:39,421 - mmaction - INFO - Epoch [5][220/940] lr: 1.000e-02, eta: 1 day, 19:05:06, time: 1.673, data_time: 0.002, memory: 8343, top1_acc: 0.4594, top5_acc: 0.7092, loss_cls: 2.3575, loss: 2.3575, grad_norm: 4.4512 2020-09-28 00:40:13,158 - mmaction - INFO - Epoch [5][240/940] lr: 1.000e-02, eta: 1 day, 19:04:15, time: 1.688, data_time: 0.002, memory: 8343, top1_acc: 0.4600, top5_acc: 0.7158, loss_cls: 2.3234, loss: 2.3234, grad_norm: 4.5356 2020-09-28 00:40:45,885 - mmaction - INFO - Epoch [5][260/940] lr: 1.000e-02, eta: 1 day, 19:03:02, time: 1.636, data_time: 0.002, memory: 8343, top1_acc: 0.4607, top5_acc: 0.7119, loss_cls: 2.3522, loss: 2.3522, grad_norm: 4.5680 2020-09-28 00:41:19,977 - mmaction - INFO - Epoch [5][280/940] lr: 1.000e-02, eta: 1 day, 19:02:19, time: 1.704, data_time: 0.001, memory: 8343, top1_acc: 0.4555, top5_acc: 0.7082, loss_cls: 2.3656, loss: 2.3656, grad_norm: 4.5352 2020-09-28 00:41:54,001 - mmaction - INFO - Epoch [5][300/940] lr: 1.000e-02, eta: 1 day, 19:01:35, time: 1.701, data_time: 0.002, memory: 8343, top1_acc: 0.4668, top5_acc: 0.7172, loss_cls: 2.3249, loss: 2.3249, grad_norm: 4.4393 2020-09-28 00:42:28,576 - mmaction - INFO - Epoch [5][320/940] lr: 1.000e-02, eta: 1 day, 19:01:03, time: 1.727, data_time: 0.002, memory: 8343, top1_acc: 0.4691, top5_acc: 0.7096, loss_cls: 2.3311, loss: 2.3311, grad_norm: 4.4406 2020-09-28 00:43:03,809 - mmaction - INFO - Epoch [5][340/940] lr: 1.000e-02, eta: 1 day, 19:00:47, time: 1.764, data_time: 0.004, memory: 8343, top1_acc: 0.4611, top5_acc: 0.7115, loss_cls: 2.3151, loss: 2.3151, grad_norm: 4.4900 2020-09-28 00:43:36,502 - mmaction - INFO - Epoch [5][360/940] lr: 1.000e-02, eta: 1 day, 18:59:34, time: 1.635, data_time: 0.002, memory: 8343, top1_acc: 0.4537, top5_acc: 0.6957, loss_cls: 2.3869, loss: 2.3869, grad_norm: 4.4739 2020-09-28 00:44:10,418 - mmaction - INFO - Epoch [5][380/940] lr: 1.000e-02, eta: 1 day, 18:58:48, time: 1.696, data_time: 0.001, memory: 8343, top1_acc: 0.4662, top5_acc: 0.7088, loss_cls: 2.3585, loss: 2.3585, grad_norm: 4.4837 2020-09-28 00:44:42,581 - mmaction - INFO - Epoch [5][400/940] lr: 1.000e-02, eta: 1 day, 18:57:25, time: 1.607, data_time: 0.002, memory: 8343, top1_acc: 0.4588, top5_acc: 0.7119, loss_cls: 2.3594, loss: 2.3594, grad_norm: 4.5529 2020-09-28 00:45:16,419 - mmaction - INFO - Epoch [5][420/940] lr: 1.000e-02, eta: 1 day, 18:56:38, time: 1.693, data_time: 0.002, memory: 8343, top1_acc: 0.4646, top5_acc: 0.7131, loss_cls: 2.3059, loss: 2.3059, grad_norm: 4.5082 2020-09-28 00:45:50,195 - mmaction - INFO - Epoch [5][440/940] lr: 1.000e-02, eta: 1 day, 18:55:49, time: 1.688, data_time: 0.002, memory: 8343, top1_acc: 0.4373, top5_acc: 0.6875, loss_cls: 2.4387, loss: 2.4387, grad_norm: 4.5756 2020-09-28 00:46:24,261 - mmaction - INFO - Epoch [5][460/940] lr: 1.000e-02, eta: 1 day, 18:55:07, time: 1.704, data_time: 0.002, memory: 8343, top1_acc: 0.4691, top5_acc: 0.7197, loss_cls: 2.3251, loss: 2.3251, grad_norm: 4.4334 2020-09-28 00:46:57,921 - mmaction - INFO - Epoch [5][480/940] lr: 1.000e-02, eta: 1 day, 18:54:17, time: 1.684, data_time: 0.002, memory: 8343, top1_acc: 0.4482, top5_acc: 0.7049, loss_cls: 2.3774, loss: 2.3774, grad_norm: 4.5822 2020-09-28 00:47:31,543 - mmaction - INFO - Epoch [5][500/940] lr: 1.000e-02, eta: 1 day, 18:53:26, time: 1.680, data_time: 0.001, memory: 8343, top1_acc: 0.4602, top5_acc: 0.7133, loss_cls: 2.3488, loss: 2.3488, grad_norm: 4.5769 2020-09-28 00:48:05,526 - mmaction - INFO - Epoch [5][520/940] lr: 1.000e-02, eta: 1 day, 18:52:43, time: 1.700, data_time: 0.002, memory: 8343, top1_acc: 0.4477, top5_acc: 0.7057, loss_cls: 2.3849, loss: 2.3849, grad_norm: 4.5785 2020-09-28 00:48:39,125 - mmaction - INFO - Epoch [5][540/940] lr: 1.000e-02, eta: 1 day, 18:51:51, time: 1.680, data_time: 0.001, memory: 8343, top1_acc: 0.4561, top5_acc: 0.7070, loss_cls: 2.3586, loss: 2.3586, grad_norm: 4.5640 2020-09-28 00:49:14,025 - mmaction - INFO - Epoch [5][560/940] lr: 1.000e-02, eta: 1 day, 18:51:27, time: 1.744, data_time: 0.001, memory: 8343, top1_acc: 0.4617, top5_acc: 0.7150, loss_cls: 2.3497, loss: 2.3497, grad_norm: 4.5507 2020-09-28 00:49:47,622 - mmaction - INFO - Epoch [5][580/940] lr: 1.000e-02, eta: 1 day, 18:50:36, time: 1.680, data_time: 0.002, memory: 8343, top1_acc: 0.4666, top5_acc: 0.7209, loss_cls: 2.3025, loss: 2.3025, grad_norm: 4.5321 2020-09-28 00:50:21,178 - mmaction - INFO - Epoch [5][600/940] lr: 1.000e-02, eta: 1 day, 18:49:44, time: 1.678, data_time: 0.002, memory: 8343, top1_acc: 0.4615, top5_acc: 0.7035, loss_cls: 2.3856, loss: 2.3856, grad_norm: 4.5258 2020-09-28 00:50:54,264 - mmaction - INFO - Epoch [5][620/940] lr: 1.000e-02, eta: 1 day, 18:48:43, time: 1.655, data_time: 0.002, memory: 8343, top1_acc: 0.4711, top5_acc: 0.7191, loss_cls: 2.3136, loss: 2.3136, grad_norm: 4.4413 2020-09-28 00:51:28,932 - mmaction - INFO - Epoch [5][640/940] lr: 1.000e-02, eta: 1 day, 18:48:14, time: 1.733, data_time: 0.002, memory: 8343, top1_acc: 0.4561, top5_acc: 0.7025, loss_cls: 2.3712, loss: 2.3712, grad_norm: 4.4835 2020-09-28 00:52:01,693 - mmaction - INFO - Epoch [5][660/940] lr: 1.000e-02, eta: 1 day, 18:47:06, time: 1.638, data_time: 0.002, memory: 8343, top1_acc: 0.4656, top5_acc: 0.7119, loss_cls: 2.3716, loss: 2.3716, grad_norm: 4.5656 2020-09-28 00:52:36,954 - mmaction - INFO - Epoch [5][680/940] lr: 1.000e-02, eta: 1 day, 18:46:49, time: 1.763, data_time: 0.002, memory: 8343, top1_acc: 0.4656, top5_acc: 0.7098, loss_cls: 2.3608, loss: 2.3608, grad_norm: 4.5105 2020-09-28 00:53:09,824 - mmaction - INFO - Epoch [5][700/940] lr: 1.000e-02, eta: 1 day, 18:45:44, time: 1.643, data_time: 0.001, memory: 8343, top1_acc: 0.4582, top5_acc: 0.7066, loss_cls: 2.3849, loss: 2.3849, grad_norm: 4.5526 2020-09-28 00:53:43,848 - mmaction - INFO - Epoch [5][720/940] lr: 1.000e-02, eta: 1 day, 18:45:03, time: 1.701, data_time: 0.010, memory: 8343, top1_acc: 0.4639, top5_acc: 0.7152, loss_cls: 2.3114, loss: 2.3114, grad_norm: 4.4823 2020-09-28 00:54:17,253 - mmaction - INFO - Epoch [5][740/940] lr: 1.000e-02, eta: 1 day, 18:44:09, time: 1.670, data_time: 0.119, memory: 8343, top1_acc: 0.4646, top5_acc: 0.7170, loss_cls: 2.3417, loss: 2.3417, grad_norm: 4.4993 2020-09-28 00:54:51,437 - mmaction - INFO - Epoch [5][760/940] lr: 1.000e-02, eta: 1 day, 18:43:30, time: 1.709, data_time: 0.371, memory: 8343, top1_acc: 0.4541, top5_acc: 0.7018, loss_cls: 2.3681, loss: 2.3681, grad_norm: 4.5212 2020-09-28 00:55:25,034 - mmaction - INFO - Epoch [5][780/940] lr: 1.000e-02, eta: 1 day, 18:42:41, time: 1.681, data_time: 0.374, memory: 8343, top1_acc: 0.4645, top5_acc: 0.7123, loss_cls: 2.3519, loss: 2.3519, grad_norm: 4.5345 2020-09-28 00:55:59,176 - mmaction - INFO - Epoch [5][800/940] lr: 1.000e-02, eta: 1 day, 18:42:02, time: 1.707, data_time: 0.345, memory: 8343, top1_acc: 0.4670, top5_acc: 0.7016, loss_cls: 2.3730, loss: 2.3730, grad_norm: 4.5172 2020-09-28 00:56:33,024 - mmaction - INFO - Epoch [5][820/940] lr: 1.000e-02, eta: 1 day, 18:41:17, time: 1.693, data_time: 0.233, memory: 8343, top1_acc: 0.4600, top5_acc: 0.7082, loss_cls: 2.3535, loss: 2.3535, grad_norm: 4.4951 2020-09-28 00:57:06,692 - mmaction - INFO - Epoch [5][840/940] lr: 1.000e-02, eta: 1 day, 18:40:29, time: 1.682, data_time: 0.389, memory: 8343, top1_acc: 0.4598, top5_acc: 0.7123, loss_cls: 2.3218, loss: 2.3218, grad_norm: 4.5056 2020-09-28 00:57:39,496 - mmaction - INFO - Epoch [5][860/940] lr: 1.000e-02, eta: 1 day, 18:39:25, time: 1.641, data_time: 0.514, memory: 8343, top1_acc: 0.4594, top5_acc: 0.7061, loss_cls: 2.3705, loss: 2.3705, grad_norm: 4.5500 2020-09-28 00:58:13,354 - mmaction - INFO - Epoch [5][880/940] lr: 1.000e-02, eta: 1 day, 18:38:41, time: 1.693, data_time: 0.259, memory: 8343, top1_acc: 0.4750, top5_acc: 0.7191, loss_cls: 2.3076, loss: 2.3076, grad_norm: 4.5009 2020-09-28 00:58:46,459 - mmaction - INFO - Epoch [5][900/940] lr: 1.000e-02, eta: 1 day, 18:37:42, time: 1.655, data_time: 0.302, memory: 8343, top1_acc: 0.4523, top5_acc: 0.7076, loss_cls: 2.3723, loss: 2.3723, grad_norm: 4.5697 2020-09-28 00:59:21,299 - mmaction - INFO - Epoch [5][920/940] lr: 1.000e-02, eta: 1 day, 18:37:17, time: 1.741, data_time: 0.012, memory: 8343, top1_acc: 0.4477, top5_acc: 0.7008, loss_cls: 2.4161, loss: 2.4161, grad_norm: 4.6355 2020-09-28 00:59:51,751 - mmaction - INFO - Epoch [5][940/940] lr: 1.000e-02, eta: 1 day, 18:35:28, time: 1.522, data_time: 0.007, memory: 8343, top1_acc: 0.4618, top5_acc: 0.7069, loss_cls: 2.3507, loss: 2.3507, grad_norm: 4.5223 2020-09-28 00:59:52,550 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-09-28 01:02:12,908 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 01:02:13,629 - mmaction - INFO - top1_acc 0.5220 top5_acc 0.7785 2020-09-28 01:02:13,630 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 01:02:13,675 - mmaction - INFO - mean_acc 0.5218 2020-09-28 01:02:13,675 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-09-28 01:02:13,696 - mmaction - INFO - Epoch(val) [5][940] top1_acc: 0.5220, top5_acc: 0.7785, mean_class_accuracy: 0.5218 2020-09-28 01:03:15,196 - mmaction - INFO - Epoch [6][20/940] lr: 1.000e-02, eta: 1 day, 18:43:27, time: 3.074, data_time: 2.280, memory: 8343, top1_acc: 0.4744, top5_acc: 0.7256, loss_cls: 2.2784, loss: 2.2784, grad_norm: 4.4933 2020-09-28 01:03:48,367 - mmaction - INFO - Epoch [6][40/940] lr: 1.000e-02, eta: 1 day, 18:42:28, time: 1.656, data_time: 0.783, memory: 8343, top1_acc: 0.4633, top5_acc: 0.7107, loss_cls: 2.3455, loss: 2.3455, grad_norm: 4.5560 2020-09-28 01:04:22,142 - mmaction - INFO - Epoch [6][60/940] lr: 1.000e-02, eta: 1 day, 18:41:42, time: 1.691, data_time: 0.734, memory: 8343, top1_acc: 0.4754, top5_acc: 0.7213, loss_cls: 2.2649, loss: 2.2649, grad_norm: 4.5290 2020-09-28 01:04:58,429 - mmaction - INFO - Epoch [6][80/940] lr: 1.000e-02, eta: 1 day, 18:41:41, time: 1.814, data_time: 0.849, memory: 8343, top1_acc: 0.4654, top5_acc: 0.7121, loss_cls: 2.3381, loss: 2.3381, grad_norm: 4.4832 2020-09-28 01:05:33,573 - mmaction - INFO - Epoch [6][100/940] lr: 1.000e-02, eta: 1 day, 18:41:20, time: 1.757, data_time: 0.351, memory: 8343, top1_acc: 0.4979, top5_acc: 0.7346, loss_cls: 2.2210, loss: 2.2210, grad_norm: 4.4495 2020-09-28 01:06:07,029 - mmaction - INFO - Epoch [6][120/940] lr: 1.000e-02, eta: 1 day, 18:40:27, time: 1.672, data_time: 0.175, memory: 8343, top1_acc: 0.4734, top5_acc: 0.7148, loss_cls: 2.3037, loss: 2.3037, grad_norm: 4.4889 2020-09-28 01:06:41,231 - mmaction - INFO - Epoch [6][140/940] lr: 1.000e-02, eta: 1 day, 18:39:48, time: 1.711, data_time: 0.183, memory: 8343, top1_acc: 0.4725, top5_acc: 0.7219, loss_cls: 2.2848, loss: 2.2848, grad_norm: 4.4796 2020-09-28 01:07:13,467 - mmaction - INFO - Epoch [6][160/940] lr: 1.000e-02, eta: 1 day, 18:38:32, time: 1.611, data_time: 0.152, memory: 8343, top1_acc: 0.4787, top5_acc: 0.7244, loss_cls: 2.2672, loss: 2.2672, grad_norm: 4.5056 2020-09-28 01:07:48,447 - mmaction - INFO - Epoch [6][180/940] lr: 1.000e-02, eta: 1 day, 18:38:08, time: 1.749, data_time: 0.222, memory: 8343, top1_acc: 0.4813, top5_acc: 0.7297, loss_cls: 2.2487, loss: 2.2487, grad_norm: 4.4915 2020-09-28 01:08:22,941 - mmaction - INFO - Epoch [6][200/940] lr: 1.000e-02, eta: 1 day, 18:37:34, time: 1.724, data_time: 0.002, memory: 8343, top1_acc: 0.4740, top5_acc: 0.7195, loss_cls: 2.2659, loss: 2.2659, grad_norm: 4.4322 2020-09-28 01:08:55,495 - mmaction - INFO - Epoch [6][220/940] lr: 1.000e-02, eta: 1 day, 18:36:26, time: 1.629, data_time: 0.002, memory: 8343, top1_acc: 0.4637, top5_acc: 0.7133, loss_cls: 2.3258, loss: 2.3258, grad_norm: 4.5412 2020-09-28 01:09:28,298 - mmaction - INFO - Epoch [6][240/940] lr: 1.000e-02, eta: 1 day, 18:35:22, time: 1.640, data_time: 0.001, memory: 8343, top1_acc: 0.4711, top5_acc: 0.7227, loss_cls: 2.3037, loss: 2.3037, grad_norm: 4.5318 2020-09-28 01:10:02,576 - mmaction - INFO - Epoch [6][260/940] lr: 1.000e-02, eta: 1 day, 18:34:45, time: 1.713, data_time: 0.001, memory: 8343, top1_acc: 0.4791, top5_acc: 0.7219, loss_cls: 2.2671, loss: 2.2671, grad_norm: 4.5488 2020-09-28 01:10:38,507 - mmaction - INFO - Epoch [6][280/940] lr: 1.000e-02, eta: 1 day, 18:34:37, time: 1.796, data_time: 0.002, memory: 8343, top1_acc: 0.4756, top5_acc: 0.7242, loss_cls: 2.2782, loss: 2.2782, grad_norm: 4.5329 2020-09-28 01:11:11,889 - mmaction - INFO - Epoch [6][300/940] lr: 1.000e-02, eta: 1 day, 18:33:44, time: 1.669, data_time: 0.002, memory: 8343, top1_acc: 0.4719, top5_acc: 0.7199, loss_cls: 2.2938, loss: 2.2938, grad_norm: 4.4884 2020-09-28 01:11:45,527 - mmaction - INFO - Epoch [6][320/940] lr: 1.000e-02, eta: 1 day, 18:32:55, time: 1.682, data_time: 0.002, memory: 8343, top1_acc: 0.4732, top5_acc: 0.7213, loss_cls: 2.2672, loss: 2.2672, grad_norm: 4.5202 2020-09-28 01:12:18,319 - mmaction - INFO - Epoch [6][340/940] lr: 1.000e-02, eta: 1 day, 18:31:52, time: 1.640, data_time: 0.002, memory: 8343, top1_acc: 0.4662, top5_acc: 0.7121, loss_cls: 2.2939, loss: 2.2939, grad_norm: 4.5350 2020-09-28 01:12:52,219 - mmaction - INFO - Epoch [6][360/940] lr: 1.000e-02, eta: 1 day, 18:31:08, time: 1.695, data_time: 0.001, memory: 8343, top1_acc: 0.4520, top5_acc: 0.7100, loss_cls: 2.3543, loss: 2.3543, grad_norm: 4.5321 2020-09-28 01:13:26,212 - mmaction - INFO - Epoch [6][380/940] lr: 1.000e-02, eta: 1 day, 18:30:26, time: 1.700, data_time: 0.002, memory: 8343, top1_acc: 0.4715, top5_acc: 0.7182, loss_cls: 2.2799, loss: 2.2799, grad_norm: 4.4517 2020-09-28 01:13:59,475 - mmaction - INFO - Epoch [6][400/940] lr: 1.000e-02, eta: 1 day, 18:29:32, time: 1.663, data_time: 0.002, memory: 8343, top1_acc: 0.4758, top5_acc: 0.7232, loss_cls: 2.2844, loss: 2.2844, grad_norm: 4.4531 2020-09-28 01:14:33,715 - mmaction - INFO - Epoch [6][420/940] lr: 1.000e-02, eta: 1 day, 18:28:54, time: 1.712, data_time: 0.002, memory: 8343, top1_acc: 0.4797, top5_acc: 0.7299, loss_cls: 2.2818, loss: 2.2818, grad_norm: 4.5005 2020-09-28 01:15:08,475 - mmaction - INFO - Epoch [6][440/940] lr: 1.000e-02, eta: 1 day, 18:28:26, time: 1.738, data_time: 0.002, memory: 8343, top1_acc: 0.4787, top5_acc: 0.7283, loss_cls: 2.2656, loss: 2.2656, grad_norm: 4.5022 2020-09-28 01:15:42,727 - mmaction - INFO - Epoch [6][460/940] lr: 1.000e-02, eta: 1 day, 18:27:49, time: 1.713, data_time: 0.002, memory: 8343, top1_acc: 0.4678, top5_acc: 0.7123, loss_cls: 2.3246, loss: 2.3246, grad_norm: 4.5899 2020-09-28 01:16:15,681 - mmaction - INFO - Epoch [6][480/940] lr: 1.000e-02, eta: 1 day, 18:26:49, time: 1.648, data_time: 0.002, memory: 8343, top1_acc: 0.4754, top5_acc: 0.7262, loss_cls: 2.2644, loss: 2.2644, grad_norm: 4.5570 2020-09-28 01:16:48,391 - mmaction - INFO - Epoch [6][500/940] lr: 1.000e-02, eta: 1 day, 18:25:46, time: 1.636, data_time: 0.001, memory: 8343, top1_acc: 0.4740, top5_acc: 0.7197, loss_cls: 2.2805, loss: 2.2805, grad_norm: 4.5856 2020-09-28 01:17:23,473 - mmaction - INFO - Epoch [6][520/940] lr: 1.000e-02, eta: 1 day, 18:25:23, time: 1.753, data_time: 0.001, memory: 8343, top1_acc: 0.4682, top5_acc: 0.7125, loss_cls: 2.3032, loss: 2.3032, grad_norm: 4.5467 2020-09-28 01:17:56,093 - mmaction - INFO - Epoch [6][540/940] lr: 1.000e-02, eta: 1 day, 18:24:18, time: 1.632, data_time: 0.002, memory: 8343, top1_acc: 0.4943, top5_acc: 0.7332, loss_cls: 2.2243, loss: 2.2243, grad_norm: 4.5130 2020-09-28 01:18:30,388 - mmaction - INFO - Epoch [6][560/940] lr: 1.000e-02, eta: 1 day, 18:23:42, time: 1.714, data_time: 0.002, memory: 8343, top1_acc: 0.4732, top5_acc: 0.7205, loss_cls: 2.2847, loss: 2.2847, grad_norm: 4.5583 2020-09-28 01:19:04,458 - mmaction - INFO - Epoch [6][580/940] lr: 1.000e-02, eta: 1 day, 18:23:02, time: 1.704, data_time: 0.002, memory: 8343, top1_acc: 0.4770, top5_acc: 0.7203, loss_cls: 2.3037, loss: 2.3037, grad_norm: 4.5879 2020-09-28 01:19:38,807 - mmaction - INFO - Epoch [6][600/940] lr: 1.000e-02, eta: 1 day, 18:22:27, time: 1.717, data_time: 0.002, memory: 8343, top1_acc: 0.4734, top5_acc: 0.7217, loss_cls: 2.3150, loss: 2.3150, grad_norm: 4.5818 2020-09-28 01:20:13,321 - mmaction - INFO - Epoch [6][620/940] lr: 1.000e-02, eta: 1 day, 18:21:54, time: 1.726, data_time: 0.002, memory: 8343, top1_acc: 0.4621, top5_acc: 0.7145, loss_cls: 2.3250, loss: 2.3250, grad_norm: 4.5938 2020-09-28 01:20:47,764 - mmaction - INFO - Epoch [6][640/940] lr: 1.000e-02, eta: 1 day, 18:21:21, time: 1.723, data_time: 0.002, memory: 8343, top1_acc: 0.4705, top5_acc: 0.7154, loss_cls: 2.2888, loss: 2.2888, grad_norm: 4.5080 2020-09-28 01:21:22,181 - mmaction - INFO - Epoch [6][660/940] lr: 1.000e-02, eta: 1 day, 18:20:47, time: 1.720, data_time: 0.001, memory: 8343, top1_acc: 0.4711, top5_acc: 0.7189, loss_cls: 2.3208, loss: 2.3208, grad_norm: 4.5833 2020-09-28 01:21:56,341 - mmaction - INFO - Epoch [6][680/940] lr: 1.000e-02, eta: 1 day, 18:20:08, time: 1.708, data_time: 0.003, memory: 8343, top1_acc: 0.4746, top5_acc: 0.7188, loss_cls: 2.2708, loss: 2.2708, grad_norm: 4.5051 2020-09-28 01:22:28,760 - mmaction - INFO - Epoch [6][700/940] lr: 1.000e-02, eta: 1 day, 18:19:01, time: 1.621, data_time: 0.003, memory: 8343, top1_acc: 0.4764, top5_acc: 0.7254, loss_cls: 2.2846, loss: 2.2846, grad_norm: 4.5332 2020-09-28 01:23:02,360 - mmaction - INFO - Epoch [6][720/940] lr: 1.000e-02, eta: 1 day, 18:18:14, time: 1.681, data_time: 0.002, memory: 8343, top1_acc: 0.4623, top5_acc: 0.7170, loss_cls: 2.3044, loss: 2.3044, grad_norm: 4.5780 2020-09-28 01:23:37,309 - mmaction - INFO - Epoch [6][740/940] lr: 1.000e-02, eta: 1 day, 18:17:49, time: 1.747, data_time: 0.002, memory: 8343, top1_acc: 0.4619, top5_acc: 0.7203, loss_cls: 2.3121, loss: 2.3121, grad_norm: 4.5991 2020-09-28 01:24:11,712 - mmaction - INFO - Epoch [6][760/940] lr: 1.000e-02, eta: 1 day, 18:17:15, time: 1.720, data_time: 0.002, memory: 8343, top1_acc: 0.4557, top5_acc: 0.7064, loss_cls: 2.3725, loss: 2.3725, grad_norm: 4.6091 2020-09-28 01:24:44,008 - mmaction - INFO - Epoch [6][780/940] lr: 1.000e-02, eta: 1 day, 18:16:07, time: 1.615, data_time: 0.002, memory: 8343, top1_acc: 0.4758, top5_acc: 0.7164, loss_cls: 2.3035, loss: 2.3035, grad_norm: 4.5193 2020-09-28 01:25:17,538 - mmaction - INFO - Epoch [6][800/940] lr: 1.000e-02, eta: 1 day, 18:15:19, time: 1.676, data_time: 0.002, memory: 8343, top1_acc: 0.4709, top5_acc: 0.7219, loss_cls: 2.3081, loss: 2.3081, grad_norm: 4.5689 2020-09-28 01:25:51,950 - mmaction - INFO - Epoch [6][820/940] lr: 1.000e-02, eta: 1 day, 18:14:45, time: 1.721, data_time: 0.002, memory: 8343, top1_acc: 0.4672, top5_acc: 0.7131, loss_cls: 2.3069, loss: 2.3069, grad_norm: 4.5954 2020-09-28 01:26:24,990 - mmaction - INFO - Epoch [6][840/940] lr: 1.000e-02, eta: 1 day, 18:13:49, time: 1.652, data_time: 0.001, memory: 8343, top1_acc: 0.4703, top5_acc: 0.7141, loss_cls: 2.3075, loss: 2.3075, grad_norm: 4.5158 2020-09-28 01:27:00,357 - mmaction - INFO - Epoch [6][860/940] lr: 1.000e-02, eta: 1 day, 18:13:30, time: 1.768, data_time: 0.002, memory: 8343, top1_acc: 0.4723, top5_acc: 0.7193, loss_cls: 2.2878, loss: 2.2878, grad_norm: 4.5175 2020-09-28 01:27:33,257 - mmaction - INFO - Epoch [6][880/940] lr: 1.000e-02, eta: 1 day, 18:12:33, time: 1.645, data_time: 0.003, memory: 8343, top1_acc: 0.4838, top5_acc: 0.7219, loss_cls: 2.2847, loss: 2.2847, grad_norm: 4.5067 2020-09-28 01:28:05,821 - mmaction - INFO - Epoch [6][900/940] lr: 1.000e-02, eta: 1 day, 18:11:30, time: 1.629, data_time: 0.002, memory: 8343, top1_acc: 0.4742, top5_acc: 0.7195, loss_cls: 2.2720, loss: 2.2720, grad_norm: 4.4980 2020-09-28 01:28:40,134 - mmaction - INFO - Epoch [6][920/940] lr: 1.000e-02, eta: 1 day, 18:10:55, time: 1.715, data_time: 0.001, memory: 8343, top1_acc: 0.4852, top5_acc: 0.7225, loss_cls: 2.2783, loss: 2.2783, grad_norm: 4.4578 2020-09-28 01:29:10,037 - mmaction - INFO - Epoch [6][940/940] lr: 1.000e-02, eta: 1 day, 18:09:11, time: 1.496, data_time: 0.002, memory: 8343, top1_acc: 0.4644, top5_acc: 0.7232, loss_cls: 2.3261, loss: 2.3261, grad_norm: 4.6193 2020-09-28 01:29:11,007 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-09-28 01:30:13,385 - mmaction - INFO - Epoch [7][20/940] lr: 1.000e-02, eta: 1 day, 18:15:49, time: 3.103, data_time: 2.416, memory: 8343, top1_acc: 0.4717, top5_acc: 0.7285, loss_cls: 2.2573, loss: 2.2573, grad_norm: 4.5194 2020-09-28 01:30:46,303 - mmaction - INFO - Epoch [7][40/940] lr: 1.000e-02, eta: 1 day, 18:14:51, time: 1.647, data_time: 1.052, memory: 8343, top1_acc: 0.4869, top5_acc: 0.7250, loss_cls: 2.2291, loss: 2.2291, grad_norm: 4.4673 2020-09-28 01:31:18,828 - mmaction - INFO - Epoch [7][60/940] lr: 1.000e-02, eta: 1 day, 18:13:47, time: 1.626, data_time: 0.970, memory: 8343, top1_acc: 0.4836, top5_acc: 0.7223, loss_cls: 2.2520, loss: 2.2520, grad_norm: 4.5104 2020-09-28 01:31:52,877 - mmaction - INFO - Epoch [7][80/940] lr: 1.000e-02, eta: 1 day, 18:13:06, time: 1.703, data_time: 0.863, memory: 8343, top1_acc: 0.4811, top5_acc: 0.7201, loss_cls: 2.2749, loss: 2.2749, grad_norm: 4.4969 2020-09-28 01:32:27,293 - mmaction - INFO - Epoch [7][100/940] lr: 1.000e-02, eta: 1 day, 18:12:32, time: 1.721, data_time: 0.568, memory: 8343, top1_acc: 0.4807, top5_acc: 0.7215, loss_cls: 2.2623, loss: 2.2623, grad_norm: 4.4746 2020-09-28 01:33:00,117 - mmaction - INFO - Epoch [7][120/940] lr: 1.000e-02, eta: 1 day, 18:11:33, time: 1.641, data_time: 0.522, memory: 8343, top1_acc: 0.4768, top5_acc: 0.7369, loss_cls: 2.2241, loss: 2.2241, grad_norm: 4.5253 2020-09-28 01:33:34,589 - mmaction - INFO - Epoch [7][140/940] lr: 1.000e-02, eta: 1 day, 18:10:59, time: 1.723, data_time: 0.340, memory: 8343, top1_acc: 0.4932, top5_acc: 0.7312, loss_cls: 2.2309, loss: 2.2309, grad_norm: 4.4966 2020-09-28 01:34:08,353 - mmaction - INFO - Epoch [7][160/940] lr: 1.000e-02, eta: 1 day, 18:10:14, time: 1.689, data_time: 0.146, memory: 8343, top1_acc: 0.4859, top5_acc: 0.7268, loss_cls: 2.2708, loss: 2.2708, grad_norm: 4.5978 2020-09-28 01:34:42,395 - mmaction - INFO - Epoch [7][180/940] lr: 1.000e-02, eta: 1 day, 18:09:34, time: 1.701, data_time: 0.442, memory: 8343, top1_acc: 0.4762, top5_acc: 0.7174, loss_cls: 2.2847, loss: 2.2847, grad_norm: 4.5676 2020-09-28 01:35:17,552 - mmaction - INFO - Epoch [7][200/940] lr: 1.000e-02, eta: 1 day, 18:09:11, time: 1.758, data_time: 0.416, memory: 8343, top1_acc: 0.4951, top5_acc: 0.7426, loss_cls: 2.1895, loss: 2.1895, grad_norm: 4.4430 2020-09-28 01:35:51,989 - mmaction - INFO - Epoch [7][220/940] lr: 1.000e-02, eta: 1 day, 18:08:36, time: 1.722, data_time: 0.405, memory: 8343, top1_acc: 0.4723, top5_acc: 0.7275, loss_cls: 2.2495, loss: 2.2495, grad_norm: 4.5051 2020-09-28 01:36:26,805 - mmaction - INFO - Epoch [7][240/940] lr: 1.000e-02, eta: 1 day, 18:08:07, time: 1.740, data_time: 0.201, memory: 8343, top1_acc: 0.4953, top5_acc: 0.7363, loss_cls: 2.1981, loss: 2.1981, grad_norm: 4.5076 2020-09-28 01:37:01,077 - mmaction - INFO - Epoch [7][260/940] lr: 1.000e-02, eta: 1 day, 18:07:31, time: 1.715, data_time: 0.007, memory: 8343, top1_acc: 0.4904, top5_acc: 0.7281, loss_cls: 2.2333, loss: 2.2333, grad_norm: 4.4962 2020-09-28 01:37:34,760 - mmaction - INFO - Epoch [7][280/940] lr: 1.000e-02, eta: 1 day, 18:06:45, time: 1.683, data_time: 0.014, memory: 8343, top1_acc: 0.4805, top5_acc: 0.7283, loss_cls: 2.2375, loss: 2.2375, grad_norm: 4.6090 2020-09-28 01:38:08,908 - mmaction - INFO - Epoch [7][300/940] lr: 1.000e-02, eta: 1 day, 18:06:07, time: 1.708, data_time: 0.003, memory: 8343, top1_acc: 0.4813, top5_acc: 0.7354, loss_cls: 2.2211, loss: 2.2211, grad_norm: 4.5567 2020-09-28 01:38:42,295 - mmaction - INFO - Epoch [7][320/940] lr: 1.000e-02, eta: 1 day, 18:05:17, time: 1.669, data_time: 0.002, memory: 8343, top1_acc: 0.4906, top5_acc: 0.7303, loss_cls: 2.2326, loss: 2.2326, grad_norm: 4.5502 2020-09-28 01:39:16,512 - mmaction - INFO - Epoch [7][340/940] lr: 1.000e-02, eta: 1 day, 18:04:40, time: 1.712, data_time: 0.029, memory: 8343, top1_acc: 0.4738, top5_acc: 0.7211, loss_cls: 2.2757, loss: 2.2757, grad_norm: 4.6471 2020-09-28 01:39:51,029 - mmaction - INFO - Epoch [7][360/940] lr: 1.000e-02, eta: 1 day, 18:04:07, time: 1.726, data_time: 0.089, memory: 8343, top1_acc: 0.4895, top5_acc: 0.7254, loss_cls: 2.2548, loss: 2.2548, grad_norm: 4.4998 2020-09-28 01:40:25,867 - mmaction - INFO - Epoch [7][380/940] lr: 1.000e-02, eta: 1 day, 18:03:38, time: 1.741, data_time: 0.062, memory: 8343, top1_acc: 0.4822, top5_acc: 0.7234, loss_cls: 2.2576, loss: 2.2576, grad_norm: 4.5688 2020-09-28 01:40:57,916 - mmaction - INFO - Epoch [7][400/940] lr: 1.000e-02, eta: 1 day, 18:02:30, time: 1.604, data_time: 0.002, memory: 8343, top1_acc: 0.4820, top5_acc: 0.7305, loss_cls: 2.2398, loss: 2.2398, grad_norm: 4.5423 2020-09-28 01:41:30,854 - mmaction - INFO - Epoch [7][420/940] lr: 1.000e-02, eta: 1 day, 18:01:34, time: 1.647, data_time: 0.100, memory: 8343, top1_acc: 0.4799, top5_acc: 0.7330, loss_cls: 2.2194, loss: 2.2194, grad_norm: 4.5703 2020-09-28 01:42:04,376 - mmaction - INFO - Epoch [7][440/940] lr: 1.000e-02, eta: 1 day, 18:00:46, time: 1.676, data_time: 0.088, memory: 8343, top1_acc: 0.4830, top5_acc: 0.7236, loss_cls: 2.2396, loss: 2.2396, grad_norm: 4.5571 2020-09-28 01:42:39,549 - mmaction - INFO - Epoch [7][460/940] lr: 1.000e-02, eta: 1 day, 18:00:23, time: 1.759, data_time: 0.002, memory: 8343, top1_acc: 0.4912, top5_acc: 0.7311, loss_cls: 2.1988, loss: 2.1988, grad_norm: 4.4926 2020-09-28 01:43:13,829 - mmaction - INFO - Epoch [7][480/940] lr: 1.000e-02, eta: 1 day, 17:59:47, time: 1.714, data_time: 0.002, memory: 8343, top1_acc: 0.4867, top5_acc: 0.7268, loss_cls: 2.2565, loss: 2.2565, grad_norm: 4.5346 2020-09-28 01:43:49,126 - mmaction - INFO - Epoch [7][500/940] lr: 1.000e-02, eta: 1 day, 17:59:25, time: 1.765, data_time: 0.002, memory: 8343, top1_acc: 0.4811, top5_acc: 0.7301, loss_cls: 2.2407, loss: 2.2407, grad_norm: 4.5729 2020-09-28 01:44:21,428 - mmaction - INFO - Epoch [7][520/940] lr: 1.000e-02, eta: 1 day, 17:58:20, time: 1.613, data_time: 0.001, memory: 8343, top1_acc: 0.4762, top5_acc: 0.7314, loss_cls: 2.2435, loss: 2.2435, grad_norm: 4.5192 2020-09-28 01:44:55,787 - mmaction - INFO - Epoch [7][540/940] lr: 1.000e-02, eta: 1 day, 17:57:46, time: 1.719, data_time: 0.003, memory: 8343, top1_acc: 0.4734, top5_acc: 0.7252, loss_cls: 2.2718, loss: 2.2718, grad_norm: 4.5922 2020-09-28 01:45:28,620 - mmaction - INFO - Epoch [7][560/940] lr: 1.000e-02, eta: 1 day, 17:56:49, time: 1.641, data_time: 0.021, memory: 8343, top1_acc: 0.4891, top5_acc: 0.7316, loss_cls: 2.2128, loss: 2.2128, grad_norm: 4.5705 2020-09-28 01:46:01,192 - mmaction - INFO - Epoch [7][580/940] lr: 1.000e-02, eta: 1 day, 17:55:49, time: 1.629, data_time: 0.005, memory: 8343, top1_acc: 0.4840, top5_acc: 0.7383, loss_cls: 2.1881, loss: 2.1881, grad_norm: 4.4942 2020-09-28 01:46:37,098 - mmaction - INFO - Epoch [7][600/940] lr: 1.000e-02, eta: 1 day, 17:55:36, time: 1.795, data_time: 0.002, memory: 8343, top1_acc: 0.4752, top5_acc: 0.7221, loss_cls: 2.2746, loss: 2.2746, grad_norm: 4.6024 2020-09-28 01:47:11,593 - mmaction - INFO - Epoch [7][620/940] lr: 1.000e-02, eta: 1 day, 17:55:03, time: 1.725, data_time: 0.002, memory: 8343, top1_acc: 0.4816, top5_acc: 0.7232, loss_cls: 2.2580, loss: 2.2580, grad_norm: 4.6043 2020-09-28 01:47:45,468 - mmaction - INFO - Epoch [7][640/940] lr: 1.000e-02, eta: 1 day, 17:54:21, time: 1.693, data_time: 0.002, memory: 8343, top1_acc: 0.4746, top5_acc: 0.7273, loss_cls: 2.2478, loss: 2.2478, grad_norm: 4.5802 2020-09-28 01:48:20,416 - mmaction - INFO - Epoch [7][660/940] lr: 1.000e-02, eta: 1 day, 17:53:54, time: 1.749, data_time: 0.002, memory: 8343, top1_acc: 0.4752, top5_acc: 0.7266, loss_cls: 2.2443, loss: 2.2443, grad_norm: 4.5198 2020-09-28 01:48:53,099 - mmaction - INFO - Epoch [7][680/940] lr: 1.000e-02, eta: 1 day, 17:52:56, time: 1.632, data_time: 0.001, memory: 8343, top1_acc: 0.4791, top5_acc: 0.7217, loss_cls: 2.2652, loss: 2.2652, grad_norm: 4.5935 2020-09-28 01:49:26,112 - mmaction - INFO - Epoch [7][700/940] lr: 1.000e-02, eta: 1 day, 17:52:02, time: 1.652, data_time: 0.003, memory: 8343, top1_acc: 0.4938, top5_acc: 0.7408, loss_cls: 2.1977, loss: 2.1977, grad_norm: 4.5538 2020-09-28 01:49:59,409 - mmaction - INFO - Epoch [7][720/940] lr: 1.000e-02, eta: 1 day, 17:51:13, time: 1.665, data_time: 0.002, memory: 8343, top1_acc: 0.4857, top5_acc: 0.7275, loss_cls: 2.2155, loss: 2.2155, grad_norm: 4.4928 2020-09-28 01:50:32,934 - mmaction - INFO - Epoch [7][740/940] lr: 1.000e-02, eta: 1 day, 17:50:27, time: 1.677, data_time: 0.002, memory: 8343, top1_acc: 0.4723, top5_acc: 0.7238, loss_cls: 2.2719, loss: 2.2719, grad_norm: 4.5255 2020-09-28 01:51:07,706 - mmaction - INFO - Epoch [7][760/940] lr: 1.000e-02, eta: 1 day, 17:49:58, time: 1.739, data_time: 0.002, memory: 8343, top1_acc: 0.4885, top5_acc: 0.7383, loss_cls: 2.1966, loss: 2.1966, grad_norm: 4.6013 2020-09-28 01:51:39,853 - mmaction - INFO - Epoch [7][780/940] lr: 1.000e-02, eta: 1 day, 17:48:53, time: 1.606, data_time: 0.001, memory: 8343, top1_acc: 0.4818, top5_acc: 0.7252, loss_cls: 2.2539, loss: 2.2539, grad_norm: 4.5719 2020-09-28 01:52:14,704 - mmaction - INFO - Epoch [7][800/940] lr: 1.000e-02, eta: 1 day, 17:48:25, time: 1.743, data_time: 0.002, memory: 8343, top1_acc: 0.4896, top5_acc: 0.7297, loss_cls: 2.2163, loss: 2.2163, grad_norm: 4.6319 2020-09-28 01:52:49,832 - mmaction - INFO - Epoch [7][820/940] lr: 1.000e-02, eta: 1 day, 17:48:01, time: 1.757, data_time: 0.002, memory: 8343, top1_acc: 0.4754, top5_acc: 0.7240, loss_cls: 2.2628, loss: 2.2628, grad_norm: 4.6077 2020-09-28 01:53:24,026 - mmaction - INFO - Epoch [7][840/940] lr: 1.000e-02, eta: 1 day, 17:47:24, time: 1.709, data_time: 0.002, memory: 8343, top1_acc: 0.4859, top5_acc: 0.7295, loss_cls: 2.2404, loss: 2.2404, grad_norm: 4.5897 2020-09-28 01:53:57,684 - mmaction - INFO - Epoch [7][860/940] lr: 1.000e-02, eta: 1 day, 17:46:40, time: 1.683, data_time: 0.003, memory: 8343, top1_acc: 0.4873, top5_acc: 0.7391, loss_cls: 2.2006, loss: 2.2006, grad_norm: 4.5147 2020-09-28 01:54:32,008 - mmaction - INFO - Epoch [7][880/940] lr: 1.000e-02, eta: 1 day, 17:46:05, time: 1.716, data_time: 0.002, memory: 8343, top1_acc: 0.4865, top5_acc: 0.7236, loss_cls: 2.2452, loss: 2.2452, grad_norm: 4.5695 2020-09-28 01:55:07,298 - mmaction - INFO - Epoch [7][900/940] lr: 1.000e-02, eta: 1 day, 17:45:43, time: 1.765, data_time: 0.002, memory: 8343, top1_acc: 0.4889, top5_acc: 0.7248, loss_cls: 2.2348, loss: 2.2348, grad_norm: 4.5285 2020-09-28 01:55:41,412 - mmaction - INFO - Epoch [7][920/940] lr: 1.000e-02, eta: 1 day, 17:45:05, time: 1.705, data_time: 0.002, memory: 8343, top1_acc: 0.4816, top5_acc: 0.7305, loss_cls: 2.2390, loss: 2.2390, grad_norm: 4.6012 2020-09-28 01:56:12,590 - mmaction - INFO - Epoch [7][940/940] lr: 1.000e-02, eta: 1 day, 17:43:48, time: 1.559, data_time: 0.002, memory: 8343, top1_acc: 0.4738, top5_acc: 0.7252, loss_cls: 2.2367, loss: 2.2367, grad_norm: 4.6330 2020-09-28 01:56:13,567 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-09-28 01:57:16,859 - mmaction - INFO - Epoch [8][20/940] lr: 1.000e-02, eta: 1 day, 17:49:16, time: 3.086, data_time: 2.091, memory: 8343, top1_acc: 0.4842, top5_acc: 0.7365, loss_cls: 2.1960, loss: 2.1960, grad_norm: 4.5520 2020-09-28 01:57:51,679 - mmaction - INFO - Epoch [8][40/940] lr: 1.000e-02, eta: 1 day, 17:48:46, time: 1.742, data_time: 0.281, memory: 8343, top1_acc: 0.4848, top5_acc: 0.7262, loss_cls: 2.2205, loss: 2.2205, grad_norm: 4.5644 2020-09-28 01:58:24,905 - mmaction - INFO - Epoch [8][60/940] lr: 1.000e-02, eta: 1 day, 17:47:56, time: 1.661, data_time: 0.182, memory: 8343, top1_acc: 0.4861, top5_acc: 0.7312, loss_cls: 2.2261, loss: 2.2261, grad_norm: 4.5458 2020-09-28 01:58:58,131 - mmaction - INFO - Epoch [8][80/940] lr: 1.000e-02, eta: 1 day, 17:47:05, time: 1.661, data_time: 0.435, memory: 8343, top1_acc: 0.4889, top5_acc: 0.7346, loss_cls: 2.2174, loss: 2.2174, grad_norm: 4.6038 2020-09-28 01:59:31,428 - mmaction - INFO - Epoch [8][100/940] lr: 1.000e-02, eta: 1 day, 17:46:16, time: 1.665, data_time: 0.410, memory: 8343, top1_acc: 0.4887, top5_acc: 0.7365, loss_cls: 2.1988, loss: 2.1988, grad_norm: 4.6175 2020-09-28 02:00:06,562 - mmaction - INFO - Epoch [8][120/940] lr: 1.000e-02, eta: 1 day, 17:45:50, time: 1.757, data_time: 0.335, memory: 8343, top1_acc: 0.4938, top5_acc: 0.7328, loss_cls: 2.1945, loss: 2.1945, grad_norm: 4.5537 2020-09-28 02:00:39,793 - mmaction - INFO - Epoch [8][140/940] lr: 1.000e-02, eta: 1 day, 17:45:00, time: 1.661, data_time: 0.111, memory: 8343, top1_acc: 0.4873, top5_acc: 0.7363, loss_cls: 2.2119, loss: 2.2119, grad_norm: 4.5693 2020-09-28 02:01:14,531 - mmaction - INFO - Epoch [8][160/940] lr: 1.000e-02, eta: 1 day, 17:44:29, time: 1.736, data_time: 0.005, memory: 8343, top1_acc: 0.4719, top5_acc: 0.7281, loss_cls: 2.2637, loss: 2.2637, grad_norm: 4.6112 2020-09-28 02:01:49,499 - mmaction - INFO - Epoch [8][180/940] lr: 1.000e-02, eta: 1 day, 17:44:02, time: 1.749, data_time: 0.003, memory: 8343, top1_acc: 0.4871, top5_acc: 0.7344, loss_cls: 2.2268, loss: 2.2268, grad_norm: 4.5696 2020-09-28 02:02:22,871 - mmaction - INFO - Epoch [8][200/940] lr: 1.000e-02, eta: 1 day, 17:43:13, time: 1.668, data_time: 0.002, memory: 8343, top1_acc: 0.4855, top5_acc: 0.7324, loss_cls: 2.1995, loss: 2.1995, grad_norm: 4.6002 2020-09-28 02:02:56,964 - mmaction - INFO - Epoch [8][220/940] lr: 1.000e-02, eta: 1 day, 17:42:35, time: 1.705, data_time: 0.002, memory: 8343, top1_acc: 0.4986, top5_acc: 0.7350, loss_cls: 2.2025, loss: 2.2025, grad_norm: 4.5955 2020-09-28 02:03:29,900 - mmaction - INFO - Epoch [8][240/940] lr: 1.000e-02, eta: 1 day, 17:41:41, time: 1.647, data_time: 0.001, memory: 8343, top1_acc: 0.4850, top5_acc: 0.7297, loss_cls: 2.1967, loss: 2.1967, grad_norm: 4.5143 2020-09-28 02:04:04,340 - mmaction - INFO - Epoch [8][260/940] lr: 1.000e-02, eta: 1 day, 17:41:07, time: 1.722, data_time: 0.002, memory: 8343, top1_acc: 0.4912, top5_acc: 0.7357, loss_cls: 2.1883, loss: 2.1883, grad_norm: 4.5166 2020-09-28 02:04:39,312 - mmaction - INFO - Epoch [8][280/940] lr: 1.000e-02, eta: 1 day, 17:40:39, time: 1.748, data_time: 0.001, memory: 8343, top1_acc: 0.4930, top5_acc: 0.7303, loss_cls: 2.1880, loss: 2.1880, grad_norm: 4.5327 2020-09-28 02:05:12,815 - mmaction - INFO - Epoch [8][300/940] lr: 1.000e-02, eta: 1 day, 17:39:53, time: 1.675, data_time: 0.002, memory: 8343, top1_acc: 0.4842, top5_acc: 0.7207, loss_cls: 2.2659, loss: 2.2659, grad_norm: 4.5796 2020-09-28 02:05:47,197 - mmaction - INFO - Epoch [8][320/940] lr: 1.000e-02, eta: 1 day, 17:39:18, time: 1.719, data_time: 0.002, memory: 8343, top1_acc: 0.4900, top5_acc: 0.7385, loss_cls: 2.1963, loss: 2.1963, grad_norm: 4.5785 2020-09-28 02:06:21,665 - mmaction - INFO - Epoch [8][340/940] lr: 1.000e-02, eta: 1 day, 17:38:44, time: 1.724, data_time: 0.002, memory: 8343, top1_acc: 0.4826, top5_acc: 0.7303, loss_cls: 2.2513, loss: 2.2513, grad_norm: 4.5453 2020-09-28 02:06:54,922 - mmaction - INFO - Epoch [8][360/940] lr: 1.000e-02, eta: 1 day, 17:37:55, time: 1.663, data_time: 0.002, memory: 8343, top1_acc: 0.4842, top5_acc: 0.7279, loss_cls: 2.2191, loss: 2.2191, grad_norm: 4.5818 2020-09-28 02:07:30,104 - mmaction - INFO - Epoch [8][380/940] lr: 1.000e-02, eta: 1 day, 17:37:29, time: 1.759, data_time: 0.032, memory: 8343, top1_acc: 0.4861, top5_acc: 0.7277, loss_cls: 2.2279, loss: 2.2279, grad_norm: 4.5475 2020-09-28 02:08:03,069 - mmaction - INFO - Epoch [8][400/940] lr: 1.000e-02, eta: 1 day, 17:36:37, time: 1.648, data_time: 0.002, memory: 8343, top1_acc: 0.4838, top5_acc: 0.7271, loss_cls: 2.2233, loss: 2.2233, grad_norm: 4.5801 2020-09-28 02:08:36,341 - mmaction - INFO - Epoch [8][420/940] lr: 1.000e-02, eta: 1 day, 17:35:48, time: 1.664, data_time: 0.002, memory: 8343, top1_acc: 0.4953, top5_acc: 0.7387, loss_cls: 2.1766, loss: 2.1766, grad_norm: 4.5735 2020-09-28 02:09:10,623 - mmaction - INFO - Epoch [8][440/940] lr: 1.000e-02, eta: 1 day, 17:35:12, time: 1.714, data_time: 0.001, memory: 8343, top1_acc: 0.4803, top5_acc: 0.7262, loss_cls: 2.2346, loss: 2.2346, grad_norm: 4.5790 2020-09-28 02:09:44,509 - mmaction - INFO - Epoch [8][460/940] lr: 1.000e-02, eta: 1 day, 17:34:31, time: 1.694, data_time: 0.001, memory: 8343, top1_acc: 0.4805, top5_acc: 0.7236, loss_cls: 2.2510, loss: 2.2510, grad_norm: 4.5605 2020-09-28 02:10:18,390 - mmaction - INFO - Epoch [8][480/940] lr: 1.000e-02, eta: 1 day, 17:33:50, time: 1.694, data_time: 0.002, memory: 8343, top1_acc: 0.4891, top5_acc: 0.7266, loss_cls: 2.2180, loss: 2.2180, grad_norm: 4.5651 2020-09-28 02:10:50,739 - mmaction - INFO - Epoch [8][500/940] lr: 1.000e-02, eta: 1 day, 17:32:50, time: 1.617, data_time: 0.002, memory: 8343, top1_acc: 0.4879, top5_acc: 0.7322, loss_cls: 2.2056, loss: 2.2056, grad_norm: 4.6132 2020-09-28 02:11:25,059 - mmaction - INFO - Epoch [8][520/940] lr: 1.000e-02, eta: 1 day, 17:32:14, time: 1.716, data_time: 0.002, memory: 8343, top1_acc: 0.4840, top5_acc: 0.7334, loss_cls: 2.2366, loss: 2.2366, grad_norm: 4.6494 2020-09-28 02:11:58,876 - mmaction - INFO - Epoch [8][540/940] lr: 1.000e-02, eta: 1 day, 17:31:32, time: 1.691, data_time: 0.002, memory: 8343, top1_acc: 0.4926, top5_acc: 0.7312, loss_cls: 2.2294, loss: 2.2294, grad_norm: 4.5246 2020-09-28 02:12:33,632 - mmaction - INFO - Epoch [8][560/940] lr: 1.000e-02, eta: 1 day, 17:31:02, time: 1.738, data_time: 0.002, memory: 8343, top1_acc: 0.4982, top5_acc: 0.7295, loss_cls: 2.2025, loss: 2.2025, grad_norm: 4.4781 2020-09-28 02:13:07,961 - mmaction - INFO - Epoch [8][580/940] lr: 1.000e-02, eta: 1 day, 17:30:26, time: 1.715, data_time: 0.001, memory: 8343, top1_acc: 0.4957, top5_acc: 0.7449, loss_cls: 2.1585, loss: 2.1585, grad_norm: 4.6046 2020-09-28 02:13:41,524 - mmaction - INFO - Epoch [8][600/940] lr: 1.000e-02, eta: 1 day, 17:29:42, time: 1.678, data_time: 0.002, memory: 8343, top1_acc: 0.4846, top5_acc: 0.7436, loss_cls: 2.2171, loss: 2.2171, grad_norm: 4.6059 2020-09-28 02:14:14,335 - mmaction - INFO - Epoch [8][620/940] lr: 1.000e-02, eta: 1 day, 17:28:48, time: 1.640, data_time: 0.002, memory: 8343, top1_acc: 0.4965, top5_acc: 0.7346, loss_cls: 2.1813, loss: 2.1813, grad_norm: 4.6331 2020-09-28 02:14:48,915 - mmaction - INFO - Epoch [8][640/940] lr: 1.000e-02, eta: 1 day, 17:28:16, time: 1.730, data_time: 0.002, memory: 8343, top1_acc: 0.4830, top5_acc: 0.7293, loss_cls: 2.2576, loss: 2.2576, grad_norm: 4.6716 2020-09-28 02:15:21,998 - mmaction - INFO - Epoch [8][660/940] lr: 1.000e-02, eta: 1 day, 17:27:26, time: 1.654, data_time: 0.298, memory: 8343, top1_acc: 0.4814, top5_acc: 0.7258, loss_cls: 2.2357, loss: 2.2357, grad_norm: 4.5737 2020-09-28 02:15:58,126 - mmaction - INFO - Epoch [8][680/940] lr: 1.000e-02, eta: 1 day, 17:27:12, time: 1.806, data_time: 0.442, memory: 8343, top1_acc: 0.4982, top5_acc: 0.7395, loss_cls: 2.2032, loss: 2.2032, grad_norm: 4.6093 2020-09-28 02:16:30,915 - mmaction - INFO - Epoch [8][700/940] lr: 1.000e-02, eta: 1 day, 17:26:18, time: 1.639, data_time: 0.432, memory: 8343, top1_acc: 0.4807, top5_acc: 0.7195, loss_cls: 2.2508, loss: 2.2508, grad_norm: 4.5522 2020-09-28 02:17:05,931 - mmaction - INFO - Epoch [8][720/940] lr: 1.000e-02, eta: 1 day, 17:25:51, time: 1.751, data_time: 0.109, memory: 8343, top1_acc: 0.4861, top5_acc: 0.7266, loss_cls: 2.2449, loss: 2.2449, grad_norm: 4.6012 2020-09-28 02:17:38,063 - mmaction - INFO - Epoch [8][740/940] lr: 1.000e-02, eta: 1 day, 17:24:49, time: 1.605, data_time: 0.246, memory: 8343, top1_acc: 0.5002, top5_acc: 0.7428, loss_cls: 2.1671, loss: 2.1671, grad_norm: 4.4744 2020-09-28 02:18:12,352 - mmaction - INFO - Epoch [8][760/940] lr: 1.000e-02, eta: 1 day, 17:24:14, time: 1.715, data_time: 0.311, memory: 8343, top1_acc: 0.4846, top5_acc: 0.7295, loss_cls: 2.2547, loss: 2.2547, grad_norm: 4.5403 2020-09-28 02:18:46,430 - mmaction - INFO - Epoch [8][780/940] lr: 1.000e-02, eta: 1 day, 17:23:36, time: 1.704, data_time: 0.244, memory: 8343, top1_acc: 0.4893, top5_acc: 0.7312, loss_cls: 2.2133, loss: 2.2133, grad_norm: 4.5534 2020-09-28 02:19:19,117 - mmaction - INFO - Epoch [8][800/940] lr: 1.000e-02, eta: 1 day, 17:22:41, time: 1.635, data_time: 0.693, memory: 8343, top1_acc: 0.4918, top5_acc: 0.7383, loss_cls: 2.1957, loss: 2.1957, grad_norm: 4.4835 2020-09-28 02:19:53,578 - mmaction - INFO - Epoch [8][820/940] lr: 1.000e-02, eta: 1 day, 17:22:08, time: 1.723, data_time: 1.123, memory: 8343, top1_acc: 0.4822, top5_acc: 0.7242, loss_cls: 2.2415, loss: 2.2415, grad_norm: 4.5631 2020-09-28 02:20:26,260 - mmaction - INFO - Epoch [8][840/940] lr: 1.000e-02, eta: 1 day, 17:21:13, time: 1.634, data_time: 0.900, memory: 8343, top1_acc: 0.5014, top5_acc: 0.7367, loss_cls: 2.1763, loss: 2.1763, grad_norm: 4.6046 2020-09-28 02:21:00,820 - mmaction - INFO - Epoch [8][860/940] lr: 1.000e-02, eta: 1 day, 17:20:41, time: 1.728, data_time: 0.968, memory: 8343, top1_acc: 0.4900, top5_acc: 0.7311, loss_cls: 2.2074, loss: 2.2074, grad_norm: 4.5726 2020-09-28 02:21:34,175 - mmaction - INFO - Epoch [8][880/940] lr: 1.000e-02, eta: 1 day, 17:19:54, time: 1.667, data_time: 0.820, memory: 8343, top1_acc: 0.4922, top5_acc: 0.7422, loss_cls: 2.1625, loss: 2.1625, grad_norm: 4.5115 2020-09-28 02:22:09,010 - mmaction - INFO - Epoch [8][900/940] lr: 1.000e-02, eta: 1 day, 17:19:25, time: 1.742, data_time: 1.006, memory: 8343, top1_acc: 0.4977, top5_acc: 0.7375, loss_cls: 2.2075, loss: 2.2075, grad_norm: 4.5881 2020-09-28 02:22:42,339 - mmaction - INFO - Epoch [8][920/940] lr: 1.000e-02, eta: 1 day, 17:18:38, time: 1.666, data_time: 0.926, memory: 8343, top1_acc: 0.4818, top5_acc: 0.7279, loss_cls: 2.2540, loss: 2.2540, grad_norm: 4.6352 2020-09-28 02:23:13,447 - mmaction - INFO - Epoch [8][940/940] lr: 1.000e-02, eta: 1 day, 17:17:26, time: 1.556, data_time: 0.955, memory: 8343, top1_acc: 0.5039, top5_acc: 0.7514, loss_cls: 2.1652, loss: 2.1652, grad_norm: 4.6344 2020-09-28 02:23:15,635 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-09-28 02:24:21,878 - mmaction - INFO - Epoch [9][20/940] lr: 1.000e-02, eta: 1 day, 17:22:47, time: 3.268, data_time: 2.469, memory: 8343, top1_acc: 0.4990, top5_acc: 0.7418, loss_cls: 2.1667, loss: 2.1667, grad_norm: 4.5552 2020-09-28 02:24:54,428 - mmaction - INFO - Epoch [9][40/940] lr: 1.000e-02, eta: 1 day, 17:21:51, time: 1.628, data_time: 0.904, memory: 8343, top1_acc: 0.5061, top5_acc: 0.7459, loss_cls: 2.1606, loss: 2.1606, grad_norm: 4.5845 2020-09-28 02:25:27,453 - mmaction - INFO - Epoch [9][60/940] lr: 1.000e-02, eta: 1 day, 17:21:00, time: 1.651, data_time: 0.977, memory: 8343, top1_acc: 0.5068, top5_acc: 0.7404, loss_cls: 2.1385, loss: 2.1385, grad_norm: 4.5124 2020-09-28 02:26:01,917 - mmaction - INFO - Epoch [9][80/940] lr: 1.000e-02, eta: 1 day, 17:20:26, time: 1.722, data_time: 1.124, memory: 8343, top1_acc: 0.4951, top5_acc: 0.7305, loss_cls: 2.1809, loss: 2.1809, grad_norm: 4.5421 2020-09-28 02:26:35,482 - mmaction - INFO - Epoch [9][100/940] lr: 1.000e-02, eta: 1 day, 17:19:41, time: 1.679, data_time: 1.078, memory: 8343, top1_acc: 0.4979, top5_acc: 0.7465, loss_cls: 2.1396, loss: 2.1396, grad_norm: 4.5492 2020-09-28 02:27:09,441 - mmaction - INFO - Epoch [9][120/940] lr: 1.000e-02, eta: 1 day, 17:19:01, time: 1.698, data_time: 0.698, memory: 8343, top1_acc: 0.5033, top5_acc: 0.7424, loss_cls: 2.1407, loss: 2.1407, grad_norm: 4.5145 2020-09-28 02:27:43,777 - mmaction - INFO - Epoch [9][140/940] lr: 1.000e-02, eta: 1 day, 17:18:26, time: 1.717, data_time: 0.639, memory: 8343, top1_acc: 0.5033, top5_acc: 0.7467, loss_cls: 2.1477, loss: 2.1477, grad_norm: 4.5492 2020-09-28 02:28:17,319 - mmaction - INFO - Epoch [9][160/940] lr: 1.000e-02, eta: 1 day, 17:17:41, time: 1.677, data_time: 1.059, memory: 8343, top1_acc: 0.4945, top5_acc: 0.7396, loss_cls: 2.1686, loss: 2.1686, grad_norm: 4.5923 2020-09-28 02:28:52,077 - mmaction - INFO - Epoch [9][180/940] lr: 1.000e-02, eta: 1 day, 17:17:10, time: 1.737, data_time: 1.139, memory: 8343, top1_acc: 0.4957, top5_acc: 0.7355, loss_cls: 2.1876, loss: 2.1876, grad_norm: 4.5769 2020-09-28 02:29:26,033 - mmaction - INFO - Epoch [9][200/940] lr: 1.000e-02, eta: 1 day, 17:16:30, time: 1.698, data_time: 1.099, memory: 8343, top1_acc: 0.4906, top5_acc: 0.7449, loss_cls: 2.1757, loss: 2.1757, grad_norm: 4.6394 2020-09-28 02:29:59,065 - mmaction - INFO - Epoch [9][220/940] lr: 1.000e-02, eta: 1 day, 17:15:40, time: 1.651, data_time: 1.052, memory: 8343, top1_acc: 0.4867, top5_acc: 0.7271, loss_cls: 2.2031, loss: 2.2031, grad_norm: 4.6304 2020-09-28 02:30:30,693 - mmaction - INFO - Epoch [9][240/940] lr: 1.000e-02, eta: 1 day, 17:14:35, time: 1.582, data_time: 0.929, memory: 8343, top1_acc: 0.4922, top5_acc: 0.7473, loss_cls: 2.1647, loss: 2.1647, grad_norm: 4.5297 2020-09-28 02:31:06,106 - mmaction - INFO - Epoch [9][260/940] lr: 1.000e-02, eta: 1 day, 17:14:11, time: 1.770, data_time: 0.460, memory: 8343, top1_acc: 0.5051, top5_acc: 0.7367, loss_cls: 2.1495, loss: 2.1495, grad_norm: 4.5096 2020-09-28 02:31:39,438 - mmaction - INFO - Epoch [9][280/940] lr: 1.000e-02, eta: 1 day, 17:13:24, time: 1.666, data_time: 0.002, memory: 8343, top1_acc: 0.5053, top5_acc: 0.7562, loss_cls: 2.1054, loss: 2.1054, grad_norm: 4.5445 2020-09-28 02:32:12,200 - mmaction - INFO - Epoch [9][300/940] lr: 1.000e-02, eta: 1 day, 17:12:31, time: 1.638, data_time: 0.035, memory: 8343, top1_acc: 0.5049, top5_acc: 0.7418, loss_cls: 2.1458, loss: 2.1458, grad_norm: 4.6484 2020-09-28 02:32:47,243 - mmaction - INFO - Epoch [9][320/940] lr: 1.000e-02, eta: 1 day, 17:12:04, time: 1.752, data_time: 0.230, memory: 8343, top1_acc: 0.5023, top5_acc: 0.7295, loss_cls: 2.1945, loss: 2.1945, grad_norm: 4.6485 2020-09-28 02:33:18,964 - mmaction - INFO - Epoch [9][340/940] lr: 1.000e-02, eta: 1 day, 17:11:00, time: 1.587, data_time: 0.113, memory: 8343, top1_acc: 0.5014, top5_acc: 0.7312, loss_cls: 2.1769, loss: 2.1769, grad_norm: 4.5815 2020-09-28 02:33:53,388 - mmaction - INFO - Epoch [9][360/940] lr: 1.000e-02, eta: 1 day, 17:10:25, time: 1.721, data_time: 0.090, memory: 8343, top1_acc: 0.4975, top5_acc: 0.7348, loss_cls: 2.1914, loss: 2.1914, grad_norm: 4.5865 2020-09-28 02:34:26,839 - mmaction - INFO - Epoch [9][380/940] lr: 1.000e-02, eta: 1 day, 17:09:40, time: 1.673, data_time: 0.002, memory: 8343, top1_acc: 0.4900, top5_acc: 0.7311, loss_cls: 2.2291, loss: 2.2291, grad_norm: 4.6259 2020-09-28 02:35:01,132 - mmaction - INFO - Epoch [9][400/940] lr: 1.000e-02, eta: 1 day, 17:09:04, time: 1.714, data_time: 0.308, memory: 8343, top1_acc: 0.5049, top5_acc: 0.7400, loss_cls: 2.1446, loss: 2.1446, grad_norm: 4.4828 2020-09-28 02:35:35,210 - mmaction - INFO - Epoch [9][420/940] lr: 1.000e-02, eta: 1 day, 17:08:26, time: 1.705, data_time: 0.423, memory: 8343, top1_acc: 0.4939, top5_acc: 0.7387, loss_cls: 2.1867, loss: 2.1867, grad_norm: 4.5887 2020-09-28 02:36:10,577 - mmaction - INFO - Epoch [9][440/940] lr: 1.000e-02, eta: 1 day, 17:08:02, time: 1.768, data_time: 0.275, memory: 8343, top1_acc: 0.4994, top5_acc: 0.7447, loss_cls: 2.1422, loss: 2.1422, grad_norm: 4.5115 2020-09-28 02:36:42,669 - mmaction - INFO - Epoch [9][460/940] lr: 1.000e-02, eta: 1 day, 17:07:03, time: 1.605, data_time: 0.459, memory: 8343, top1_acc: 0.4979, top5_acc: 0.7414, loss_cls: 2.1693, loss: 2.1693, grad_norm: 4.5579 2020-09-28 02:37:16,266 - mmaction - INFO - Epoch [9][480/940] lr: 1.000e-02, eta: 1 day, 17:06:19, time: 1.679, data_time: 0.365, memory: 8343, top1_acc: 0.5051, top5_acc: 0.7449, loss_cls: 2.1128, loss: 2.1128, grad_norm: 4.5614 2020-09-28 02:37:48,994 - mmaction - INFO - Epoch [9][500/940] lr: 1.000e-02, eta: 1 day, 17:05:27, time: 1.637, data_time: 0.050, memory: 8343, top1_acc: 0.5043, top5_acc: 0.7387, loss_cls: 2.1510, loss: 2.1510, grad_norm: 4.4788 2020-09-28 02:38:22,908 - mmaction - INFO - Epoch [9][520/940] lr: 1.000e-02, eta: 1 day, 17:04:47, time: 1.695, data_time: 0.041, memory: 8343, top1_acc: 0.5037, top5_acc: 0.7439, loss_cls: 2.1507, loss: 2.1507, grad_norm: 4.5702 2020-09-28 02:38:57,696 - mmaction - INFO - Epoch [9][540/940] lr: 1.000e-02, eta: 1 day, 17:04:17, time: 1.740, data_time: 0.026, memory: 8343, top1_acc: 0.5004, top5_acc: 0.7283, loss_cls: 2.2079, loss: 2.2079, grad_norm: 4.5208 2020-09-28 02:39:31,230 - mmaction - INFO - Epoch [9][560/940] lr: 1.000e-02, eta: 1 day, 17:03:33, time: 1.677, data_time: 0.001, memory: 8343, top1_acc: 0.4820, top5_acc: 0.7312, loss_cls: 2.2532, loss: 2.2532, grad_norm: 4.6448 2020-09-28 02:40:05,403 - mmaction - INFO - Epoch [9][580/940] lr: 1.000e-02, eta: 1 day, 17:02:56, time: 1.708, data_time: 0.019, memory: 8343, top1_acc: 0.5049, top5_acc: 0.7400, loss_cls: 2.1547, loss: 2.1547, grad_norm: 4.5412 2020-09-28 02:40:39,110 - mmaction - INFO - Epoch [9][600/940] lr: 1.000e-02, eta: 1 day, 17:02:14, time: 1.686, data_time: 0.017, memory: 8343, top1_acc: 0.4879, top5_acc: 0.7387, loss_cls: 2.1970, loss: 2.1970, grad_norm: 4.6578 2020-09-28 02:41:13,050 - mmaction - INFO - Epoch [9][620/940] lr: 1.000e-02, eta: 1 day, 17:01:35, time: 1.697, data_time: 0.183, memory: 8343, top1_acc: 0.4889, top5_acc: 0.7400, loss_cls: 2.1931, loss: 2.1931, grad_norm: 4.5795 2020-09-28 02:41:47,008 - mmaction - INFO - Epoch [9][640/940] lr: 1.000e-02, eta: 1 day, 17:00:56, time: 1.698, data_time: 0.118, memory: 8343, top1_acc: 0.4957, top5_acc: 0.7449, loss_cls: 2.1241, loss: 2.1241, grad_norm: 4.4982 2020-09-28 02:42:21,667 - mmaction - INFO - Epoch [9][660/940] lr: 1.000e-02, eta: 1 day, 17:00:24, time: 1.732, data_time: 0.001, memory: 8343, top1_acc: 0.4949, top5_acc: 0.7379, loss_cls: 2.1787, loss: 2.1787, grad_norm: 4.5375 2020-09-28 02:42:55,270 - mmaction - INFO - Epoch [9][680/940] lr: 1.000e-02, eta: 1 day, 16:59:41, time: 1.681, data_time: 0.013, memory: 8343, top1_acc: 0.4957, top5_acc: 0.7432, loss_cls: 2.1547, loss: 2.1547, grad_norm: 4.5877 2020-09-28 02:43:28,790 - mmaction - INFO - Epoch [9][700/940] lr: 1.000e-02, eta: 1 day, 16:58:58, time: 1.676, data_time: 0.119, memory: 8343, top1_acc: 0.4936, top5_acc: 0.7361, loss_cls: 2.1902, loss: 2.1902, grad_norm: 4.6255 2020-09-28 02:44:03,981 - mmaction - INFO - Epoch [9][720/940] lr: 1.000e-02, eta: 1 day, 16:58:32, time: 1.760, data_time: 0.064, memory: 8343, top1_acc: 0.4979, top5_acc: 0.7365, loss_cls: 2.1752, loss: 2.1752, grad_norm: 4.5490 2020-09-28 02:44:37,775 - mmaction - INFO - Epoch [9][740/940] lr: 1.000e-02, eta: 1 day, 16:57:51, time: 1.689, data_time: 0.001, memory: 8343, top1_acc: 0.4893, top5_acc: 0.7334, loss_cls: 2.2136, loss: 2.2136, grad_norm: 4.5602 2020-09-28 02:45:10,881 - mmaction - INFO - Epoch [9][760/940] lr: 1.000e-02, eta: 1 day, 16:57:03, time: 1.656, data_time: 0.002, memory: 8343, top1_acc: 0.4891, top5_acc: 0.7295, loss_cls: 2.2091, loss: 2.2091, grad_norm: 4.5638 2020-09-28 02:45:44,794 - mmaction - INFO - Epoch [9][780/940] lr: 1.000e-02, eta: 1 day, 16:56:24, time: 1.695, data_time: 0.001, memory: 8343, top1_acc: 0.5039, top5_acc: 0.7422, loss_cls: 2.1440, loss: 2.1440, grad_norm: 4.5566 2020-09-28 02:46:18,091 - mmaction - INFO - Epoch [9][800/940] lr: 1.000e-02, eta: 1 day, 16:55:38, time: 1.665, data_time: 0.001, memory: 8343, top1_acc: 0.4914, top5_acc: 0.7348, loss_cls: 2.2024, loss: 2.2024, grad_norm: 4.6558 2020-09-28 02:46:51,297 - mmaction - INFO - Epoch [9][820/940] lr: 1.000e-02, eta: 1 day, 16:54:51, time: 1.659, data_time: 0.001, memory: 8343, top1_acc: 0.5004, top5_acc: 0.7465, loss_cls: 2.1367, loss: 2.1367, grad_norm: 4.4587 2020-09-28 02:47:25,863 - mmaction - INFO - Epoch [9][840/940] lr: 1.000e-02, eta: 1 day, 16:54:19, time: 1.729, data_time: 0.002, memory: 8343, top1_acc: 0.4893, top5_acc: 0.7301, loss_cls: 2.2161, loss: 2.2161, grad_norm: 4.5902 2020-09-28 02:48:01,225 - mmaction - INFO - Epoch [9][860/940] lr: 1.000e-02, eta: 1 day, 16:53:54, time: 1.768, data_time: 0.001, memory: 8343, top1_acc: 0.4910, top5_acc: 0.7318, loss_cls: 2.2272, loss: 2.2272, grad_norm: 4.6681 2020-09-28 02:48:34,158 - mmaction - INFO - Epoch [9][880/940] lr: 1.000e-02, eta: 1 day, 16:53:05, time: 1.647, data_time: 0.001, memory: 8343, top1_acc: 0.5014, top5_acc: 0.7426, loss_cls: 2.1568, loss: 2.1568, grad_norm: 4.5107 2020-09-28 02:49:10,796 - mmaction - INFO - Epoch [9][900/940] lr: 1.000e-02, eta: 1 day, 16:52:54, time: 1.831, data_time: 0.002, memory: 8343, top1_acc: 0.4918, top5_acc: 0.7346, loss_cls: 2.2253, loss: 2.2253, grad_norm: 4.6484 2020-09-28 02:49:43,461 - mmaction - INFO - Epoch [9][920/940] lr: 1.000e-02, eta: 1 day, 16:52:02, time: 1.633, data_time: 0.011, memory: 8343, top1_acc: 0.4844, top5_acc: 0.7393, loss_cls: 2.2009, loss: 2.2009, grad_norm: 4.6663 2020-09-28 02:50:12,632 - mmaction - INFO - Epoch [9][940/940] lr: 1.000e-02, eta: 1 day, 16:50:35, time: 1.459, data_time: 0.085, memory: 8343, top1_acc: 0.5014, top5_acc: 0.7380, loss_cls: 2.1718, loss: 2.1718, grad_norm: 4.5397 2020-09-28 02:50:13,415 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-09-28 02:51:15,544 - mmaction - INFO - Epoch [10][20/940] lr: 1.000e-02, eta: 1 day, 16:54:27, time: 3.044, data_time: 1.357, memory: 8343, top1_acc: 0.4895, top5_acc: 0.7402, loss_cls: 2.1696, loss: 2.1696, grad_norm: 4.5160 2020-09-28 02:51:49,740 - mmaction - INFO - Epoch [10][40/940] lr: 1.000e-02, eta: 1 day, 16:53:51, time: 1.709, data_time: 0.001, memory: 8343, top1_acc: 0.5047, top5_acc: 0.7510, loss_cls: 2.1189, loss: 2.1189, grad_norm: 4.4797 2020-09-28 02:52:22,929 - mmaction - INFO - Epoch [10][60/940] lr: 1.000e-02, eta: 1 day, 16:53:04, time: 1.659, data_time: 0.002, memory: 8343, top1_acc: 0.5051, top5_acc: 0.7379, loss_cls: 2.1474, loss: 2.1474, grad_norm: 4.5209 2020-09-28 02:52:55,971 - mmaction - INFO - Epoch [10][80/940] lr: 1.000e-02, eta: 1 day, 16:52:15, time: 1.652, data_time: 0.002, memory: 8343, top1_acc: 0.5055, top5_acc: 0.7443, loss_cls: 2.1302, loss: 2.1302, grad_norm: 4.5431 2020-09-28 02:53:30,795 - mmaction - INFO - Epoch [10][100/940] lr: 1.000e-02, eta: 1 day, 16:51:45, time: 1.741, data_time: 0.015, memory: 8343, top1_acc: 0.5039, top5_acc: 0.7387, loss_cls: 2.1519, loss: 2.1519, grad_norm: 4.5307 2020-09-28 02:54:05,039 - mmaction - INFO - Epoch [10][120/940] lr: 1.000e-02, eta: 1 day, 16:51:08, time: 1.713, data_time: 0.009, memory: 8343, top1_acc: 0.4855, top5_acc: 0.7375, loss_cls: 2.1662, loss: 2.1662, grad_norm: 4.4947 2020-09-28 02:54:36,834 - mmaction - INFO - Epoch [10][140/940] lr: 1.000e-02, eta: 1 day, 16:50:08, time: 1.590, data_time: 0.001, memory: 8343, top1_acc: 0.5104, top5_acc: 0.7441, loss_cls: 2.1226, loss: 2.1226, grad_norm: 4.4708 2020-09-28 02:55:09,440 - mmaction - INFO - Epoch [10][160/940] lr: 1.000e-02, eta: 1 day, 16:49:15, time: 1.630, data_time: 0.001, memory: 8343, top1_acc: 0.5100, top5_acc: 0.7492, loss_cls: 2.1192, loss: 2.1192, grad_norm: 4.5070 2020-09-28 02:55:44,164 - mmaction - INFO - Epoch [10][180/940] lr: 1.000e-02, eta: 1 day, 16:48:44, time: 1.736, data_time: 0.002, memory: 8343, top1_acc: 0.5090, top5_acc: 0.7457, loss_cls: 2.1251, loss: 2.1251, grad_norm: 4.4970 2020-09-28 02:56:19,081 - mmaction - INFO - Epoch [10][200/940] lr: 1.000e-02, eta: 1 day, 16:48:14, time: 1.746, data_time: 0.001, memory: 8343, top1_acc: 0.4951, top5_acc: 0.7396, loss_cls: 2.1490, loss: 2.1490, grad_norm: 4.6303 2020-09-28 02:56:52,731 - mmaction - INFO - Epoch [10][220/940] lr: 1.000e-02, eta: 1 day, 16:47:32, time: 1.681, data_time: 0.001, memory: 8343, top1_acc: 0.5098, top5_acc: 0.7465, loss_cls: 2.0943, loss: 2.0943, grad_norm: 4.5713 2020-09-28 02:57:27,318 - mmaction - INFO - Epoch [10][240/940] lr: 1.000e-02, eta: 1 day, 16:46:59, time: 1.730, data_time: 0.002, memory: 8343, top1_acc: 0.5137, top5_acc: 0.7447, loss_cls: 2.0978, loss: 2.0978, grad_norm: 4.5728 2020-09-28 02:57:59,781 - mmaction - INFO - Epoch [10][260/940] lr: 1.000e-02, eta: 1 day, 16:46:06, time: 1.623, data_time: 0.002, memory: 8343, top1_acc: 0.5008, top5_acc: 0.7527, loss_cls: 2.1350, loss: 2.1350, grad_norm: 4.5796 2020-09-28 02:58:34,509 - mmaction - INFO - Epoch [10][280/940] lr: 1.000e-02, eta: 1 day, 16:45:34, time: 1.737, data_time: 0.002, memory: 8343, top1_acc: 0.5059, top5_acc: 0.7471, loss_cls: 2.1307, loss: 2.1307, grad_norm: 4.5815 2020-09-28 02:59:08,973 - mmaction - INFO - Epoch [10][300/940] lr: 1.000e-02, eta: 1 day, 16:45:00, time: 1.723, data_time: 0.001, memory: 8343, top1_acc: 0.5041, top5_acc: 0.7445, loss_cls: 2.1555, loss: 2.1555, grad_norm: 4.5869 2020-09-28 02:59:42,194 - mmaction - INFO - Epoch [10][320/940] lr: 1.000e-02, eta: 1 day, 16:44:14, time: 1.661, data_time: 0.001, memory: 8343, top1_acc: 0.5078, top5_acc: 0.7486, loss_cls: 2.1332, loss: 2.1332, grad_norm: 4.5616 2020-09-28 03:00:16,678 - mmaction - INFO - Epoch [10][340/940] lr: 1.000e-02, eta: 1 day, 16:43:40, time: 1.724, data_time: 0.001, memory: 8343, top1_acc: 0.5254, top5_acc: 0.7555, loss_cls: 2.0767, loss: 2.0767, grad_norm: 4.5602 2020-09-28 03:00:52,073 - mmaction - INFO - Epoch [10][360/940] lr: 1.000e-02, eta: 1 day, 16:43:15, time: 1.770, data_time: 0.002, memory: 8343, top1_acc: 0.5096, top5_acc: 0.7328, loss_cls: 2.1820, loss: 2.1820, grad_norm: 4.6306 2020-09-28 03:01:26,277 - mmaction - INFO - Epoch [10][380/940] lr: 1.000e-02, eta: 1 day, 16:42:39, time: 1.709, data_time: 0.001, memory: 8343, top1_acc: 0.5047, top5_acc: 0.7477, loss_cls: 2.1264, loss: 2.1264, grad_norm: 4.5783 2020-09-28 03:02:00,465 - mmaction - INFO - Epoch [10][400/940] lr: 1.000e-02, eta: 1 day, 16:42:02, time: 1.710, data_time: 0.002, memory: 8343, top1_acc: 0.5109, top5_acc: 0.7400, loss_cls: 2.1592, loss: 2.1592, grad_norm: 4.5319 2020-09-28 03:02:33,557 - mmaction - INFO - Epoch [10][420/940] lr: 1.000e-02, eta: 1 day, 16:41:15, time: 1.655, data_time: 0.119, memory: 8343, top1_acc: 0.5008, top5_acc: 0.7352, loss_cls: 2.2002, loss: 2.2002, grad_norm: 4.5859 2020-09-28 03:03:05,941 - mmaction - INFO - Epoch [10][440/940] lr: 1.000e-02, eta: 1 day, 16:40:21, time: 1.618, data_time: 0.085, memory: 8343, top1_acc: 0.5125, top5_acc: 0.7438, loss_cls: 2.1270, loss: 2.1270, grad_norm: 4.4863 2020-09-28 03:03:38,970 - mmaction - INFO - Epoch [10][460/940] lr: 1.000e-02, eta: 1 day, 16:39:34, time: 1.652, data_time: 0.003, memory: 8343, top1_acc: 0.4984, top5_acc: 0.7361, loss_cls: 2.1691, loss: 2.1691, grad_norm: 4.5291 2020-09-28 03:04:13,353 - mmaction - INFO - Epoch [10][480/940] lr: 1.000e-02, eta: 1 day, 16:38:59, time: 1.718, data_time: 0.001, memory: 8343, top1_acc: 0.5020, top5_acc: 0.7379, loss_cls: 2.1666, loss: 2.1666, grad_norm: 4.5392 2020-09-28 03:04:46,480 - mmaction - INFO - Epoch [10][500/940] lr: 1.000e-02, eta: 1 day, 16:38:12, time: 1.657, data_time: 0.002, memory: 8343, top1_acc: 0.5031, top5_acc: 0.7436, loss_cls: 2.1468, loss: 2.1468, grad_norm: 4.6275 2020-09-28 03:05:20,480 - mmaction - INFO - Epoch [10][520/940] lr: 1.000e-02, eta: 1 day, 16:37:34, time: 1.699, data_time: 0.002, memory: 8343, top1_acc: 0.4969, top5_acc: 0.7367, loss_cls: 2.1832, loss: 2.1832, grad_norm: 4.5505 2020-09-28 03:05:54,101 - mmaction - INFO - Epoch [10][540/940] lr: 1.000e-02, eta: 1 day, 16:36:52, time: 1.682, data_time: 0.003, memory: 8343, top1_acc: 0.5000, top5_acc: 0.7445, loss_cls: 2.1606, loss: 2.1606, grad_norm: 4.5811 2020-09-28 03:06:27,589 - mmaction - INFO - Epoch [10][560/940] lr: 1.000e-02, eta: 1 day, 16:36:09, time: 1.673, data_time: 0.001, memory: 8343, top1_acc: 0.4891, top5_acc: 0.7426, loss_cls: 2.1680, loss: 2.1680, grad_norm: 4.5290 2020-09-28 03:07:01,796 - mmaction - INFO - Epoch [10][580/940] lr: 1.000e-02, eta: 1 day, 16:35:33, time: 1.711, data_time: 0.024, memory: 8343, top1_acc: 0.4920, top5_acc: 0.7449, loss_cls: 2.1499, loss: 2.1499, grad_norm: 4.5605 2020-09-28 03:07:35,288 - mmaction - INFO - Epoch [10][600/940] lr: 1.000e-02, eta: 1 day, 16:34:50, time: 1.675, data_time: 0.427, memory: 8343, top1_acc: 0.5070, top5_acc: 0.7406, loss_cls: 2.1297, loss: 2.1297, grad_norm: 4.4784 2020-09-28 03:08:10,045 - mmaction - INFO - Epoch [10][620/940] lr: 1.000e-02, eta: 1 day, 16:34:19, time: 1.738, data_time: 0.025, memory: 8343, top1_acc: 0.5174, top5_acc: 0.7488, loss_cls: 2.1003, loss: 2.1003, grad_norm: 4.4892 2020-09-28 03:08:45,133 - mmaction - INFO - Epoch [10][640/940] lr: 1.000e-02, eta: 1 day, 16:33:51, time: 1.755, data_time: 0.002, memory: 8343, top1_acc: 0.5070, top5_acc: 0.7502, loss_cls: 2.1036, loss: 2.1036, grad_norm: 4.5421 2020-09-28 03:09:18,053 - mmaction - INFO - Epoch [10][660/940] lr: 1.000e-02, eta: 1 day, 16:33:03, time: 1.646, data_time: 0.001, memory: 8343, top1_acc: 0.5023, top5_acc: 0.7412, loss_cls: 2.1508, loss: 2.1508, grad_norm: 4.6048 2020-09-28 03:09:52,580 - mmaction - INFO - Epoch [10][680/940] lr: 1.000e-02, eta: 1 day, 16:32:30, time: 1.726, data_time: 0.001, memory: 8343, top1_acc: 0.5049, top5_acc: 0.7494, loss_cls: 2.1336, loss: 2.1336, grad_norm: 4.5692 2020-09-28 03:10:25,047 - mmaction - INFO - Epoch [10][700/940] lr: 1.000e-02, eta: 1 day, 16:31:37, time: 1.623, data_time: 0.002, memory: 8343, top1_acc: 0.5033, top5_acc: 0.7510, loss_cls: 2.1006, loss: 2.1006, grad_norm: 4.5038 2020-09-28 03:10:58,235 - mmaction - INFO - Epoch [10][720/940] lr: 1.000e-02, eta: 1 day, 16:30:52, time: 1.660, data_time: 0.084, memory: 8343, top1_acc: 0.4990, top5_acc: 0.7322, loss_cls: 2.1860, loss: 2.1860, grad_norm: 4.6500 2020-09-28 03:11:32,904 - mmaction - INFO - Epoch [10][740/940] lr: 1.000e-02, eta: 1 day, 16:30:20, time: 1.733, data_time: 0.178, memory: 8343, top1_acc: 0.5186, top5_acc: 0.7535, loss_cls: 2.0879, loss: 2.0879, grad_norm: 4.5175 2020-09-28 03:12:06,491 - mmaction - INFO - Epoch [10][760/940] lr: 1.000e-02, eta: 1 day, 16:29:38, time: 1.679, data_time: 0.002, memory: 8343, top1_acc: 0.5092, top5_acc: 0.7508, loss_cls: 2.1139, loss: 2.1139, grad_norm: 4.6240 2020-09-28 03:12:40,948 - mmaction - INFO - Epoch [10][780/940] lr: 1.000e-02, eta: 1 day, 16:29:05, time: 1.723, data_time: 0.002, memory: 8343, top1_acc: 0.5064, top5_acc: 0.7479, loss_cls: 2.1229, loss: 2.1229, grad_norm: 4.6297 2020-09-28 03:13:16,388 - mmaction - INFO - Epoch [10][800/940] lr: 1.000e-02, eta: 1 day, 16:28:40, time: 1.772, data_time: 0.001, memory: 8343, top1_acc: 0.5084, top5_acc: 0.7465, loss_cls: 2.1055, loss: 2.1055, grad_norm: 4.5665 2020-09-28 03:13:48,532 - mmaction - INFO - Epoch [10][820/940] lr: 1.000e-02, eta: 1 day, 16:27:45, time: 1.607, data_time: 0.002, memory: 8343, top1_acc: 0.5037, top5_acc: 0.7373, loss_cls: 2.1737, loss: 2.1737, grad_norm: 4.6304 2020-09-28 03:14:22,963 - mmaction - INFO - Epoch [10][840/940] lr: 1.000e-02, eta: 1 day, 16:27:11, time: 1.722, data_time: 0.002, memory: 8343, top1_acc: 0.5002, top5_acc: 0.7424, loss_cls: 2.1479, loss: 2.1479, grad_norm: 4.6018 2020-09-28 03:14:58,588 - mmaction - INFO - Epoch [10][860/940] lr: 1.000e-02, eta: 1 day, 16:26:48, time: 1.780, data_time: 0.001, memory: 8343, top1_acc: 0.5020, top5_acc: 0.7381, loss_cls: 2.1539, loss: 2.1539, grad_norm: 4.5904 2020-09-28 03:15:32,644 - mmaction - INFO - Epoch [10][880/940] lr: 1.000e-02, eta: 1 day, 16:26:10, time: 1.703, data_time: 0.002, memory: 8343, top1_acc: 0.5090, top5_acc: 0.7363, loss_cls: 2.1431, loss: 2.1431, grad_norm: 4.4835 2020-09-28 03:16:06,573 - mmaction - INFO - Epoch [10][900/940] lr: 1.000e-02, eta: 1 day, 16:25:32, time: 1.696, data_time: 0.002, memory: 8343, top1_acc: 0.4988, top5_acc: 0.7465, loss_cls: 2.1365, loss: 2.1365, grad_norm: 4.5679 2020-09-28 03:16:41,716 - mmaction - INFO - Epoch [10][920/940] lr: 1.000e-02, eta: 1 day, 16:25:04, time: 1.757, data_time: 0.003, memory: 8343, top1_acc: 0.5115, top5_acc: 0.7451, loss_cls: 2.1042, loss: 2.1042, grad_norm: 4.5319 2020-09-28 03:17:12,104 - mmaction - INFO - Epoch [10][940/940] lr: 1.000e-02, eta: 1 day, 16:23:54, time: 1.521, data_time: 0.003, memory: 8343, top1_acc: 0.5035, top5_acc: 0.7402, loss_cls: 2.1306, loss: 2.1306, grad_norm: 4.6164 2020-09-28 03:17:14,397 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-09-28 03:19:35,028 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 03:19:35,710 - mmaction - INFO - top1_acc 0.5636 top5_acc 0.8073 2020-09-28 03:19:35,711 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 03:19:35,756 - mmaction - INFO - mean_acc 0.5634 2020-09-28 03:19:35,757 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-09-28 03:19:35,770 - mmaction - INFO - Epoch(val) [10][940] top1_acc: 0.5636, top5_acc: 0.8073, mean_class_accuracy: 0.5634 2020-09-28 03:20:35,588 - mmaction - INFO - Epoch [11][20/940] lr: 1.000e-02, eta: 1 day, 16:27:08, time: 2.990, data_time: 2.298, memory: 8343, top1_acc: 0.5127, top5_acc: 0.7543, loss_cls: 2.0948, loss: 2.0948, grad_norm: 4.5368 2020-09-28 03:21:09,460 - mmaction - INFO - Epoch [11][40/940] lr: 1.000e-02, eta: 1 day, 16:26:28, time: 1.694, data_time: 0.683, memory: 8343, top1_acc: 0.5203, top5_acc: 0.7529, loss_cls: 2.0956, loss: 2.0956, grad_norm: 4.5752 2020-09-28 03:21:43,122 - mmaction - INFO - Epoch [11][60/940] lr: 1.000e-02, eta: 1 day, 16:25:47, time: 1.684, data_time: 0.296, memory: 8343, top1_acc: 0.4967, top5_acc: 0.7395, loss_cls: 2.1649, loss: 2.1649, grad_norm: 4.5328 2020-09-28 03:22:19,172 - mmaction - INFO - Epoch [11][80/940] lr: 1.000e-02, eta: 1 day, 16:25:27, time: 1.802, data_time: 0.753, memory: 8343, top1_acc: 0.5199, top5_acc: 0.7506, loss_cls: 2.0827, loss: 2.0827, grad_norm: 4.4971 2020-09-28 03:22:53,734 - mmaction - INFO - Epoch [11][100/940] lr: 1.000e-02, eta: 1 day, 16:24:53, time: 1.728, data_time: 0.594, memory: 8343, top1_acc: 0.5105, top5_acc: 0.7490, loss_cls: 2.0764, loss: 2.0764, grad_norm: 4.5189 2020-09-28 03:23:26,897 - mmaction - INFO - Epoch [11][120/940] lr: 1.000e-02, eta: 1 day, 16:24:08, time: 1.658, data_time: 0.018, memory: 8343, top1_acc: 0.5064, top5_acc: 0.7445, loss_cls: 2.1338, loss: 2.1338, grad_norm: 4.6046 2020-09-28 03:24:02,356 - mmaction - INFO - Epoch [11][140/940] lr: 1.000e-02, eta: 1 day, 16:23:42, time: 1.772, data_time: 0.156, memory: 8343, top1_acc: 0.5059, top5_acc: 0.7488, loss_cls: 2.1191, loss: 2.1191, grad_norm: 4.6489 2020-09-28 03:24:34,113 - mmaction - INFO - Epoch [11][160/940] lr: 1.000e-02, eta: 1 day, 16:22:44, time: 1.588, data_time: 0.002, memory: 8343, top1_acc: 0.5275, top5_acc: 0.7557, loss_cls: 2.0325, loss: 2.0325, grad_norm: 4.4891 2020-09-28 03:25:07,475 - mmaction - INFO - Epoch [11][180/940] lr: 1.000e-02, eta: 1 day, 16:22:00, time: 1.668, data_time: 0.194, memory: 8343, top1_acc: 0.5123, top5_acc: 0.7432, loss_cls: 2.0825, loss: 2.0825, grad_norm: 4.5879 2020-09-28 03:25:41,800 - mmaction - INFO - Epoch [11][200/940] lr: 1.000e-02, eta: 1 day, 16:21:25, time: 1.717, data_time: 0.085, memory: 8343, top1_acc: 0.5127, top5_acc: 0.7496, loss_cls: 2.0921, loss: 2.0921, grad_norm: 4.5197 2020-09-28 03:26:16,928 - mmaction - INFO - Epoch [11][220/940] lr: 1.000e-02, eta: 1 day, 16:20:57, time: 1.756, data_time: 0.001, memory: 8343, top1_acc: 0.5281, top5_acc: 0.7617, loss_cls: 2.0349, loss: 2.0349, grad_norm: 4.4987 2020-09-28 03:26:48,977 - mmaction - INFO - Epoch [11][240/940] lr: 1.000e-02, eta: 1 day, 16:20:02, time: 1.603, data_time: 0.002, memory: 8343, top1_acc: 0.5115, top5_acc: 0.7539, loss_cls: 2.0999, loss: 2.0999, grad_norm: 4.5956 2020-09-28 03:27:23,106 - mmaction - INFO - Epoch [11][260/940] lr: 1.000e-02, eta: 1 day, 16:19:24, time: 1.705, data_time: 0.001, memory: 8343, top1_acc: 0.5107, top5_acc: 0.7486, loss_cls: 2.1137, loss: 2.1137, grad_norm: 4.5727 2020-09-28 03:27:56,047 - mmaction - INFO - Epoch [11][280/940] lr: 1.000e-02, eta: 1 day, 16:18:37, time: 1.648, data_time: 0.038, memory: 8343, top1_acc: 0.5035, top5_acc: 0.7398, loss_cls: 2.1413, loss: 2.1413, grad_norm: 4.5822 2020-09-28 03:28:31,248 - mmaction - INFO - Epoch [11][300/940] lr: 1.000e-02, eta: 1 day, 16:18:09, time: 1.759, data_time: 0.192, memory: 8343, top1_acc: 0.5119, top5_acc: 0.7561, loss_cls: 2.0856, loss: 2.0856, grad_norm: 4.5491 2020-09-28 03:29:04,180 - mmaction - INFO - Epoch [11][320/940] lr: 1.000e-02, eta: 1 day, 16:17:22, time: 1.648, data_time: 0.032, memory: 8343, top1_acc: 0.5096, top5_acc: 0.7486, loss_cls: 2.1496, loss: 2.1496, grad_norm: 4.5994 2020-09-28 03:29:39,406 - mmaction - INFO - Epoch [11][340/940] lr: 1.000e-02, eta: 1 day, 16:16:55, time: 1.761, data_time: 0.001, memory: 8343, top1_acc: 0.5074, top5_acc: 0.7512, loss_cls: 2.0988, loss: 2.0988, grad_norm: 4.5804 2020-09-28 03:30:13,499 - mmaction - INFO - Epoch [11][360/940] lr: 1.000e-02, eta: 1 day, 16:16:17, time: 1.705, data_time: 0.001, memory: 8343, top1_acc: 0.5031, top5_acc: 0.7426, loss_cls: 2.1678, loss: 2.1678, grad_norm: 4.5938 2020-09-28 03:30:46,472 - mmaction - INFO - Epoch [11][380/940] lr: 1.000e-02, eta: 1 day, 16:15:30, time: 1.648, data_time: 0.001, memory: 8343, top1_acc: 0.5164, top5_acc: 0.7578, loss_cls: 2.0727, loss: 2.0727, grad_norm: 4.4940 2020-09-28 03:31:18,571 - mmaction - INFO - Epoch [11][400/940] lr: 1.000e-02, eta: 1 day, 16:14:36, time: 1.605, data_time: 0.002, memory: 8343, top1_acc: 0.4971, top5_acc: 0.7418, loss_cls: 2.1588, loss: 2.1588, grad_norm: 4.5473 2020-09-28 03:31:52,537 - mmaction - INFO - Epoch [11][420/940] lr: 1.000e-02, eta: 1 day, 16:13:58, time: 1.698, data_time: 0.001, memory: 8343, top1_acc: 0.5037, top5_acc: 0.7361, loss_cls: 2.1501, loss: 2.1501, grad_norm: 4.5514 2020-09-28 03:32:26,283 - mmaction - INFO - Epoch [11][440/940] lr: 1.000e-02, eta: 1 day, 16:13:18, time: 1.688, data_time: 0.003, memory: 8343, top1_acc: 0.4971, top5_acc: 0.7344, loss_cls: 2.1845, loss: 2.1845, grad_norm: 4.6348 2020-09-28 03:33:00,691 - mmaction - INFO - Epoch [11][460/940] lr: 1.000e-02, eta: 1 day, 16:12:43, time: 1.720, data_time: 0.002, memory: 8343, top1_acc: 0.5264, top5_acc: 0.7592, loss_cls: 2.0405, loss: 2.0405, grad_norm: 4.4749 2020-09-28 03:33:35,267 - mmaction - INFO - Epoch [11][480/940] lr: 1.000e-02, eta: 1 day, 16:12:11, time: 1.730, data_time: 0.002, memory: 8343, top1_acc: 0.5135, top5_acc: 0.7477, loss_cls: 2.0757, loss: 2.0757, grad_norm: 4.5051 2020-09-28 03:34:08,892 - mmaction - INFO - Epoch [11][500/940] lr: 1.000e-02, eta: 1 day, 16:11:29, time: 1.681, data_time: 0.001, memory: 8343, top1_acc: 0.5033, top5_acc: 0.7498, loss_cls: 2.1051, loss: 2.1051, grad_norm: 4.5893 2020-09-28 03:34:42,773 - mmaction - INFO - Epoch [11][520/940] lr: 1.000e-02, eta: 1 day, 16:10:50, time: 1.693, data_time: 0.001, memory: 8343, top1_acc: 0.4934, top5_acc: 0.7398, loss_cls: 2.1731, loss: 2.1731, grad_norm: 4.5673 2020-09-28 03:35:15,912 - mmaction - INFO - Epoch [11][540/940] lr: 1.000e-02, eta: 1 day, 16:10:05, time: 1.657, data_time: 0.024, memory: 8343, top1_acc: 0.5061, top5_acc: 0.7496, loss_cls: 2.1182, loss: 2.1182, grad_norm: 4.5595 2020-09-28 03:35:51,009 - mmaction - INFO - Epoch [11][560/940] lr: 1.000e-02, eta: 1 day, 16:09:37, time: 1.755, data_time: 0.050, memory: 8343, top1_acc: 0.5158, top5_acc: 0.7543, loss_cls: 2.0850, loss: 2.0850, grad_norm: 4.4813 2020-09-28 03:36:23,595 - mmaction - INFO - Epoch [11][580/940] lr: 1.000e-02, eta: 1 day, 16:08:47, time: 1.629, data_time: 0.142, memory: 8343, top1_acc: 0.5074, top5_acc: 0.7459, loss_cls: 2.1026, loss: 2.1026, grad_norm: 4.4981 2020-09-28 03:36:57,919 - mmaction - INFO - Epoch [11][600/940] lr: 1.000e-02, eta: 1 day, 16:08:12, time: 1.716, data_time: 0.261, memory: 8343, top1_acc: 0.5045, top5_acc: 0.7354, loss_cls: 2.1639, loss: 2.1639, grad_norm: 4.4907 2020-09-28 03:37:32,250 - mmaction - INFO - Epoch [11][620/940] lr: 1.000e-02, eta: 1 day, 16:07:37, time: 1.717, data_time: 0.592, memory: 8343, top1_acc: 0.5207, top5_acc: 0.7537, loss_cls: 2.1077, loss: 2.1077, grad_norm: 4.5085 2020-09-28 03:38:04,221 - mmaction - INFO - Epoch [11][640/940] lr: 1.000e-02, eta: 1 day, 16:06:42, time: 1.598, data_time: 0.651, memory: 8343, top1_acc: 0.4973, top5_acc: 0.7447, loss_cls: 2.1414, loss: 2.1414, grad_norm: 4.6099 2020-09-28 03:38:39,253 - mmaction - INFO - Epoch [11][660/940] lr: 1.000e-02, eta: 1 day, 16:06:13, time: 1.752, data_time: 0.576, memory: 8343, top1_acc: 0.5080, top5_acc: 0.7486, loss_cls: 2.1227, loss: 2.1227, grad_norm: 4.6478 2020-09-28 03:39:13,357 - mmaction - INFO - Epoch [11][680/940] lr: 1.000e-02, eta: 1 day, 16:05:36, time: 1.705, data_time: 0.417, memory: 8343, top1_acc: 0.5074, top5_acc: 0.7482, loss_cls: 2.1029, loss: 2.1029, grad_norm: 4.5896 2020-09-28 03:39:47,339 - mmaction - INFO - Epoch [11][700/940] lr: 1.000e-02, eta: 1 day, 16:04:58, time: 1.699, data_time: 0.440, memory: 8343, top1_acc: 0.5068, top5_acc: 0.7553, loss_cls: 2.0754, loss: 2.0754, grad_norm: 4.5623 2020-09-28 03:40:21,259 - mmaction - INFO - Epoch [11][720/940] lr: 1.000e-02, eta: 1 day, 16:04:20, time: 1.696, data_time: 0.552, memory: 8343, top1_acc: 0.5021, top5_acc: 0.7375, loss_cls: 2.1534, loss: 2.1534, grad_norm: 4.6032 2020-09-28 03:40:55,118 - mmaction - INFO - Epoch [11][740/940] lr: 1.000e-02, eta: 1 day, 16:03:41, time: 1.694, data_time: 0.541, memory: 8343, top1_acc: 0.5062, top5_acc: 0.7393, loss_cls: 2.1312, loss: 2.1312, grad_norm: 4.5448 2020-09-28 03:41:30,211 - mmaction - INFO - Epoch [11][760/940] lr: 1.000e-02, eta: 1 day, 16:03:12, time: 1.754, data_time: 0.961, memory: 8343, top1_acc: 0.5148, top5_acc: 0.7426, loss_cls: 2.1323, loss: 2.1323, grad_norm: 4.5787 2020-09-28 03:42:03,172 - mmaction - INFO - Epoch [11][780/940] lr: 1.000e-02, eta: 1 day, 16:02:26, time: 1.648, data_time: 0.803, memory: 8343, top1_acc: 0.5133, top5_acc: 0.7525, loss_cls: 2.0812, loss: 2.0812, grad_norm: 4.5252 2020-09-28 03:42:36,036 - mmaction - INFO - Epoch [11][800/940] lr: 1.000e-02, eta: 1 day, 16:01:39, time: 1.643, data_time: 0.559, memory: 8343, top1_acc: 0.5102, top5_acc: 0.7490, loss_cls: 2.1088, loss: 2.1088, grad_norm: 4.6482 2020-09-28 03:43:10,251 - mmaction - INFO - Epoch [11][820/940] lr: 1.000e-02, eta: 1 day, 16:01:04, time: 1.711, data_time: 1.048, memory: 8343, top1_acc: 0.5059, top5_acc: 0.7500, loss_cls: 2.1129, loss: 2.1129, grad_norm: 4.5959 2020-09-28 03:43:42,835 - mmaction - INFO - Epoch [11][840/940] lr: 1.000e-02, eta: 1 day, 16:00:14, time: 1.629, data_time: 0.869, memory: 8343, top1_acc: 0.5088, top5_acc: 0.7385, loss_cls: 2.1387, loss: 2.1387, grad_norm: 4.5747 2020-09-28 03:44:18,402 - mmaction - INFO - Epoch [11][860/940] lr: 1.000e-02, eta: 1 day, 15:59:50, time: 1.778, data_time: 0.655, memory: 8343, top1_acc: 0.5076, top5_acc: 0.7379, loss_cls: 2.1193, loss: 2.1193, grad_norm: 4.6149 2020-09-28 03:44:51,164 - mmaction - INFO - Epoch [11][880/940] lr: 1.000e-02, eta: 1 day, 15:59:02, time: 1.638, data_time: 0.589, memory: 8343, top1_acc: 0.5246, top5_acc: 0.7592, loss_cls: 2.0361, loss: 2.0361, grad_norm: 4.5357 2020-09-28 03:45:26,187 - mmaction - INFO - Epoch [11][900/940] lr: 1.000e-02, eta: 1 day, 15:58:33, time: 1.750, data_time: 0.146, memory: 8343, top1_acc: 0.5086, top5_acc: 0.7488, loss_cls: 2.1073, loss: 2.1073, grad_norm: 4.5994 2020-09-28 03:46:01,368 - mmaction - INFO - Epoch [11][920/940] lr: 1.000e-02, eta: 1 day, 15:58:05, time: 1.760, data_time: 0.002, memory: 8343, top1_acc: 0.5080, top5_acc: 0.7471, loss_cls: 2.0991, loss: 2.0991, grad_norm: 4.5413 2020-09-28 03:46:28,521 - mmaction - INFO - Epoch [11][940/940] lr: 1.000e-02, eta: 1 day, 15:56:32, time: 1.357, data_time: 0.001, memory: 8343, top1_acc: 0.5134, top5_acc: 0.7604, loss_cls: 2.0536, loss: 2.0536, grad_norm: 4.5867 2020-09-28 03:46:29,482 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-09-28 03:47:32,548 - mmaction - INFO - Epoch [12][20/940] lr: 1.000e-02, eta: 1 day, 15:59:30, time: 3.037, data_time: 1.656, memory: 8343, top1_acc: 0.5062, top5_acc: 0.7471, loss_cls: 2.1182, loss: 2.1182, grad_norm: 4.5421 2020-09-28 03:48:05,898 - mmaction - INFO - Epoch [12][40/940] lr: 1.000e-02, eta: 1 day, 15:58:47, time: 1.669, data_time: 0.009, memory: 8343, top1_acc: 0.5268, top5_acc: 0.7502, loss_cls: 2.0605, loss: 2.0605, grad_norm: 4.4980 2020-09-28 03:48:38,198 - mmaction - INFO - Epoch [12][60/940] lr: 1.000e-02, eta: 1 day, 15:57:56, time: 1.615, data_time: 0.047, memory: 8343, top1_acc: 0.5021, top5_acc: 0.7436, loss_cls: 2.1090, loss: 2.1090, grad_norm: 4.5727 2020-09-28 03:49:12,921 - mmaction - INFO - Epoch [12][80/940] lr: 1.000e-02, eta: 1 day, 15:57:24, time: 1.736, data_time: 0.103, memory: 8343, top1_acc: 0.5164, top5_acc: 0.7568, loss_cls: 2.0585, loss: 2.0585, grad_norm: 4.5791 2020-09-28 03:49:44,618 - mmaction - INFO - Epoch [12][100/940] lr: 1.000e-02, eta: 1 day, 15:56:27, time: 1.584, data_time: 0.282, memory: 8343, top1_acc: 0.5197, top5_acc: 0.7652, loss_cls: 2.0405, loss: 2.0405, grad_norm: 4.6020 2020-09-28 03:50:17,448 - mmaction - INFO - Epoch [12][120/940] lr: 1.000e-02, eta: 1 day, 15:55:40, time: 1.642, data_time: 0.848, memory: 8343, top1_acc: 0.5104, top5_acc: 0.7443, loss_cls: 2.1073, loss: 2.1073, grad_norm: 4.5456 2020-09-28 03:50:50,756 - mmaction - INFO - Epoch [12][140/940] lr: 1.000e-02, eta: 1 day, 15:54:57, time: 1.666, data_time: 0.941, memory: 8343, top1_acc: 0.5057, top5_acc: 0.7531, loss_cls: 2.0962, loss: 2.0962, grad_norm: 4.5968 2020-09-28 03:51:25,078 - mmaction - INFO - Epoch [12][160/940] lr: 1.000e-02, eta: 1 day, 15:54:22, time: 1.716, data_time: 0.583, memory: 8343, top1_acc: 0.5217, top5_acc: 0.7521, loss_cls: 2.0577, loss: 2.0577, grad_norm: 4.5596 2020-09-28 03:51:58,766 - mmaction - INFO - Epoch [12][180/940] lr: 1.000e-02, eta: 1 day, 15:53:42, time: 1.684, data_time: 0.515, memory: 8343, top1_acc: 0.5229, top5_acc: 0.7531, loss_cls: 2.0488, loss: 2.0488, grad_norm: 4.5330 2020-09-28 03:52:32,961 - mmaction - INFO - Epoch [12][200/940] lr: 1.000e-02, eta: 1 day, 15:53:06, time: 1.710, data_time: 0.435, memory: 8343, top1_acc: 0.5096, top5_acc: 0.7447, loss_cls: 2.1382, loss: 2.1382, grad_norm: 4.6012 2020-09-28 03:53:06,848 - mmaction - INFO - Epoch [12][220/940] lr: 1.000e-02, eta: 1 day, 15:52:27, time: 1.694, data_time: 0.169, memory: 8343, top1_acc: 0.5193, top5_acc: 0.7527, loss_cls: 2.0657, loss: 2.0657, grad_norm: 4.6053 2020-09-28 03:53:40,621 - mmaction - INFO - Epoch [12][240/940] lr: 1.000e-02, eta: 1 day, 15:51:48, time: 1.687, data_time: 0.252, memory: 8343, top1_acc: 0.5213, top5_acc: 0.7461, loss_cls: 2.1013, loss: 2.1013, grad_norm: 4.5674 2020-09-28 03:54:13,294 - mmaction - INFO - Epoch [12][260/940] lr: 1.000e-02, eta: 1 day, 15:51:00, time: 1.635, data_time: 0.099, memory: 8343, top1_acc: 0.5229, top5_acc: 0.7627, loss_cls: 2.0421, loss: 2.0421, grad_norm: 4.4332 2020-09-28 03:54:46,773 - mmaction - INFO - Epoch [12][280/940] lr: 1.000e-02, eta: 1 day, 15:50:18, time: 1.674, data_time: 0.236, memory: 8343, top1_acc: 0.5131, top5_acc: 0.7568, loss_cls: 2.0775, loss: 2.0775, grad_norm: 4.5302 2020-09-28 03:55:20,016 - mmaction - INFO - Epoch [12][300/940] lr: 1.000e-02, eta: 1 day, 15:49:35, time: 1.662, data_time: 0.149, memory: 8343, top1_acc: 0.5256, top5_acc: 0.7623, loss_cls: 2.0163, loss: 2.0163, grad_norm: 4.4984 2020-09-28 03:55:55,180 - mmaction - INFO - Epoch [12][320/940] lr: 1.000e-02, eta: 1 day, 15:49:06, time: 1.758, data_time: 0.048, memory: 8343, top1_acc: 0.5092, top5_acc: 0.7510, loss_cls: 2.1088, loss: 2.1088, grad_norm: 4.6834 2020-09-28 03:56:27,950 - mmaction - INFO - Epoch [12][340/940] lr: 1.000e-02, eta: 1 day, 15:48:19, time: 1.638, data_time: 0.001, memory: 8343, top1_acc: 0.5066, top5_acc: 0.7432, loss_cls: 2.1347, loss: 2.1347, grad_norm: 4.6583 2020-09-28 03:57:05,003 - mmaction - INFO - Epoch [12][360/940] lr: 1.000e-02, eta: 1 day, 15:48:06, time: 1.853, data_time: 0.002, memory: 8343, top1_acc: 0.5068, top5_acc: 0.7551, loss_cls: 2.0885, loss: 2.0885, grad_norm: 4.5445 2020-09-28 03:57:38,696 - mmaction - INFO - Epoch [12][380/940] lr: 1.000e-02, eta: 1 day, 15:47:26, time: 1.684, data_time: 0.001, memory: 8343, top1_acc: 0.5199, top5_acc: 0.7447, loss_cls: 2.0971, loss: 2.0971, grad_norm: 4.5719 2020-09-28 03:58:12,574 - mmaction - INFO - Epoch [12][400/940] lr: 1.000e-02, eta: 1 day, 15:46:47, time: 1.693, data_time: 0.002, memory: 8343, top1_acc: 0.5180, top5_acc: 0.7514, loss_cls: 2.0784, loss: 2.0784, grad_norm: 4.4780 2020-09-28 03:58:45,918 - mmaction - INFO - Epoch [12][420/940] lr: 1.000e-02, eta: 1 day, 15:46:04, time: 1.668, data_time: 0.003, memory: 8343, top1_acc: 0.5152, top5_acc: 0.7516, loss_cls: 2.1041, loss: 2.1041, grad_norm: 4.6092 2020-09-28 03:59:20,506 - mmaction - INFO - Epoch [12][440/940] lr: 1.000e-02, eta: 1 day, 15:45:32, time: 1.730, data_time: 0.002, memory: 8343, top1_acc: 0.5004, top5_acc: 0.7504, loss_cls: 2.1011, loss: 2.1011, grad_norm: 4.5769 2020-09-28 03:59:54,467 - mmaction - INFO - Epoch [12][460/940] lr: 1.000e-02, eta: 1 day, 15:44:54, time: 1.697, data_time: 0.001, memory: 8343, top1_acc: 0.5066, top5_acc: 0.7580, loss_cls: 2.0898, loss: 2.0898, grad_norm: 4.5553 2020-09-28 04:00:29,853 - mmaction - INFO - Epoch [12][480/940] lr: 1.000e-02, eta: 1 day, 15:44:27, time: 1.769, data_time: 0.002, memory: 8343, top1_acc: 0.5168, top5_acc: 0.7527, loss_cls: 2.0899, loss: 2.0899, grad_norm: 4.5761 2020-09-28 04:01:05,536 - mmaction - INFO - Epoch [12][500/940] lr: 1.000e-02, eta: 1 day, 15:44:02, time: 1.784, data_time: 0.004, memory: 8343, top1_acc: 0.5115, top5_acc: 0.7525, loss_cls: 2.0625, loss: 2.0625, grad_norm: 4.5943 2020-09-28 04:01:38,834 - mmaction - INFO - Epoch [12][520/940] lr: 1.000e-02, eta: 1 day, 15:43:20, time: 1.666, data_time: 0.002, memory: 8343, top1_acc: 0.5174, top5_acc: 0.7516, loss_cls: 2.0867, loss: 2.0867, grad_norm: 4.5939 2020-09-28 04:02:13,168 - mmaction - INFO - Epoch [12][540/940] lr: 1.000e-02, eta: 1 day, 15:42:45, time: 1.716, data_time: 0.001, memory: 8343, top1_acc: 0.5229, top5_acc: 0.7533, loss_cls: 2.0569, loss: 2.0569, grad_norm: 4.4617 2020-09-28 04:02:46,608 - mmaction - INFO - Epoch [12][560/940] lr: 1.000e-02, eta: 1 day, 15:42:03, time: 1.672, data_time: 0.001, memory: 8343, top1_acc: 0.5182, top5_acc: 0.7529, loss_cls: 2.0655, loss: 2.0655, grad_norm: 4.5410 2020-09-28 04:03:19,120 - mmaction - INFO - Epoch [12][580/940] lr: 1.000e-02, eta: 1 day, 15:41:14, time: 1.625, data_time: 0.002, memory: 8343, top1_acc: 0.5215, top5_acc: 0.7615, loss_cls: 2.0348, loss: 2.0348, grad_norm: 4.5104 2020-09-28 04:03:54,355 - mmaction - INFO - Epoch [12][600/940] lr: 1.000e-02, eta: 1 day, 15:40:46, time: 1.763, data_time: 0.002, memory: 8343, top1_acc: 0.5074, top5_acc: 0.7559, loss_cls: 2.0941, loss: 2.0941, grad_norm: 4.5906 2020-09-28 04:04:27,156 - mmaction - INFO - Epoch [12][620/940] lr: 1.000e-02, eta: 1 day, 15:40:00, time: 1.640, data_time: 0.002, memory: 8343, top1_acc: 0.5027, top5_acc: 0.7371, loss_cls: 2.1544, loss: 2.1544, grad_norm: 4.6870 2020-09-28 04:04:59,870 - mmaction - INFO - Epoch [12][640/940] lr: 1.000e-02, eta: 1 day, 15:39:13, time: 1.636, data_time: 0.002, memory: 8343, top1_acc: 0.5084, top5_acc: 0.7557, loss_cls: 2.0892, loss: 2.0892, grad_norm: 4.5901 2020-09-28 04:05:34,179 - mmaction - INFO - Epoch [12][660/940] lr: 1.000e-02, eta: 1 day, 15:38:38, time: 1.716, data_time: 0.002, memory: 8343, top1_acc: 0.5123, top5_acc: 0.7631, loss_cls: 2.0665, loss: 2.0665, grad_norm: 4.6540 2020-09-28 04:06:08,931 - mmaction - INFO - Epoch [12][680/940] lr: 1.000e-02, eta: 1 day, 15:38:06, time: 1.737, data_time: 0.002, memory: 8343, top1_acc: 0.5133, top5_acc: 0.7479, loss_cls: 2.1203, loss: 2.1203, grad_norm: 4.6871 2020-09-28 04:06:42,989 - mmaction - INFO - Epoch [12][700/940] lr: 1.000e-02, eta: 1 day, 15:37:29, time: 1.704, data_time: 0.002, memory: 8343, top1_acc: 0.5129, top5_acc: 0.7582, loss_cls: 2.0772, loss: 2.0772, grad_norm: 4.6286 2020-09-28 04:07:17,756 - mmaction - INFO - Epoch [12][720/940] lr: 1.000e-02, eta: 1 day, 15:36:57, time: 1.738, data_time: 0.001, memory: 8343, top1_acc: 0.5018, top5_acc: 0.7408, loss_cls: 2.1659, loss: 2.1659, grad_norm: 4.6776 2020-09-28 04:07:51,177 - mmaction - INFO - Epoch [12][740/940] lr: 1.000e-02, eta: 1 day, 15:36:16, time: 1.671, data_time: 0.002, memory: 8343, top1_acc: 0.5156, top5_acc: 0.7426, loss_cls: 2.1156, loss: 2.1156, grad_norm: 4.5833 2020-09-28 04:08:24,332 - mmaction - INFO - Epoch [12][760/940] lr: 1.000e-02, eta: 1 day, 15:35:32, time: 1.658, data_time: 0.002, memory: 8343, top1_acc: 0.5125, top5_acc: 0.7490, loss_cls: 2.1038, loss: 2.1038, grad_norm: 4.5620 2020-09-28 04:08:58,511 - mmaction - INFO - Epoch [12][780/940] lr: 1.000e-02, eta: 1 day, 15:34:56, time: 1.709, data_time: 0.002, memory: 8343, top1_acc: 0.5061, top5_acc: 0.7426, loss_cls: 2.1636, loss: 2.1636, grad_norm: 4.6194 2020-09-28 04:09:32,593 - mmaction - INFO - Epoch [12][800/940] lr: 1.000e-02, eta: 1 day, 15:34:20, time: 1.705, data_time: 0.002, memory: 8343, top1_acc: 0.5047, top5_acc: 0.7418, loss_cls: 2.1257, loss: 2.1257, grad_norm: 4.5815 2020-09-28 04:10:06,418 - mmaction - INFO - Epoch [12][820/940] lr: 1.000e-02, eta: 1 day, 15:33:41, time: 1.690, data_time: 0.001, memory: 8343, top1_acc: 0.5266, top5_acc: 0.7529, loss_cls: 2.0527, loss: 2.0527, grad_norm: 4.5374 2020-09-28 04:10:39,282 - mmaction - INFO - Epoch [12][840/940] lr: 1.000e-02, eta: 1 day, 15:32:56, time: 1.644, data_time: 0.002, memory: 8343, top1_acc: 0.5178, top5_acc: 0.7490, loss_cls: 2.0704, loss: 2.0704, grad_norm: 4.5735 2020-09-28 04:11:13,511 - mmaction - INFO - Epoch [12][860/940] lr: 1.000e-02, eta: 1 day, 15:32:20, time: 1.712, data_time: 0.001, memory: 8343, top1_acc: 0.5227, top5_acc: 0.7529, loss_cls: 2.0590, loss: 2.0590, grad_norm: 4.5242 2020-09-28 04:11:48,046 - mmaction - INFO - Epoch [12][880/940] lr: 1.000e-02, eta: 1 day, 15:31:47, time: 1.727, data_time: 0.001, memory: 8343, top1_acc: 0.5143, top5_acc: 0.7490, loss_cls: 2.1115, loss: 2.1115, grad_norm: 4.6096 2020-09-28 04:12:20,328 - mmaction - INFO - Epoch [12][900/940] lr: 1.000e-02, eta: 1 day, 15:30:57, time: 1.614, data_time: 0.001, memory: 8343, top1_acc: 0.5230, top5_acc: 0.7523, loss_cls: 2.0777, loss: 2.0777, grad_norm: 4.5036 2020-09-28 04:12:53,698 - mmaction - INFO - Epoch [12][920/940] lr: 1.000e-02, eta: 1 day, 15:30:15, time: 1.668, data_time: 0.001, memory: 8343, top1_acc: 0.5191, top5_acc: 0.7502, loss_cls: 2.0915, loss: 2.0915, grad_norm: 4.4899 2020-09-28 04:13:24,085 - mmaction - INFO - Epoch [12][940/940] lr: 1.000e-02, eta: 1 day, 15:29:11, time: 1.519, data_time: 0.002, memory: 8343, top1_acc: 0.5100, top5_acc: 0.7528, loss_cls: 2.0874, loss: 2.0874, grad_norm: 4.6205 2020-09-28 04:13:26,359 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-09-28 04:14:31,468 - mmaction - INFO - Epoch [13][20/940] lr: 1.000e-02, eta: 1 day, 15:32:06, time: 3.145, data_time: 2.131, memory: 8343, top1_acc: 0.5102, top5_acc: 0.7551, loss_cls: 2.0759, loss: 2.0759, grad_norm: 4.5586 2020-09-28 04:15:05,130 - mmaction - INFO - Epoch [13][40/940] lr: 1.000e-02, eta: 1 day, 15:31:26, time: 1.682, data_time: 0.529, memory: 8343, top1_acc: 0.5174, top5_acc: 0.7520, loss_cls: 2.0621, loss: 2.0621, grad_norm: 4.5198 2020-09-28 04:15:37,201 - mmaction - INFO - Epoch [13][60/940] lr: 1.000e-02, eta: 1 day, 15:30:34, time: 1.605, data_time: 0.530, memory: 8343, top1_acc: 0.5242, top5_acc: 0.7588, loss_cls: 2.0538, loss: 2.0538, grad_norm: 4.4830 2020-09-28 04:16:11,250 - mmaction - INFO - Epoch [13][80/940] lr: 1.000e-02, eta: 1 day, 15:29:57, time: 1.702, data_time: 0.386, memory: 8343, top1_acc: 0.5152, top5_acc: 0.7500, loss_cls: 2.1006, loss: 2.1006, grad_norm: 4.5936 2020-09-28 04:16:45,103 - mmaction - INFO - Epoch [13][100/940] lr: 1.000e-02, eta: 1 day, 15:29:19, time: 1.692, data_time: 0.165, memory: 8343, top1_acc: 0.5281, top5_acc: 0.7648, loss_cls: 2.0127, loss: 2.0127, grad_norm: 4.4593 2020-09-28 04:17:20,502 - mmaction - INFO - Epoch [13][120/940] lr: 1.000e-02, eta: 1 day, 15:28:51, time: 1.770, data_time: 0.002, memory: 8343, top1_acc: 0.5189, top5_acc: 0.7609, loss_cls: 2.0455, loss: 2.0455, grad_norm: 4.5373 2020-09-28 04:17:53,324 - mmaction - INFO - Epoch [13][140/940] lr: 1.000e-02, eta: 1 day, 15:28:06, time: 1.642, data_time: 0.002, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7584, loss_cls: 2.0359, loss: 2.0359, grad_norm: 4.5711 2020-09-28 04:18:27,302 - mmaction - INFO - Epoch [13][160/940] lr: 1.000e-02, eta: 1 day, 15:27:28, time: 1.699, data_time: 0.139, memory: 8343, top1_acc: 0.5250, top5_acc: 0.7564, loss_cls: 2.0385, loss: 2.0385, grad_norm: 4.5670 2020-09-28 04:19:04,038 - mmaction - INFO - Epoch [13][180/940] lr: 1.000e-02, eta: 1 day, 15:27:10, time: 1.836, data_time: 1.057, memory: 8343, top1_acc: 0.5277, top5_acc: 0.7557, loss_cls: 2.0358, loss: 2.0358, grad_norm: 4.5055 2020-09-28 04:19:38,296 - mmaction - INFO - Epoch [13][200/940] lr: 1.000e-02, eta: 1 day, 15:26:35, time: 1.713, data_time: 0.963, memory: 8343, top1_acc: 0.5166, top5_acc: 0.7498, loss_cls: 2.0907, loss: 2.0907, grad_norm: 4.5924 2020-09-28 04:20:14,147 - mmaction - INFO - Epoch [13][220/940] lr: 1.000e-02, eta: 1 day, 15:26:11, time: 1.792, data_time: 1.176, memory: 8343, top1_acc: 0.5178, top5_acc: 0.7469, loss_cls: 2.0700, loss: 2.0700, grad_norm: 4.6335 2020-09-28 04:20:46,785 - mmaction - INFO - Epoch [13][240/940] lr: 1.000e-02, eta: 1 day, 15:25:23, time: 1.632, data_time: 1.028, memory: 8343, top1_acc: 0.5182, top5_acc: 0.7555, loss_cls: 2.0610, loss: 2.0610, grad_norm: 4.5572 2020-09-28 04:21:20,075 - mmaction - INFO - Epoch [13][260/940] lr: 1.000e-02, eta: 1 day, 15:24:41, time: 1.664, data_time: 1.065, memory: 8343, top1_acc: 0.5166, top5_acc: 0.7541, loss_cls: 2.0829, loss: 2.0829, grad_norm: 4.6146 2020-09-28 04:21:54,618 - mmaction - INFO - Epoch [13][280/940] lr: 1.000e-02, eta: 1 day, 15:24:08, time: 1.728, data_time: 1.124, memory: 8343, top1_acc: 0.5238, top5_acc: 0.7549, loss_cls: 2.0239, loss: 2.0239, grad_norm: 4.5260 2020-09-28 04:22:27,368 - mmaction - INFO - Epoch [13][300/940] lr: 1.000e-02, eta: 1 day, 15:23:21, time: 1.638, data_time: 1.041, memory: 8343, top1_acc: 0.5256, top5_acc: 0.7572, loss_cls: 2.0586, loss: 2.0586, grad_norm: 4.6231 2020-09-28 04:22:59,948 - mmaction - INFO - Epoch [13][320/940] lr: 1.000e-02, eta: 1 day, 15:22:34, time: 1.629, data_time: 1.026, memory: 8343, top1_acc: 0.5225, top5_acc: 0.7488, loss_cls: 2.0729, loss: 2.0729, grad_norm: 4.5819 2020-09-28 04:23:34,768 - mmaction - INFO - Epoch [13][340/940] lr: 1.000e-02, eta: 1 day, 15:22:02, time: 1.740, data_time: 1.068, memory: 8343, top1_acc: 0.5250, top5_acc: 0.7580, loss_cls: 2.0593, loss: 2.0593, grad_norm: 4.5645 2020-09-28 04:24:06,237 - mmaction - INFO - Epoch [13][360/940] lr: 1.000e-02, eta: 1 day, 15:21:07, time: 1.573, data_time: 0.911, memory: 8343, top1_acc: 0.5150, top5_acc: 0.7576, loss_cls: 2.0741, loss: 2.0741, grad_norm: 4.6228 2020-09-28 04:24:39,655 - mmaction - INFO - Epoch [13][380/940] lr: 1.000e-02, eta: 1 day, 15:20:26, time: 1.671, data_time: 0.534, memory: 8343, top1_acc: 0.5189, top5_acc: 0.7559, loss_cls: 2.0739, loss: 2.0739, grad_norm: 4.5911 2020-09-28 04:25:12,888 - mmaction - INFO - Epoch [13][400/940] lr: 1.000e-02, eta: 1 day, 15:19:43, time: 1.662, data_time: 0.317, memory: 8343, top1_acc: 0.5314, top5_acc: 0.7641, loss_cls: 2.0376, loss: 2.0376, grad_norm: 4.4954 2020-09-28 04:25:46,879 - mmaction - INFO - Epoch [13][420/940] lr: 1.000e-02, eta: 1 day, 15:19:06, time: 1.699, data_time: 0.002, memory: 8343, top1_acc: 0.5289, top5_acc: 0.7527, loss_cls: 2.0452, loss: 2.0452, grad_norm: 4.5257 2020-09-28 04:26:20,456 - mmaction - INFO - Epoch [13][440/940] lr: 1.000e-02, eta: 1 day, 15:18:26, time: 1.680, data_time: 0.003, memory: 8343, top1_acc: 0.5209, top5_acc: 0.7594, loss_cls: 2.0361, loss: 2.0361, grad_norm: 4.5532 2020-09-28 04:26:54,570 - mmaction - INFO - Epoch [13][460/940] lr: 1.000e-02, eta: 1 day, 15:17:49, time: 1.705, data_time: 0.002, memory: 8343, top1_acc: 0.5230, top5_acc: 0.7465, loss_cls: 2.0898, loss: 2.0898, grad_norm: 4.5205 2020-09-28 04:27:28,921 - mmaction - INFO - Epoch [13][480/940] lr: 1.000e-02, eta: 1 day, 15:17:15, time: 1.717, data_time: 0.253, memory: 8343, top1_acc: 0.5178, top5_acc: 0.7559, loss_cls: 2.0783, loss: 2.0783, grad_norm: 4.5386 2020-09-28 04:28:02,154 - mmaction - INFO - Epoch [13][500/940] lr: 1.000e-02, eta: 1 day, 15:16:32, time: 1.662, data_time: 0.151, memory: 8343, top1_acc: 0.5150, top5_acc: 0.7531, loss_cls: 2.0791, loss: 2.0791, grad_norm: 4.6319 2020-09-28 04:28:36,033 - mmaction - INFO - Epoch [13][520/940] lr: 1.000e-02, eta: 1 day, 15:15:54, time: 1.694, data_time: 0.151, memory: 8343, top1_acc: 0.5158, top5_acc: 0.7518, loss_cls: 2.0894, loss: 2.0894, grad_norm: 4.6125 2020-09-28 04:29:10,616 - mmaction - INFO - Epoch [13][540/940] lr: 1.000e-02, eta: 1 day, 15:15:21, time: 1.729, data_time: 0.273, memory: 8343, top1_acc: 0.5146, top5_acc: 0.7553, loss_cls: 2.0680, loss: 2.0680, grad_norm: 4.5864 2020-09-28 04:29:45,358 - mmaction - INFO - Epoch [13][560/940] lr: 1.000e-02, eta: 1 day, 15:14:49, time: 1.737, data_time: 0.515, memory: 8343, top1_acc: 0.5113, top5_acc: 0.7389, loss_cls: 2.1365, loss: 2.1365, grad_norm: 4.6858 2020-09-28 04:30:18,926 - mmaction - INFO - Epoch [13][580/940] lr: 1.000e-02, eta: 1 day, 15:14:09, time: 1.679, data_time: 0.282, memory: 8343, top1_acc: 0.5203, top5_acc: 0.7588, loss_cls: 2.0417, loss: 2.0417, grad_norm: 4.5272 2020-09-28 04:30:54,007 - mmaction - INFO - Epoch [13][600/940] lr: 1.000e-02, eta: 1 day, 15:13:39, time: 1.753, data_time: 0.016, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7523, loss_cls: 2.0850, loss: 2.0850, grad_norm: 4.6135 2020-09-28 04:31:28,254 - mmaction - INFO - Epoch [13][620/940] lr: 1.000e-02, eta: 1 day, 15:13:04, time: 1.713, data_time: 0.002, memory: 8343, top1_acc: 0.5109, top5_acc: 0.7492, loss_cls: 2.0774, loss: 2.0774, grad_norm: 4.5992 2020-09-28 04:32:02,141 - mmaction - INFO - Epoch [13][640/940] lr: 1.000e-02, eta: 1 day, 15:12:26, time: 1.694, data_time: 0.002, memory: 8343, top1_acc: 0.5295, top5_acc: 0.7664, loss_cls: 2.0163, loss: 2.0163, grad_norm: 4.5415 2020-09-28 04:32:35,581 - mmaction - INFO - Epoch [13][660/940] lr: 1.000e-02, eta: 1 day, 15:11:45, time: 1.672, data_time: 0.002, memory: 8343, top1_acc: 0.5061, top5_acc: 0.7500, loss_cls: 2.1162, loss: 2.1162, grad_norm: 4.6537 2020-09-28 04:33:08,598 - mmaction - INFO - Epoch [13][680/940] lr: 1.000e-02, eta: 1 day, 15:11:01, time: 1.652, data_time: 0.002, memory: 8343, top1_acc: 0.5133, top5_acc: 0.7566, loss_cls: 2.0599, loss: 2.0599, grad_norm: 4.5963 2020-09-28 04:33:43,543 - mmaction - INFO - Epoch [13][700/940] lr: 1.000e-02, eta: 1 day, 15:10:31, time: 1.747, data_time: 0.001, memory: 8343, top1_acc: 0.5189, top5_acc: 0.7498, loss_cls: 2.0880, loss: 2.0880, grad_norm: 4.5375 2020-09-28 04:34:16,173 - mmaction - INFO - Epoch [13][720/940] lr: 1.000e-02, eta: 1 day, 15:09:44, time: 1.631, data_time: 0.001, memory: 8343, top1_acc: 0.5174, top5_acc: 0.7531, loss_cls: 2.0556, loss: 2.0556, grad_norm: 4.5301 2020-09-28 04:34:49,668 - mmaction - INFO - Epoch [13][740/940] lr: 1.000e-02, eta: 1 day, 15:09:04, time: 1.675, data_time: 0.002, memory: 8343, top1_acc: 0.5236, top5_acc: 0.7572, loss_cls: 2.0570, loss: 2.0570, grad_norm: 4.4466 2020-09-28 04:35:25,242 - mmaction - INFO - Epoch [13][760/940] lr: 1.000e-02, eta: 1 day, 15:08:38, time: 1.778, data_time: 0.001, memory: 8343, top1_acc: 0.5186, top5_acc: 0.7479, loss_cls: 2.0794, loss: 2.0794, grad_norm: 4.5945 2020-09-28 04:35:58,954 - mmaction - INFO - Epoch [13][780/940] lr: 1.000e-02, eta: 1 day, 15:07:59, time: 1.686, data_time: 0.002, memory: 8343, top1_acc: 0.5213, top5_acc: 0.7566, loss_cls: 2.0420, loss: 2.0420, grad_norm: 4.5569 2020-09-28 04:36:32,685 - mmaction - INFO - Epoch [13][800/940] lr: 1.000e-02, eta: 1 day, 15:07:20, time: 1.685, data_time: 0.002, memory: 8343, top1_acc: 0.5242, top5_acc: 0.7578, loss_cls: 2.0373, loss: 2.0373, grad_norm: 4.5901 2020-09-28 04:37:06,371 - mmaction - INFO - Epoch [13][820/940] lr: 1.000e-02, eta: 1 day, 15:06:41, time: 1.686, data_time: 0.003, memory: 8343, top1_acc: 0.5160, top5_acc: 0.7592, loss_cls: 2.0764, loss: 2.0764, grad_norm: 4.6604 2020-09-28 04:37:42,287 - mmaction - INFO - Epoch [13][840/940] lr: 1.000e-02, eta: 1 day, 15:06:17, time: 1.796, data_time: 0.001, memory: 8343, top1_acc: 0.5098, top5_acc: 0.7494, loss_cls: 2.0750, loss: 2.0750, grad_norm: 4.5453 2020-09-28 04:38:15,172 - mmaction - INFO - Epoch [13][860/940] lr: 1.000e-02, eta: 1 day, 15:05:32, time: 1.644, data_time: 0.001, memory: 8343, top1_acc: 0.5242, top5_acc: 0.7516, loss_cls: 2.0520, loss: 2.0520, grad_norm: 4.5684 2020-09-28 04:38:50,392 - mmaction - INFO - Epoch [13][880/940] lr: 1.000e-02, eta: 1 day, 15:05:03, time: 1.761, data_time: 0.002, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7555, loss_cls: 2.0471, loss: 2.0471, grad_norm: 4.5342 2020-09-28 04:39:24,008 - mmaction - INFO - Epoch [13][900/940] lr: 1.000e-02, eta: 1 day, 15:04:24, time: 1.681, data_time: 0.002, memory: 8343, top1_acc: 0.5162, top5_acc: 0.7529, loss_cls: 2.0799, loss: 2.0799, grad_norm: 4.6181 2020-09-28 04:39:56,782 - mmaction - INFO - Epoch [13][920/940] lr: 1.000e-02, eta: 1 day, 15:03:39, time: 1.638, data_time: 0.001, memory: 8343, top1_acc: 0.5215, top5_acc: 0.7502, loss_cls: 2.0688, loss: 2.0688, grad_norm: 4.6330 2020-09-28 04:40:23,429 - mmaction - INFO - Epoch [13][940/940] lr: 1.000e-02, eta: 1 day, 15:02:13, time: 1.333, data_time: 0.002, memory: 8343, top1_acc: 0.5157, top5_acc: 0.7508, loss_cls: 2.0584, loss: 2.0584, grad_norm: 4.7153 2020-09-28 04:40:24,381 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-09-28 04:41:28,661 - mmaction - INFO - Epoch [14][20/940] lr: 1.000e-02, eta: 1 day, 15:04:52, time: 3.172, data_time: 1.465, memory: 8343, top1_acc: 0.5186, top5_acc: 0.7457, loss_cls: 2.0926, loss: 2.0926, grad_norm: 4.5858 2020-09-28 04:42:01,673 - mmaction - INFO - Epoch [14][40/940] lr: 1.000e-02, eta: 1 day, 15:04:09, time: 1.650, data_time: 0.002, memory: 8343, top1_acc: 0.5248, top5_acc: 0.7576, loss_cls: 2.0367, loss: 2.0367, grad_norm: 4.5102 2020-09-28 04:42:35,983 - mmaction - INFO - Epoch [14][60/940] lr: 1.000e-02, eta: 1 day, 15:03:33, time: 1.716, data_time: 0.002, memory: 8343, top1_acc: 0.5291, top5_acc: 0.7598, loss_cls: 2.0240, loss: 2.0240, grad_norm: 4.5160 2020-09-28 04:43:09,874 - mmaction - INFO - Epoch [14][80/940] lr: 1.000e-02, eta: 1 day, 15:02:56, time: 1.694, data_time: 0.002, memory: 8343, top1_acc: 0.5168, top5_acc: 0.7479, loss_cls: 2.0713, loss: 2.0713, grad_norm: 4.6295 2020-09-28 04:43:43,025 - mmaction - INFO - Epoch [14][100/940] lr: 1.000e-02, eta: 1 day, 15:02:13, time: 1.658, data_time: 0.002, memory: 8343, top1_acc: 0.5396, top5_acc: 0.7727, loss_cls: 1.9889, loss: 1.9889, grad_norm: 4.5480 2020-09-28 04:44:19,082 - mmaction - INFO - Epoch [14][120/940] lr: 1.000e-02, eta: 1 day, 15:01:49, time: 1.802, data_time: 0.002, memory: 8343, top1_acc: 0.5322, top5_acc: 0.7617, loss_cls: 2.0219, loss: 2.0219, grad_norm: 4.5525 2020-09-28 04:44:54,260 - mmaction - INFO - Epoch [14][140/940] lr: 1.000e-02, eta: 1 day, 15:01:20, time: 1.760, data_time: 0.003, memory: 8343, top1_acc: 0.5260, top5_acc: 0.7574, loss_cls: 2.0284, loss: 2.0284, grad_norm: 4.5265 2020-09-28 04:45:29,223 - mmaction - INFO - Epoch [14][160/940] lr: 1.000e-02, eta: 1 day, 15:00:49, time: 1.748, data_time: 0.001, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7758, loss_cls: 1.9631, loss: 1.9631, grad_norm: 4.4538 2020-09-28 04:46:03,042 - mmaction - INFO - Epoch [14][180/940] lr: 1.000e-02, eta: 1 day, 15:00:11, time: 1.690, data_time: 0.002, memory: 8343, top1_acc: 0.5273, top5_acc: 0.7615, loss_cls: 2.0372, loss: 2.0372, grad_norm: 4.5949 2020-09-28 04:46:35,559 - mmaction - INFO - Epoch [14][200/940] lr: 1.000e-02, eta: 1 day, 14:59:24, time: 1.626, data_time: 0.002, memory: 8343, top1_acc: 0.5326, top5_acc: 0.7652, loss_cls: 2.0057, loss: 2.0057, grad_norm: 4.4938 2020-09-28 04:47:08,366 - mmaction - INFO - Epoch [14][220/940] lr: 1.000e-02, eta: 1 day, 14:58:39, time: 1.640, data_time: 0.001, memory: 8343, top1_acc: 0.5328, top5_acc: 0.7572, loss_cls: 2.0484, loss: 2.0484, grad_norm: 4.5985 2020-09-28 04:47:41,935 - mmaction - INFO - Epoch [14][240/940] lr: 1.000e-02, eta: 1 day, 14:57:59, time: 1.678, data_time: 0.002, memory: 8343, top1_acc: 0.5107, top5_acc: 0.7643, loss_cls: 2.0373, loss: 2.0373, grad_norm: 4.5877 2020-09-28 04:48:15,545 - mmaction - INFO - Epoch [14][260/940] lr: 1.000e-02, eta: 1 day, 14:57:19, time: 1.681, data_time: 0.002, memory: 8343, top1_acc: 0.5227, top5_acc: 0.7527, loss_cls: 2.0492, loss: 2.0492, grad_norm: 4.5706 2020-09-28 04:48:49,031 - mmaction - INFO - Epoch [14][280/940] lr: 1.000e-02, eta: 1 day, 14:56:39, time: 1.674, data_time: 0.098, memory: 8343, top1_acc: 0.5068, top5_acc: 0.7553, loss_cls: 2.0822, loss: 2.0822, grad_norm: 4.6581 2020-09-28 04:49:22,584 - mmaction - INFO - Epoch [14][300/940] lr: 1.000e-02, eta: 1 day, 14:55:59, time: 1.677, data_time: 0.002, memory: 8343, top1_acc: 0.5162, top5_acc: 0.7605, loss_cls: 2.0627, loss: 2.0627, grad_norm: 4.6282 2020-09-28 04:49:56,423 - mmaction - INFO - Epoch [14][320/940] lr: 1.000e-02, eta: 1 day, 14:55:21, time: 1.692, data_time: 0.002, memory: 8343, top1_acc: 0.5166, top5_acc: 0.7527, loss_cls: 2.0728, loss: 2.0728, grad_norm: 4.6209 2020-09-28 04:50:29,394 - mmaction - INFO - Epoch [14][340/940] lr: 1.000e-02, eta: 1 day, 14:54:37, time: 1.648, data_time: 0.002, memory: 8343, top1_acc: 0.5172, top5_acc: 0.7582, loss_cls: 2.0426, loss: 2.0426, grad_norm: 4.5793 2020-09-28 04:51:03,279 - mmaction - INFO - Epoch [14][360/940] lr: 1.000e-02, eta: 1 day, 14:54:00, time: 1.695, data_time: 0.002, memory: 8343, top1_acc: 0.5266, top5_acc: 0.7629, loss_cls: 2.0062, loss: 2.0062, grad_norm: 4.5228 2020-09-28 04:51:37,908 - mmaction - INFO - Epoch [14][380/940] lr: 1.000e-02, eta: 1 day, 14:53:27, time: 1.731, data_time: 0.001, memory: 8343, top1_acc: 0.5256, top5_acc: 0.7602, loss_cls: 2.0043, loss: 2.0043, grad_norm: 4.5628 2020-09-28 04:52:11,782 - mmaction - INFO - Epoch [14][400/940] lr: 1.000e-02, eta: 1 day, 14:52:49, time: 1.692, data_time: 0.001, memory: 8343, top1_acc: 0.5213, top5_acc: 0.7584, loss_cls: 2.0258, loss: 2.0258, grad_norm: 4.5143 2020-09-28 04:52:45,318 - mmaction - INFO - Epoch [14][420/940] lr: 1.000e-02, eta: 1 day, 14:52:09, time: 1.678, data_time: 0.003, memory: 8343, top1_acc: 0.5166, top5_acc: 0.7590, loss_cls: 2.0701, loss: 2.0701, grad_norm: 4.5934 2020-09-28 04:53:21,649 - mmaction - INFO - Epoch [14][440/940] lr: 1.000e-02, eta: 1 day, 14:51:47, time: 1.816, data_time: 0.001, memory: 8343, top1_acc: 0.5154, top5_acc: 0.7551, loss_cls: 2.0775, loss: 2.0775, grad_norm: 4.5056 2020-09-28 04:53:55,457 - mmaction - INFO - Epoch [14][460/940] lr: 1.000e-02, eta: 1 day, 14:51:09, time: 1.691, data_time: 0.002, memory: 8343, top1_acc: 0.5199, top5_acc: 0.7584, loss_cls: 2.0685, loss: 2.0685, grad_norm: 4.6086 2020-09-28 04:54:29,425 - mmaction - INFO - Epoch [14][480/940] lr: 1.000e-02, eta: 1 day, 14:50:32, time: 1.697, data_time: 0.001, memory: 8343, top1_acc: 0.5312, top5_acc: 0.7645, loss_cls: 1.9964, loss: 1.9964, grad_norm: 4.4652 2020-09-28 04:55:03,213 - mmaction - INFO - Epoch [14][500/940] lr: 1.000e-02, eta: 1 day, 14:49:53, time: 1.690, data_time: 0.002, memory: 8343, top1_acc: 0.5287, top5_acc: 0.7592, loss_cls: 2.0259, loss: 2.0259, grad_norm: 4.5797 2020-09-28 04:55:35,995 - mmaction - INFO - Epoch [14][520/940] lr: 1.000e-02, eta: 1 day, 14:49:09, time: 1.639, data_time: 0.001, memory: 8343, top1_acc: 0.5279, top5_acc: 0.7635, loss_cls: 2.0074, loss: 2.0074, grad_norm: 4.5349 2020-09-28 04:56:10,408 - mmaction - INFO - Epoch [14][540/940] lr: 1.000e-02, eta: 1 day, 14:48:34, time: 1.721, data_time: 0.001, memory: 8343, top1_acc: 0.5260, top5_acc: 0.7555, loss_cls: 2.0578, loss: 2.0578, grad_norm: 4.6270 2020-09-28 04:56:45,544 - mmaction - INFO - Epoch [14][560/940] lr: 1.000e-02, eta: 1 day, 14:48:05, time: 1.756, data_time: 0.001, memory: 8343, top1_acc: 0.5217, top5_acc: 0.7523, loss_cls: 2.0783, loss: 2.0783, grad_norm: 4.5906 2020-09-28 04:57:20,511 - mmaction - INFO - Epoch [14][580/940] lr: 1.000e-02, eta: 1 day, 14:47:34, time: 1.748, data_time: 0.002, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7609, loss_cls: 2.0377, loss: 2.0377, grad_norm: 4.5519 2020-09-28 04:57:52,703 - mmaction - INFO - Epoch [14][600/940] lr: 1.000e-02, eta: 1 day, 14:46:45, time: 1.610, data_time: 0.002, memory: 8343, top1_acc: 0.5246, top5_acc: 0.7576, loss_cls: 2.0345, loss: 2.0345, grad_norm: 4.6154 2020-09-28 04:58:25,679 - mmaction - INFO - Epoch [14][620/940] lr: 1.000e-02, eta: 1 day, 14:46:02, time: 1.649, data_time: 0.002, memory: 8343, top1_acc: 0.5150, top5_acc: 0.7486, loss_cls: 2.0754, loss: 2.0754, grad_norm: 4.6988 2020-09-28 04:59:00,949 - mmaction - INFO - Epoch [14][640/940] lr: 1.000e-02, eta: 1 day, 14:45:33, time: 1.763, data_time: 0.001, memory: 8343, top1_acc: 0.5154, top5_acc: 0.7602, loss_cls: 2.0567, loss: 2.0567, grad_norm: 4.6444 2020-09-28 04:59:36,000 - mmaction - INFO - Epoch [14][660/940] lr: 1.000e-02, eta: 1 day, 14:45:03, time: 1.752, data_time: 0.001, memory: 8343, top1_acc: 0.5135, top5_acc: 0.7547, loss_cls: 2.0874, loss: 2.0874, grad_norm: 4.6561 2020-09-28 05:00:11,242 - mmaction - INFO - Epoch [14][680/940] lr: 1.000e-02, eta: 1 day, 14:44:34, time: 1.762, data_time: 0.002, memory: 8343, top1_acc: 0.5221, top5_acc: 0.7664, loss_cls: 2.0209, loss: 2.0209, grad_norm: 4.6458 2020-09-28 05:00:45,170 - mmaction - INFO - Epoch [14][700/940] lr: 1.000e-02, eta: 1 day, 14:43:57, time: 1.696, data_time: 0.002, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7568, loss_cls: 2.0808, loss: 2.0808, grad_norm: 4.6102 2020-09-28 05:01:18,641 - mmaction - INFO - Epoch [14][720/940] lr: 1.000e-02, eta: 1 day, 14:43:16, time: 1.673, data_time: 0.002, memory: 8343, top1_acc: 0.5223, top5_acc: 0.7553, loss_cls: 2.0688, loss: 2.0688, grad_norm: 4.6438 2020-09-28 05:01:51,533 - mmaction - INFO - Epoch [14][740/940] lr: 1.000e-02, eta: 1 day, 14:42:33, time: 1.645, data_time: 0.002, memory: 8343, top1_acc: 0.5254, top5_acc: 0.7570, loss_cls: 2.0608, loss: 2.0608, grad_norm: 4.5769 2020-09-28 05:02:26,516 - mmaction - INFO - Epoch [14][760/940] lr: 1.000e-02, eta: 1 day, 14:42:02, time: 1.749, data_time: 0.001, memory: 8343, top1_acc: 0.5086, top5_acc: 0.7564, loss_cls: 2.0663, loss: 2.0663, grad_norm: 4.6332 2020-09-28 05:03:00,736 - mmaction - INFO - Epoch [14][780/940] lr: 1.000e-02, eta: 1 day, 14:41:27, time: 1.712, data_time: 0.002, memory: 8343, top1_acc: 0.5141, top5_acc: 0.7498, loss_cls: 2.0750, loss: 2.0750, grad_norm: 4.6166 2020-09-28 05:03:35,750 - mmaction - INFO - Epoch [14][800/940] lr: 1.000e-02, eta: 1 day, 14:40:56, time: 1.751, data_time: 0.001, memory: 8343, top1_acc: 0.5281, top5_acc: 0.7537, loss_cls: 2.0409, loss: 2.0409, grad_norm: 4.5161 2020-09-28 05:04:11,360 - mmaction - INFO - Epoch [14][820/940] lr: 1.000e-02, eta: 1 day, 14:40:29, time: 1.780, data_time: 0.001, memory: 8343, top1_acc: 0.5123, top5_acc: 0.7549, loss_cls: 2.0792, loss: 2.0792, grad_norm: 4.6484 2020-09-28 05:04:43,558 - mmaction - INFO - Epoch [14][840/940] lr: 1.000e-02, eta: 1 day, 14:39:41, time: 1.610, data_time: 0.001, memory: 8343, top1_acc: 0.5355, top5_acc: 0.7664, loss_cls: 2.0037, loss: 2.0037, grad_norm: 4.5800 2020-09-28 05:05:15,402 - mmaction - INFO - Epoch [14][860/940] lr: 1.000e-02, eta: 1 day, 14:38:51, time: 1.592, data_time: 0.001, memory: 8343, top1_acc: 0.5170, top5_acc: 0.7498, loss_cls: 2.0769, loss: 2.0769, grad_norm: 4.5310 2020-09-28 05:05:49,800 - mmaction - INFO - Epoch [14][880/940] lr: 1.000e-02, eta: 1 day, 14:38:17, time: 1.720, data_time: 0.001, memory: 8343, top1_acc: 0.5197, top5_acc: 0.7533, loss_cls: 2.0614, loss: 2.0614, grad_norm: 4.5640 2020-09-28 05:06:23,505 - mmaction - INFO - Epoch [14][900/940] lr: 1.000e-02, eta: 1 day, 14:37:38, time: 1.685, data_time: 0.002, memory: 8343, top1_acc: 0.5180, top5_acc: 0.7527, loss_cls: 2.0864, loss: 2.0864, grad_norm: 4.5107 2020-09-28 05:06:55,237 - mmaction - INFO - Epoch [14][920/940] lr: 1.000e-02, eta: 1 day, 14:36:47, time: 1.587, data_time: 0.002, memory: 8343, top1_acc: 0.5184, top5_acc: 0.7582, loss_cls: 2.0711, loss: 2.0711, grad_norm: 4.5792 2020-09-28 05:07:25,891 - mmaction - INFO - Epoch [14][940/940] lr: 1.000e-02, eta: 1 day, 14:35:50, time: 1.532, data_time: 0.002, memory: 8343, top1_acc: 0.5096, top5_acc: 0.7581, loss_cls: 2.0613, loss: 2.0613, grad_norm: 4.6003 2020-09-28 05:07:28,108 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-09-28 05:08:32,568 - mmaction - INFO - Epoch [15][20/940] lr: 1.000e-02, eta: 1 day, 14:38:12, time: 3.156, data_time: 2.191, memory: 8343, top1_acc: 0.5352, top5_acc: 0.7578, loss_cls: 2.0328, loss: 2.0328, grad_norm: 4.5314 2020-09-28 05:09:06,075 - mmaction - INFO - Epoch [15][40/940] lr: 1.000e-02, eta: 1 day, 14:37:32, time: 1.676, data_time: 0.936, memory: 8343, top1_acc: 0.5271, top5_acc: 0.7605, loss_cls: 2.0242, loss: 2.0242, grad_norm: 4.5539 2020-09-28 05:09:41,138 - mmaction - INFO - Epoch [15][60/940] lr: 1.000e-02, eta: 1 day, 14:37:01, time: 1.752, data_time: 0.586, memory: 8343, top1_acc: 0.5324, top5_acc: 0.7676, loss_cls: 1.9959, loss: 1.9959, grad_norm: 4.5483 2020-09-28 05:10:14,691 - mmaction - INFO - Epoch [15][80/940] lr: 1.000e-02, eta: 1 day, 14:36:22, time: 1.678, data_time: 0.069, memory: 8343, top1_acc: 0.5348, top5_acc: 0.7727, loss_cls: 1.9757, loss: 1.9757, grad_norm: 4.4691 2020-09-28 05:10:49,024 - mmaction - INFO - Epoch [15][100/940] lr: 1.000e-02, eta: 1 day, 14:35:47, time: 1.716, data_time: 0.002, memory: 8343, top1_acc: 0.5406, top5_acc: 0.7672, loss_cls: 1.9868, loss: 1.9868, grad_norm: 4.5287 2020-09-28 05:11:21,507 - mmaction - INFO - Epoch [15][120/940] lr: 1.000e-02, eta: 1 day, 14:35:01, time: 1.624, data_time: 0.002, memory: 8343, top1_acc: 0.5354, top5_acc: 0.7670, loss_cls: 2.0105, loss: 2.0105, grad_norm: 4.5272 2020-09-28 05:11:54,921 - mmaction - INFO - Epoch [15][140/940] lr: 1.000e-02, eta: 1 day, 14:34:20, time: 1.671, data_time: 0.003, memory: 8343, top1_acc: 0.5332, top5_acc: 0.7611, loss_cls: 2.0101, loss: 2.0101, grad_norm: 4.4656 2020-09-28 05:12:29,060 - mmaction - INFO - Epoch [15][160/940] lr: 1.000e-02, eta: 1 day, 14:33:44, time: 1.707, data_time: 0.002, memory: 8343, top1_acc: 0.5355, top5_acc: 0.7654, loss_cls: 2.0020, loss: 2.0020, grad_norm: 4.5408 2020-09-28 05:13:03,755 - mmaction - INFO - Epoch [15][180/940] lr: 1.000e-02, eta: 1 day, 14:33:11, time: 1.735, data_time: 0.002, memory: 8343, top1_acc: 0.5236, top5_acc: 0.7584, loss_cls: 2.0283, loss: 2.0283, grad_norm: 4.5444 2020-09-28 05:13:38,695 - mmaction - INFO - Epoch [15][200/940] lr: 1.000e-02, eta: 1 day, 14:32:40, time: 1.747, data_time: 0.002, memory: 8343, top1_acc: 0.5246, top5_acc: 0.7590, loss_cls: 2.0571, loss: 2.0571, grad_norm: 4.5986 2020-09-28 05:14:09,927 - mmaction - INFO - Epoch [15][220/940] lr: 1.000e-02, eta: 1 day, 14:31:47, time: 1.562, data_time: 0.001, memory: 8343, top1_acc: 0.5154, top5_acc: 0.7533, loss_cls: 2.0683, loss: 2.0683, grad_norm: 4.6391 2020-09-28 05:14:45,597 - mmaction - INFO - Epoch [15][240/940] lr: 1.000e-02, eta: 1 day, 14:31:20, time: 1.783, data_time: 0.001, memory: 8343, top1_acc: 0.5240, top5_acc: 0.7652, loss_cls: 2.0143, loss: 2.0143, grad_norm: 4.5729 2020-09-28 05:15:20,927 - mmaction - INFO - Epoch [15][260/940] lr: 1.000e-02, eta: 1 day, 14:30:51, time: 1.766, data_time: 0.002, memory: 8343, top1_acc: 0.5246, top5_acc: 0.7582, loss_cls: 2.0330, loss: 2.0330, grad_norm: 4.5442 2020-09-28 05:15:55,128 - mmaction - INFO - Epoch [15][280/940] lr: 1.000e-02, eta: 1 day, 14:30:15, time: 1.710, data_time: 0.003, memory: 8343, top1_acc: 0.5240, top5_acc: 0.7615, loss_cls: 2.0186, loss: 2.0186, grad_norm: 4.5532 2020-09-28 05:16:27,964 - mmaction - INFO - Epoch [15][300/940] lr: 1.000e-02, eta: 1 day, 14:29:31, time: 1.643, data_time: 0.002, memory: 8343, top1_acc: 0.5217, top5_acc: 0.7645, loss_cls: 2.0340, loss: 2.0340, grad_norm: 4.6466 2020-09-28 05:17:01,609 - mmaction - INFO - Epoch [15][320/940] lr: 1.000e-02, eta: 1 day, 14:28:52, time: 1.682, data_time: 0.001, memory: 8343, top1_acc: 0.5242, top5_acc: 0.7588, loss_cls: 2.0213, loss: 2.0213, grad_norm: 4.6047 2020-09-28 05:17:36,955 - mmaction - INFO - Epoch [15][340/940] lr: 1.000e-02, eta: 1 day, 14:28:23, time: 1.768, data_time: 0.002, memory: 8343, top1_acc: 0.5232, top5_acc: 0.7471, loss_cls: 2.0751, loss: 2.0751, grad_norm: 4.5685 2020-09-28 05:18:09,510 - mmaction - INFO - Epoch [15][360/940] lr: 1.000e-02, eta: 1 day, 14:27:38, time: 1.627, data_time: 0.001, memory: 8343, top1_acc: 0.5277, top5_acc: 0.7660, loss_cls: 2.0142, loss: 2.0142, grad_norm: 4.5310 2020-09-28 05:18:43,035 - mmaction - INFO - Epoch [15][380/940] lr: 1.000e-02, eta: 1 day, 14:26:58, time: 1.677, data_time: 0.002, memory: 8343, top1_acc: 0.5301, top5_acc: 0.7648, loss_cls: 2.0001, loss: 2.0001, grad_norm: 4.5155 2020-09-28 05:19:17,170 - mmaction - INFO - Epoch [15][400/940] lr: 1.000e-02, eta: 1 day, 14:26:22, time: 1.706, data_time: 0.001, memory: 8343, top1_acc: 0.5285, top5_acc: 0.7611, loss_cls: 2.0285, loss: 2.0285, grad_norm: 4.5109 2020-09-28 05:19:52,396 - mmaction - INFO - Epoch [15][420/940] lr: 1.000e-02, eta: 1 day, 14:25:53, time: 1.762, data_time: 0.002, memory: 8343, top1_acc: 0.5316, top5_acc: 0.7623, loss_cls: 2.0394, loss: 2.0394, grad_norm: 4.5499 2020-09-28 05:20:26,808 - mmaction - INFO - Epoch [15][440/940] lr: 1.000e-02, eta: 1 day, 14:25:18, time: 1.720, data_time: 0.001, memory: 8343, top1_acc: 0.5406, top5_acc: 0.7777, loss_cls: 1.9724, loss: 1.9724, grad_norm: 4.4543 2020-09-28 05:21:00,072 - mmaction - INFO - Epoch [15][460/940] lr: 1.000e-02, eta: 1 day, 14:24:37, time: 1.663, data_time: 0.002, memory: 8343, top1_acc: 0.5357, top5_acc: 0.7668, loss_cls: 1.9993, loss: 1.9993, grad_norm: 4.5506 2020-09-28 05:21:33,169 - mmaction - INFO - Epoch [15][480/940] lr: 1.000e-02, eta: 1 day, 14:23:55, time: 1.655, data_time: 0.002, memory: 8343, top1_acc: 0.5262, top5_acc: 0.7639, loss_cls: 2.0247, loss: 2.0247, grad_norm: 4.5791 2020-09-28 05:22:07,515 - mmaction - INFO - Epoch [15][500/940] lr: 1.000e-02, eta: 1 day, 14:23:20, time: 1.717, data_time: 0.087, memory: 8343, top1_acc: 0.5396, top5_acc: 0.7768, loss_cls: 1.9624, loss: 1.9624, grad_norm: 4.5912 2020-09-28 05:22:40,979 - mmaction - INFO - Epoch [15][520/940] lr: 1.000e-02, eta: 1 day, 14:22:40, time: 1.674, data_time: 0.040, memory: 8343, top1_acc: 0.5295, top5_acc: 0.7674, loss_cls: 2.0097, loss: 2.0097, grad_norm: 4.5952 2020-09-28 05:23:15,111 - mmaction - INFO - Epoch [15][540/940] lr: 1.000e-02, eta: 1 day, 14:22:04, time: 1.707, data_time: 0.001, memory: 8343, top1_acc: 0.5332, top5_acc: 0.7648, loss_cls: 1.9874, loss: 1.9874, grad_norm: 4.5513 2020-09-28 05:23:48,829 - mmaction - INFO - Epoch [15][560/940] lr: 1.000e-02, eta: 1 day, 14:21:26, time: 1.686, data_time: 0.002, memory: 8343, top1_acc: 0.5322, top5_acc: 0.7660, loss_cls: 1.9859, loss: 1.9859, grad_norm: 4.5920 2020-09-28 05:24:23,371 - mmaction - INFO - Epoch [15][580/940] lr: 1.000e-02, eta: 1 day, 14:20:52, time: 1.727, data_time: 0.008, memory: 8343, top1_acc: 0.5373, top5_acc: 0.7678, loss_cls: 1.9879, loss: 1.9879, grad_norm: 4.5426 2020-09-28 05:24:57,214 - mmaction - INFO - Epoch [15][600/940] lr: 1.000e-02, eta: 1 day, 14:20:15, time: 1.691, data_time: 0.001, memory: 8343, top1_acc: 0.5275, top5_acc: 0.7541, loss_cls: 2.0363, loss: 2.0363, grad_norm: 4.6635 2020-09-28 05:25:31,521 - mmaction - INFO - Epoch [15][620/940] lr: 1.000e-02, eta: 1 day, 14:19:40, time: 1.717, data_time: 0.002, memory: 8343, top1_acc: 0.5199, top5_acc: 0.7627, loss_cls: 2.0238, loss: 2.0238, grad_norm: 4.6136 2020-09-28 05:26:06,955 - mmaction - INFO - Epoch [15][640/940] lr: 1.000e-02, eta: 1 day, 14:19:11, time: 1.771, data_time: 0.001, memory: 8343, top1_acc: 0.5408, top5_acc: 0.7738, loss_cls: 1.9802, loss: 1.9802, grad_norm: 4.6027 2020-09-28 05:26:40,348 - mmaction - INFO - Epoch [15][660/940] lr: 1.000e-02, eta: 1 day, 14:18:31, time: 1.670, data_time: 0.002, memory: 8343, top1_acc: 0.5256, top5_acc: 0.7516, loss_cls: 2.0438, loss: 2.0438, grad_norm: 4.5455 2020-09-28 05:27:13,178 - mmaction - INFO - Epoch [15][680/940] lr: 1.000e-02, eta: 1 day, 14:17:48, time: 1.641, data_time: 0.002, memory: 8343, top1_acc: 0.5352, top5_acc: 0.7635, loss_cls: 2.0324, loss: 2.0324, grad_norm: 4.5174 2020-09-28 05:27:48,796 - mmaction - INFO - Epoch [15][700/940] lr: 1.000e-02, eta: 1 day, 14:17:20, time: 1.781, data_time: 0.034, memory: 8343, top1_acc: 0.5219, top5_acc: 0.7686, loss_cls: 2.0096, loss: 2.0096, grad_norm: 4.5278 2020-09-28 05:28:21,533 - mmaction - INFO - Epoch [15][720/940] lr: 1.000e-02, eta: 1 day, 14:16:36, time: 1.637, data_time: 0.002, memory: 8343, top1_acc: 0.5223, top5_acc: 0.7607, loss_cls: 2.0357, loss: 2.0357, grad_norm: 4.5631 2020-09-28 05:28:55,960 - mmaction - INFO - Epoch [15][740/940] lr: 1.000e-02, eta: 1 day, 14:16:02, time: 1.721, data_time: 0.002, memory: 8343, top1_acc: 0.5111, top5_acc: 0.7443, loss_cls: 2.1036, loss: 2.1036, grad_norm: 4.6093 2020-09-28 05:29:31,059 - mmaction - INFO - Epoch [15][760/940] lr: 1.000e-02, eta: 1 day, 14:15:32, time: 1.755, data_time: 0.002, memory: 8343, top1_acc: 0.5273, top5_acc: 0.7643, loss_cls: 2.0158, loss: 2.0158, grad_norm: 4.5790 2020-09-28 05:30:07,226 - mmaction - INFO - Epoch [15][780/940] lr: 1.000e-02, eta: 1 day, 14:15:07, time: 1.807, data_time: 0.001, memory: 8343, top1_acc: 0.5135, top5_acc: 0.7541, loss_cls: 2.0878, loss: 2.0878, grad_norm: 4.6085 2020-09-28 05:30:41,313 - mmaction - INFO - Epoch [15][800/940] lr: 1.000e-02, eta: 1 day, 14:14:31, time: 1.706, data_time: 0.002, memory: 8343, top1_acc: 0.5213, top5_acc: 0.7602, loss_cls: 2.0581, loss: 2.0581, grad_norm: 4.5893 2020-09-28 05:31:13,411 - mmaction - INFO - Epoch [15][820/940] lr: 1.000e-02, eta: 1 day, 14:13:44, time: 1.605, data_time: 0.001, memory: 8343, top1_acc: 0.5207, top5_acc: 0.7619, loss_cls: 2.0390, loss: 2.0390, grad_norm: 4.5640 2020-09-28 05:31:45,214 - mmaction - INFO - Epoch [15][840/940] lr: 1.000e-02, eta: 1 day, 14:12:54, time: 1.589, data_time: 0.001, memory: 8343, top1_acc: 0.5156, top5_acc: 0.7477, loss_cls: 2.0899, loss: 2.0899, grad_norm: 4.6083 2020-09-28 05:32:20,465 - mmaction - INFO - Epoch [15][860/940] lr: 1.000e-02, eta: 1 day, 14:12:25, time: 1.763, data_time: 0.221, memory: 8343, top1_acc: 0.5359, top5_acc: 0.7674, loss_cls: 1.9841, loss: 1.9841, grad_norm: 4.5022 2020-09-28 05:32:53,655 - mmaction - INFO - Epoch [15][880/940] lr: 1.000e-02, eta: 1 day, 14:11:44, time: 1.659, data_time: 0.427, memory: 8343, top1_acc: 0.5242, top5_acc: 0.7605, loss_cls: 2.0262, loss: 2.0262, grad_norm: 4.5357 2020-09-28 05:33:26,240 - mmaction - INFO - Epoch [15][900/940] lr: 1.000e-02, eta: 1 day, 14:10:59, time: 1.628, data_time: 0.050, memory: 8343, top1_acc: 0.5174, top5_acc: 0.7535, loss_cls: 2.0597, loss: 2.0597, grad_norm: 4.5606 2020-09-28 05:33:59,781 - mmaction - INFO - Epoch [15][920/940] lr: 1.000e-02, eta: 1 day, 14:10:20, time: 1.677, data_time: 0.002, memory: 8343, top1_acc: 0.5234, top5_acc: 0.7531, loss_cls: 2.0413, loss: 2.0413, grad_norm: 4.5212 2020-09-28 05:34:30,552 - mmaction - INFO - Epoch [15][940/940] lr: 1.000e-02, eta: 1 day, 14:09:25, time: 1.539, data_time: 0.002, memory: 8343, top1_acc: 0.5319, top5_acc: 0.7622, loss_cls: 2.0149, loss: 2.0149, grad_norm: 4.6183 2020-09-28 05:34:31,423 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-09-28 05:36:50,846 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 05:36:51,532 - mmaction - INFO - top1_acc 0.5841 top5_acc 0.8157 2020-09-28 05:36:51,532 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 05:36:51,577 - mmaction - INFO - mean_acc 0.5840 2020-09-28 05:36:51,578 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-09-28 05:36:51,590 - mmaction - INFO - Epoch(val) [15][940] top1_acc: 0.5841, top5_acc: 0.8157, mean_class_accuracy: 0.5840 2020-09-28 05:37:50,471 - mmaction - INFO - Epoch [16][20/940] lr: 1.000e-02, eta: 1 day, 14:11:09, time: 2.943, data_time: 2.298, memory: 8343, top1_acc: 0.5387, top5_acc: 0.7660, loss_cls: 1.9795, loss: 1.9795, grad_norm: 4.5460 2020-09-28 05:38:22,691 - mmaction - INFO - Epoch [16][40/940] lr: 1.000e-02, eta: 1 day, 14:10:22, time: 1.611, data_time: 0.945, memory: 8343, top1_acc: 0.5361, top5_acc: 0.7633, loss_cls: 1.9909, loss: 1.9909, grad_norm: 4.5062 2020-09-28 05:38:55,345 - mmaction - INFO - Epoch [16][60/940] lr: 1.000e-02, eta: 1 day, 14:09:38, time: 1.633, data_time: 0.675, memory: 8343, top1_acc: 0.5350, top5_acc: 0.7602, loss_cls: 1.9921, loss: 1.9921, grad_norm: 4.5091 2020-09-28 05:39:29,016 - mmaction - INFO - Epoch [16][80/940] lr: 1.000e-02, eta: 1 day, 14:08:59, time: 1.683, data_time: 0.259, memory: 8343, top1_acc: 0.5398, top5_acc: 0.7670, loss_cls: 1.9874, loss: 1.9874, grad_norm: 4.5465 2020-09-28 05:40:03,698 - mmaction - INFO - Epoch [16][100/940] lr: 1.000e-02, eta: 1 day, 14:08:26, time: 1.734, data_time: 0.002, memory: 8343, top1_acc: 0.5334, top5_acc: 0.7721, loss_cls: 1.9616, loss: 1.9616, grad_norm: 4.5712 2020-09-28 05:40:37,970 - mmaction - INFO - Epoch [16][120/940] lr: 1.000e-02, eta: 1 day, 14:07:51, time: 1.713, data_time: 0.021, memory: 8343, top1_acc: 0.5316, top5_acc: 0.7586, loss_cls: 2.0277, loss: 2.0277, grad_norm: 4.6797 2020-09-28 05:41:11,181 - mmaction - INFO - Epoch [16][140/940] lr: 1.000e-02, eta: 1 day, 14:07:10, time: 1.661, data_time: 0.002, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7846, loss_cls: 1.9148, loss: 1.9148, grad_norm: 4.5383 2020-09-28 05:41:45,351 - mmaction - INFO - Epoch [16][160/940] lr: 1.000e-02, eta: 1 day, 14:06:34, time: 1.709, data_time: 0.002, memory: 8343, top1_acc: 0.5305, top5_acc: 0.7613, loss_cls: 2.0109, loss: 2.0109, grad_norm: 4.5969 2020-09-28 05:42:19,505 - mmaction - INFO - Epoch [16][180/940] lr: 1.000e-02, eta: 1 day, 14:05:58, time: 1.705, data_time: 0.001, memory: 8343, top1_acc: 0.5365, top5_acc: 0.7645, loss_cls: 1.9955, loss: 1.9955, grad_norm: 4.5074 2020-09-28 05:42:53,778 - mmaction - INFO - Epoch [16][200/940] lr: 1.000e-02, eta: 1 day, 14:05:23, time: 1.716, data_time: 0.004, memory: 8343, top1_acc: 0.5217, top5_acc: 0.7516, loss_cls: 2.0422, loss: 2.0422, grad_norm: 4.5926 2020-09-28 05:43:27,959 - mmaction - INFO - Epoch [16][220/940] lr: 1.000e-02, eta: 1 day, 14:04:48, time: 1.709, data_time: 0.002, memory: 8343, top1_acc: 0.5398, top5_acc: 0.7691, loss_cls: 1.9807, loss: 1.9807, grad_norm: 4.5182 2020-09-28 05:44:01,570 - mmaction - INFO - Epoch [16][240/940] lr: 1.000e-02, eta: 1 day, 14:04:09, time: 1.681, data_time: 0.002, memory: 8343, top1_acc: 0.5502, top5_acc: 0.7785, loss_cls: 1.8904, loss: 1.8904, grad_norm: 4.3970 2020-09-28 05:44:33,756 - mmaction - INFO - Epoch [16][260/940] lr: 1.000e-02, eta: 1 day, 14:03:22, time: 1.610, data_time: 0.002, memory: 8343, top1_acc: 0.5287, top5_acc: 0.7631, loss_cls: 2.0070, loss: 2.0070, grad_norm: 4.5387 2020-09-28 05:45:08,566 - mmaction - INFO - Epoch [16][280/940] lr: 1.000e-02, eta: 1 day, 14:02:50, time: 1.740, data_time: 0.001, memory: 8343, top1_acc: 0.5344, top5_acc: 0.7635, loss_cls: 2.0067, loss: 2.0067, grad_norm: 4.5658 2020-09-28 05:45:41,598 - mmaction - INFO - Epoch [16][300/940] lr: 1.000e-02, eta: 1 day, 14:02:08, time: 1.652, data_time: 0.002, memory: 8343, top1_acc: 0.5299, top5_acc: 0.7689, loss_cls: 2.0141, loss: 2.0141, grad_norm: 4.6314 2020-09-28 05:46:15,046 - mmaction - INFO - Epoch [16][320/940] lr: 1.000e-02, eta: 1 day, 14:01:28, time: 1.672, data_time: 0.002, memory: 8343, top1_acc: 0.5332, top5_acc: 0.7645, loss_cls: 1.9881, loss: 1.9881, grad_norm: 4.5218 2020-09-28 05:46:49,828 - mmaction - INFO - Epoch [16][340/940] lr: 1.000e-02, eta: 1 day, 14:00:56, time: 1.739, data_time: 0.002, memory: 8343, top1_acc: 0.5350, top5_acc: 0.7658, loss_cls: 1.9803, loss: 1.9803, grad_norm: 4.5252 2020-09-28 05:47:23,880 - mmaction - INFO - Epoch [16][360/940] lr: 1.000e-02, eta: 1 day, 14:00:19, time: 1.702, data_time: 0.001, memory: 8343, top1_acc: 0.5316, top5_acc: 0.7691, loss_cls: 1.9961, loss: 1.9961, grad_norm: 4.6754 2020-09-28 05:47:56,486 - mmaction - INFO - Epoch [16][380/940] lr: 1.000e-02, eta: 1 day, 13:59:35, time: 1.630, data_time: 0.001, memory: 8343, top1_acc: 0.5221, top5_acc: 0.7631, loss_cls: 2.0364, loss: 2.0364, grad_norm: 4.6271 2020-09-28 05:48:32,294 - mmaction - INFO - Epoch [16][400/940] lr: 1.000e-02, eta: 1 day, 13:59:09, time: 1.791, data_time: 0.002, memory: 8343, top1_acc: 0.5326, top5_acc: 0.7611, loss_cls: 2.0129, loss: 2.0129, grad_norm: 4.5818 2020-09-28 05:49:05,282 - mmaction - INFO - Epoch [16][420/940] lr: 1.000e-02, eta: 1 day, 13:58:26, time: 1.649, data_time: 0.001, memory: 8343, top1_acc: 0.5295, top5_acc: 0.7652, loss_cls: 2.0181, loss: 2.0181, grad_norm: 4.6169 2020-09-28 05:49:40,901 - mmaction - INFO - Epoch [16][440/940] lr: 1.000e-02, eta: 1 day, 13:57:59, time: 1.782, data_time: 0.002, memory: 8343, top1_acc: 0.5424, top5_acc: 0.7748, loss_cls: 1.9407, loss: 1.9407, grad_norm: 4.5274 2020-09-28 05:50:15,563 - mmaction - INFO - Epoch [16][460/940] lr: 1.000e-02, eta: 1 day, 13:57:26, time: 1.733, data_time: 0.001, memory: 8343, top1_acc: 0.5305, top5_acc: 0.7562, loss_cls: 2.0547, loss: 2.0547, grad_norm: 4.5318 2020-09-28 05:50:48,558 - mmaction - INFO - Epoch [16][480/940] lr: 1.000e-02, eta: 1 day, 13:56:44, time: 1.650, data_time: 0.002, memory: 8343, top1_acc: 0.5398, top5_acc: 0.7711, loss_cls: 1.9359, loss: 1.9359, grad_norm: 4.5260 2020-09-28 05:51:21,311 - mmaction - INFO - Epoch [16][500/940] lr: 1.000e-02, eta: 1 day, 13:56:00, time: 1.638, data_time: 0.001, memory: 8343, top1_acc: 0.5246, top5_acc: 0.7588, loss_cls: 2.0146, loss: 2.0146, grad_norm: 4.5599 2020-09-28 05:51:56,331 - mmaction - INFO - Epoch [16][520/940] lr: 1.000e-02, eta: 1 day, 13:55:29, time: 1.750, data_time: 0.001, memory: 8343, top1_acc: 0.5248, top5_acc: 0.7592, loss_cls: 2.0528, loss: 2.0528, grad_norm: 4.6433 2020-09-28 05:52:28,247 - mmaction - INFO - Epoch [16][540/940] lr: 1.000e-02, eta: 1 day, 13:54:41, time: 1.597, data_time: 0.002, memory: 8343, top1_acc: 0.5283, top5_acc: 0.7598, loss_cls: 2.0429, loss: 2.0429, grad_norm: 4.6575 2020-09-28 05:53:01,307 - mmaction - INFO - Epoch [16][560/940] lr: 1.000e-02, eta: 1 day, 13:54:00, time: 1.653, data_time: 0.001, memory: 8343, top1_acc: 0.5334, top5_acc: 0.7713, loss_cls: 1.9974, loss: 1.9974, grad_norm: 4.5910 2020-09-28 05:53:34,354 - mmaction - INFO - Epoch [16][580/940] lr: 1.000e-02, eta: 1 day, 13:53:18, time: 1.652, data_time: 0.001, memory: 8343, top1_acc: 0.5236, top5_acc: 0.7525, loss_cls: 2.0659, loss: 2.0659, grad_norm: 4.6041 2020-09-28 05:54:08,274 - mmaction - INFO - Epoch [16][600/940] lr: 1.000e-02, eta: 1 day, 13:52:41, time: 1.696, data_time: 0.001, memory: 8343, top1_acc: 0.5199, top5_acc: 0.7580, loss_cls: 2.0598, loss: 2.0598, grad_norm: 4.6883 2020-09-28 05:54:43,535 - mmaction - INFO - Epoch [16][620/940] lr: 1.000e-02, eta: 1 day, 13:52:11, time: 1.762, data_time: 0.162, memory: 8343, top1_acc: 0.5273, top5_acc: 0.7547, loss_cls: 2.0393, loss: 2.0393, grad_norm: 4.5533 2020-09-28 05:55:18,195 - mmaction - INFO - Epoch [16][640/940] lr: 1.000e-02, eta: 1 day, 13:51:38, time: 1.734, data_time: 0.555, memory: 8343, top1_acc: 0.5389, top5_acc: 0.7631, loss_cls: 2.0067, loss: 2.0067, grad_norm: 4.5483 2020-09-28 05:55:52,679 - mmaction - INFO - Epoch [16][660/940] lr: 1.000e-02, eta: 1 day, 13:51:05, time: 1.724, data_time: 1.001, memory: 8343, top1_acc: 0.5430, top5_acc: 0.7719, loss_cls: 1.9610, loss: 1.9610, grad_norm: 4.4698 2020-09-28 05:56:26,240 - mmaction - INFO - Epoch [16][680/940] lr: 1.000e-02, eta: 1 day, 13:50:26, time: 1.678, data_time: 1.076, memory: 8343, top1_acc: 0.5248, top5_acc: 0.7553, loss_cls: 2.0492, loss: 2.0492, grad_norm: 4.5390 2020-09-28 05:57:00,367 - mmaction - INFO - Epoch [16][700/940] lr: 1.000e-02, eta: 1 day, 13:49:50, time: 1.707, data_time: 1.090, memory: 8343, top1_acc: 0.5293, top5_acc: 0.7574, loss_cls: 2.0458, loss: 2.0458, grad_norm: 4.5406 2020-09-28 05:57:34,365 - mmaction - INFO - Epoch [16][720/940] lr: 1.000e-02, eta: 1 day, 13:49:13, time: 1.700, data_time: 1.096, memory: 8343, top1_acc: 0.5230, top5_acc: 0.7607, loss_cls: 2.0376, loss: 2.0376, grad_norm: 4.5613 2020-09-28 05:58:07,249 - mmaction - INFO - Epoch [16][740/940] lr: 1.000e-02, eta: 1 day, 13:48:31, time: 1.644, data_time: 1.044, memory: 8343, top1_acc: 0.5312, top5_acc: 0.7766, loss_cls: 1.9607, loss: 1.9607, grad_norm: 4.5185 2020-09-28 05:58:40,037 - mmaction - INFO - Epoch [16][760/940] lr: 1.000e-02, eta: 1 day, 13:47:48, time: 1.639, data_time: 0.980, memory: 8343, top1_acc: 0.5344, top5_acc: 0.7650, loss_cls: 2.0145, loss: 2.0145, grad_norm: 4.5305 2020-09-28 05:59:15,166 - mmaction - INFO - Epoch [16][780/940] lr: 1.000e-02, eta: 1 day, 13:47:17, time: 1.756, data_time: 1.155, memory: 8343, top1_acc: 0.5334, top5_acc: 0.7723, loss_cls: 1.9647, loss: 1.9647, grad_norm: 4.5177 2020-09-28 05:59:48,267 - mmaction - INFO - Epoch [16][800/940] lr: 1.000e-02, eta: 1 day, 13:46:36, time: 1.656, data_time: 1.043, memory: 8343, top1_acc: 0.5311, top5_acc: 0.7625, loss_cls: 2.0282, loss: 2.0282, grad_norm: 4.5264 2020-09-28 06:00:24,288 - mmaction - INFO - Epoch [16][820/940] lr: 1.000e-02, eta: 1 day, 13:46:11, time: 1.801, data_time: 1.167, memory: 8343, top1_acc: 0.5217, top5_acc: 0.7574, loss_cls: 2.0363, loss: 2.0363, grad_norm: 4.6611 2020-09-28 06:00:57,381 - mmaction - INFO - Epoch [16][840/940] lr: 1.000e-02, eta: 1 day, 13:45:29, time: 1.655, data_time: 1.054, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7783, loss_cls: 1.9632, loss: 1.9632, grad_norm: 4.6422 2020-09-28 06:01:29,437 - mmaction - INFO - Epoch [16][860/940] lr: 1.000e-02, eta: 1 day, 13:44:43, time: 1.603, data_time: 1.001, memory: 8343, top1_acc: 0.5318, top5_acc: 0.7635, loss_cls: 2.0001, loss: 2.0001, grad_norm: 4.6031 2020-09-28 06:02:03,318 - mmaction - INFO - Epoch [16][880/940] lr: 1.000e-02, eta: 1 day, 13:44:06, time: 1.694, data_time: 1.093, memory: 8343, top1_acc: 0.5344, top5_acc: 0.7604, loss_cls: 1.9939, loss: 1.9939, grad_norm: 4.4835 2020-09-28 06:02:37,089 - mmaction - INFO - Epoch [16][900/940] lr: 1.000e-02, eta: 1 day, 13:43:28, time: 1.689, data_time: 0.938, memory: 8343, top1_acc: 0.5258, top5_acc: 0.7678, loss_cls: 2.0220, loss: 2.0220, grad_norm: 4.6131 2020-09-28 06:03:11,696 - mmaction - INFO - Epoch [16][920/940] lr: 1.000e-02, eta: 1 day, 13:42:55, time: 1.730, data_time: 0.519, memory: 8343, top1_acc: 0.5285, top5_acc: 0.7607, loss_cls: 2.0434, loss: 2.0434, grad_norm: 4.5387 2020-09-28 06:03:42,577 - mmaction - INFO - Epoch [16][940/940] lr: 1.000e-02, eta: 1 day, 13:42:02, time: 1.545, data_time: 0.386, memory: 8343, top1_acc: 0.5244, top5_acc: 0.7604, loss_cls: 2.0183, loss: 2.0183, grad_norm: 4.6164 2020-09-28 06:03:44,913 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-09-28 06:04:49,210 - mmaction - INFO - Epoch [17][20/940] lr: 1.000e-02, eta: 1 day, 13:44:03, time: 3.198, data_time: 1.829, memory: 8343, top1_acc: 0.5455, top5_acc: 0.7705, loss_cls: 1.9564, loss: 1.9564, grad_norm: 4.5613 2020-09-28 06:05:22,239 - mmaction - INFO - Epoch [17][40/940] lr: 1.000e-02, eta: 1 day, 13:43:21, time: 1.651, data_time: 0.040, memory: 8343, top1_acc: 0.5301, top5_acc: 0.7586, loss_cls: 2.0170, loss: 2.0170, grad_norm: 4.5406 2020-09-28 06:05:57,199 - mmaction - INFO - Epoch [17][60/940] lr: 1.000e-02, eta: 1 day, 13:42:50, time: 1.748, data_time: 0.002, memory: 8343, top1_acc: 0.5437, top5_acc: 0.7773, loss_cls: 1.9391, loss: 1.9391, grad_norm: 4.5656 2020-09-28 06:06:29,872 - mmaction - INFO - Epoch [17][80/940] lr: 1.000e-02, eta: 1 day, 13:42:06, time: 1.634, data_time: 0.023, memory: 8343, top1_acc: 0.5396, top5_acc: 0.7781, loss_cls: 1.9438, loss: 1.9438, grad_norm: 4.5114 2020-09-28 06:07:04,171 - mmaction - INFO - Epoch [17][100/940] lr: 1.000e-02, eta: 1 day, 13:41:31, time: 1.715, data_time: 0.001, memory: 8343, top1_acc: 0.5369, top5_acc: 0.7643, loss_cls: 1.9793, loss: 1.9793, grad_norm: 4.6326 2020-09-28 06:07:39,824 - mmaction - INFO - Epoch [17][120/940] lr: 1.000e-02, eta: 1 day, 13:41:03, time: 1.782, data_time: 0.002, memory: 8343, top1_acc: 0.5420, top5_acc: 0.7709, loss_cls: 1.9810, loss: 1.9810, grad_norm: 4.5163 2020-09-28 06:08:11,796 - mmaction - INFO - Epoch [17][140/940] lr: 1.000e-02, eta: 1 day, 13:40:16, time: 1.599, data_time: 0.002, memory: 8343, top1_acc: 0.5389, top5_acc: 0.7729, loss_cls: 1.9542, loss: 1.9542, grad_norm: 4.6341 2020-09-28 06:08:47,164 - mmaction - INFO - Epoch [17][160/940] lr: 1.000e-02, eta: 1 day, 13:39:46, time: 1.767, data_time: 0.002, memory: 8343, top1_acc: 0.5340, top5_acc: 0.7688, loss_cls: 1.9740, loss: 1.9740, grad_norm: 4.5075 2020-09-28 06:09:20,864 - mmaction - INFO - Epoch [17][180/940] lr: 1.000e-02, eta: 1 day, 13:39:08, time: 1.686, data_time: 0.003, memory: 8343, top1_acc: 0.5342, top5_acc: 0.7686, loss_cls: 1.9912, loss: 1.9912, grad_norm: 4.5541 2020-09-28 06:09:55,751 - mmaction - INFO - Epoch [17][200/940] lr: 1.000e-02, eta: 1 day, 13:38:36, time: 1.745, data_time: 0.002, memory: 8343, top1_acc: 0.5381, top5_acc: 0.7635, loss_cls: 1.9786, loss: 1.9786, grad_norm: 4.6128 2020-09-28 06:10:28,972 - mmaction - INFO - Epoch [17][220/940] lr: 1.000e-02, eta: 1 day, 13:37:56, time: 1.661, data_time: 0.002, memory: 8343, top1_acc: 0.5619, top5_acc: 0.7869, loss_cls: 1.8568, loss: 1.8568, grad_norm: 4.3899 2020-09-28 06:11:02,126 - mmaction - INFO - Epoch [17][240/940] lr: 1.000e-02, eta: 1 day, 13:37:15, time: 1.658, data_time: 0.002, memory: 8343, top1_acc: 0.5418, top5_acc: 0.7674, loss_cls: 1.9548, loss: 1.9548, grad_norm: 4.4536 2020-09-28 06:11:36,793 - mmaction - INFO - Epoch [17][260/940] lr: 1.000e-02, eta: 1 day, 13:36:42, time: 1.733, data_time: 0.002, memory: 8343, top1_acc: 0.5400, top5_acc: 0.7713, loss_cls: 1.9714, loss: 1.9714, grad_norm: 4.6242 2020-09-28 06:12:11,254 - mmaction - INFO - Epoch [17][280/940] lr: 1.000e-02, eta: 1 day, 13:36:08, time: 1.723, data_time: 0.002, memory: 8343, top1_acc: 0.5293, top5_acc: 0.7654, loss_cls: 2.0132, loss: 2.0132, grad_norm: 4.6118 2020-09-28 06:12:45,175 - mmaction - INFO - Epoch [17][300/940] lr: 1.000e-02, eta: 1 day, 13:35:31, time: 1.697, data_time: 0.002, memory: 8343, top1_acc: 0.5436, top5_acc: 0.7752, loss_cls: 1.9478, loss: 1.9478, grad_norm: 4.5837 2020-09-28 06:13:19,012 - mmaction - INFO - Epoch [17][320/940] lr: 1.000e-02, eta: 1 day, 13:34:54, time: 1.691, data_time: 0.001, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7658, loss_cls: 1.9940, loss: 1.9940, grad_norm: 4.6215 2020-09-28 06:13:53,229 - mmaction - INFO - Epoch [17][340/940] lr: 1.000e-02, eta: 1 day, 13:34:18, time: 1.711, data_time: 0.002, memory: 8343, top1_acc: 0.5381, top5_acc: 0.7670, loss_cls: 1.9850, loss: 1.9850, grad_norm: 4.6371 2020-09-28 06:14:27,686 - mmaction - INFO - Epoch [17][360/940] lr: 1.000e-02, eta: 1 day, 13:33:44, time: 1.723, data_time: 0.002, memory: 8343, top1_acc: 0.5277, top5_acc: 0.7717, loss_cls: 1.9873, loss: 1.9873, grad_norm: 4.6589 2020-09-28 06:15:00,992 - mmaction - INFO - Epoch [17][380/940] lr: 1.000e-02, eta: 1 day, 13:33:04, time: 1.664, data_time: 0.002, memory: 8343, top1_acc: 0.5420, top5_acc: 0.7744, loss_cls: 1.9553, loss: 1.9553, grad_norm: 4.5342 2020-09-28 06:15:35,205 - mmaction - INFO - Epoch [17][400/940] lr: 1.000e-02, eta: 1 day, 13:32:29, time: 1.712, data_time: 0.003, memory: 8343, top1_acc: 0.5414, top5_acc: 0.7760, loss_cls: 1.9493, loss: 1.9493, grad_norm: 4.4785 2020-09-28 06:16:08,990 - mmaction - INFO - Epoch [17][420/940] lr: 1.000e-02, eta: 1 day, 13:31:51, time: 1.689, data_time: 0.001, memory: 8343, top1_acc: 0.5340, top5_acc: 0.7643, loss_cls: 1.9965, loss: 1.9965, grad_norm: 4.5633 2020-09-28 06:16:43,515 - mmaction - INFO - Epoch [17][440/940] lr: 1.000e-02, eta: 1 day, 13:31:17, time: 1.726, data_time: 0.002, memory: 8343, top1_acc: 0.5299, top5_acc: 0.7648, loss_cls: 2.0087, loss: 2.0087, grad_norm: 4.5428 2020-09-28 06:17:15,649 - mmaction - INFO - Epoch [17][460/940] lr: 1.000e-02, eta: 1 day, 13:30:31, time: 1.606, data_time: 0.001, memory: 8343, top1_acc: 0.5381, top5_acc: 0.7686, loss_cls: 1.9762, loss: 1.9762, grad_norm: 4.5353 2020-09-28 06:17:50,365 - mmaction - INFO - Epoch [17][480/940] lr: 1.000e-02, eta: 1 day, 13:29:58, time: 1.736, data_time: 0.002, memory: 8343, top1_acc: 0.5221, top5_acc: 0.7652, loss_cls: 2.0083, loss: 2.0083, grad_norm: 4.6210 2020-09-28 06:18:25,266 - mmaction - INFO - Epoch [17][500/940] lr: 1.000e-02, eta: 1 day, 13:29:27, time: 1.745, data_time: 0.002, memory: 8343, top1_acc: 0.5395, top5_acc: 0.7707, loss_cls: 1.9701, loss: 1.9701, grad_norm: 4.5926 2020-09-28 06:18:58,857 - mmaction - INFO - Epoch [17][520/940] lr: 1.000e-02, eta: 1 day, 13:28:48, time: 1.680, data_time: 0.002, memory: 8343, top1_acc: 0.5324, top5_acc: 0.7723, loss_cls: 1.9863, loss: 1.9863, grad_norm: 4.6309 2020-09-28 06:19:32,295 - mmaction - INFO - Epoch [17][540/940] lr: 1.000e-02, eta: 1 day, 13:28:09, time: 1.672, data_time: 0.002, memory: 8343, top1_acc: 0.5359, top5_acc: 0.7678, loss_cls: 1.9765, loss: 1.9765, grad_norm: 4.5699 2020-09-28 06:20:05,445 - mmaction - INFO - Epoch [17][560/940] lr: 1.000e-02, eta: 1 day, 13:27:28, time: 1.658, data_time: 0.002, memory: 8343, top1_acc: 0.5404, top5_acc: 0.7742, loss_cls: 1.9262, loss: 1.9262, grad_norm: 4.5107 2020-09-28 06:20:38,087 - mmaction - INFO - Epoch [17][580/940] lr: 1.000e-02, eta: 1 day, 13:26:45, time: 1.632, data_time: 0.041, memory: 8343, top1_acc: 0.5381, top5_acc: 0.7639, loss_cls: 1.9838, loss: 1.9838, grad_norm: 4.6118 2020-09-28 06:21:12,566 - mmaction - INFO - Epoch [17][600/940] lr: 1.000e-02, eta: 1 day, 13:26:11, time: 1.723, data_time: 0.223, memory: 8343, top1_acc: 0.5371, top5_acc: 0.7662, loss_cls: 2.0034, loss: 2.0034, grad_norm: 4.5961 2020-09-28 06:21:46,113 - mmaction - INFO - Epoch [17][620/940] lr: 1.000e-02, eta: 1 day, 13:25:32, time: 1.678, data_time: 0.038, memory: 8343, top1_acc: 0.5283, top5_acc: 0.7668, loss_cls: 1.9860, loss: 1.9860, grad_norm: 4.5719 2020-09-28 06:22:19,471 - mmaction - INFO - Epoch [17][640/940] lr: 1.000e-02, eta: 1 day, 13:24:53, time: 1.667, data_time: 0.001, memory: 8343, top1_acc: 0.5402, top5_acc: 0.7730, loss_cls: 1.9840, loss: 1.9840, grad_norm: 4.5673 2020-09-28 06:22:52,369 - mmaction - INFO - Epoch [17][660/940] lr: 1.000e-02, eta: 1 day, 13:24:11, time: 1.645, data_time: 0.002, memory: 8343, top1_acc: 0.5369, top5_acc: 0.7672, loss_cls: 2.0000, loss: 2.0000, grad_norm: 4.6180 2020-09-28 06:23:26,311 - mmaction - INFO - Epoch [17][680/940] lr: 1.000e-02, eta: 1 day, 13:23:34, time: 1.696, data_time: 0.002, memory: 8343, top1_acc: 0.5291, top5_acc: 0.7676, loss_cls: 1.9653, loss: 1.9653, grad_norm: 4.5644 2020-09-28 06:24:00,274 - mmaction - INFO - Epoch [17][700/940] lr: 1.000e-02, eta: 1 day, 13:22:58, time: 1.698, data_time: 0.003, memory: 8343, top1_acc: 0.5367, top5_acc: 0.7621, loss_cls: 1.9965, loss: 1.9965, grad_norm: 4.6382 2020-09-28 06:24:33,767 - mmaction - INFO - Epoch [17][720/940] lr: 1.000e-02, eta: 1 day, 13:22:19, time: 1.675, data_time: 0.002, memory: 8343, top1_acc: 0.5408, top5_acc: 0.7637, loss_cls: 2.0011, loss: 2.0011, grad_norm: 4.6257 2020-09-28 06:25:08,090 - mmaction - INFO - Epoch [17][740/940] lr: 1.000e-02, eta: 1 day, 13:21:44, time: 1.716, data_time: 0.002, memory: 8343, top1_acc: 0.5422, top5_acc: 0.7734, loss_cls: 1.9371, loss: 1.9371, grad_norm: 4.5306 2020-09-28 06:25:41,892 - mmaction - INFO - Epoch [17][760/940] lr: 1.000e-02, eta: 1 day, 13:21:07, time: 1.690, data_time: 0.002, memory: 8343, top1_acc: 0.5453, top5_acc: 0.7682, loss_cls: 1.9599, loss: 1.9599, grad_norm: 4.5690 2020-09-28 06:26:16,758 - mmaction - INFO - Epoch [17][780/940] lr: 1.000e-02, eta: 1 day, 13:20:35, time: 1.743, data_time: 0.002, memory: 8343, top1_acc: 0.5258, top5_acc: 0.7611, loss_cls: 2.0203, loss: 2.0203, grad_norm: 4.6737 2020-09-28 06:26:51,089 - mmaction - INFO - Epoch [17][800/940] lr: 1.000e-02, eta: 1 day, 13:20:00, time: 1.715, data_time: 0.002, memory: 8343, top1_acc: 0.5299, top5_acc: 0.7662, loss_cls: 2.0066, loss: 2.0066, grad_norm: 4.6051 2020-09-28 06:27:24,701 - mmaction - INFO - Epoch [17][820/940] lr: 1.000e-02, eta: 1 day, 13:19:22, time: 1.681, data_time: 0.003, memory: 8343, top1_acc: 0.5373, top5_acc: 0.7682, loss_cls: 1.9994, loss: 1.9994, grad_norm: 4.6133 2020-09-28 06:27:59,826 - mmaction - INFO - Epoch [17][840/940] lr: 1.000e-02, eta: 1 day, 13:18:51, time: 1.757, data_time: 0.002, memory: 8343, top1_acc: 0.5242, top5_acc: 0.7586, loss_cls: 2.0451, loss: 2.0451, grad_norm: 4.6616 2020-09-28 06:28:32,273 - mmaction - INFO - Epoch [17][860/940] lr: 1.000e-02, eta: 1 day, 13:18:07, time: 1.622, data_time: 0.002, memory: 8343, top1_acc: 0.5387, top5_acc: 0.7697, loss_cls: 1.9681, loss: 1.9681, grad_norm: 4.5935 2020-09-28 06:29:05,495 - mmaction - INFO - Epoch [17][880/940] lr: 1.000e-02, eta: 1 day, 13:17:27, time: 1.661, data_time: 0.002, memory: 8343, top1_acc: 0.5342, top5_acc: 0.7668, loss_cls: 2.0139, loss: 2.0139, grad_norm: 4.5925 2020-09-28 06:29:38,979 - mmaction - INFO - Epoch [17][900/940] lr: 1.000e-02, eta: 1 day, 13:16:48, time: 1.674, data_time: 0.002, memory: 8343, top1_acc: 0.5328, top5_acc: 0.7637, loss_cls: 1.9995, loss: 1.9995, grad_norm: 4.5187 2020-09-28 06:30:11,429 - mmaction - INFO - Epoch [17][920/940] lr: 1.000e-02, eta: 1 day, 13:16:04, time: 1.623, data_time: 0.002, memory: 8343, top1_acc: 0.5250, top5_acc: 0.7613, loss_cls: 2.0196, loss: 2.0196, grad_norm: 4.5704 2020-09-28 06:30:43,675 - mmaction - INFO - Epoch [17][940/940] lr: 1.000e-02, eta: 1 day, 13:15:19, time: 1.612, data_time: 0.002, memory: 8343, top1_acc: 0.5224, top5_acc: 0.7604, loss_cls: 2.0285, loss: 2.0285, grad_norm: 4.6317 2020-09-28 06:30:44,761 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-09-28 06:31:45,522 - mmaction - INFO - Epoch [18][20/940] lr: 1.000e-02, eta: 1 day, 13:16:48, time: 2.978, data_time: 2.345, memory: 8343, top1_acc: 0.5459, top5_acc: 0.7777, loss_cls: 1.9287, loss: 1.9287, grad_norm: 4.4665 2020-09-28 06:32:19,715 - mmaction - INFO - Epoch [18][40/940] lr: 1.000e-02, eta: 1 day, 13:16:12, time: 1.710, data_time: 1.008, memory: 8343, top1_acc: 0.5420, top5_acc: 0.7725, loss_cls: 1.9578, loss: 1.9578, grad_norm: 4.4695 2020-09-28 06:32:52,665 - mmaction - INFO - Epoch [18][60/940] lr: 1.000e-02, eta: 1 day, 13:15:31, time: 1.647, data_time: 0.996, memory: 8343, top1_acc: 0.5414, top5_acc: 0.7807, loss_cls: 1.9441, loss: 1.9441, grad_norm: 4.5965 2020-09-28 06:33:27,600 - mmaction - INFO - Epoch [18][80/940] lr: 1.000e-02, eta: 1 day, 13:14:59, time: 1.747, data_time: 0.857, memory: 8343, top1_acc: 0.5400, top5_acc: 0.7764, loss_cls: 1.9345, loss: 1.9345, grad_norm: 4.5377 2020-09-28 06:34:01,911 - mmaction - INFO - Epoch [18][100/940] lr: 1.000e-02, eta: 1 day, 13:14:24, time: 1.716, data_time: 0.602, memory: 8343, top1_acc: 0.5463, top5_acc: 0.7865, loss_cls: 1.9016, loss: 1.9016, grad_norm: 4.4258 2020-09-28 06:34:36,127 - mmaction - INFO - Epoch [18][120/940] lr: 1.000e-02, eta: 1 day, 13:13:49, time: 1.711, data_time: 0.346, memory: 8343, top1_acc: 0.5338, top5_acc: 0.7646, loss_cls: 1.9892, loss: 1.9892, grad_norm: 4.5808 2020-09-28 06:35:11,367 - mmaction - INFO - Epoch [18][140/940] lr: 1.000e-02, eta: 1 day, 13:13:18, time: 1.762, data_time: 0.095, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7619, loss_cls: 1.9909, loss: 1.9909, grad_norm: 4.5885 2020-09-28 06:35:45,958 - mmaction - INFO - Epoch [18][160/940] lr: 1.000e-02, eta: 1 day, 13:12:45, time: 1.730, data_time: 0.037, memory: 8343, top1_acc: 0.5418, top5_acc: 0.7717, loss_cls: 1.9688, loss: 1.9688, grad_norm: 4.5089 2020-09-28 06:36:21,999 - mmaction - INFO - Epoch [18][180/940] lr: 1.000e-02, eta: 1 day, 13:12:18, time: 1.802, data_time: 0.001, memory: 8343, top1_acc: 0.5246, top5_acc: 0.7674, loss_cls: 1.9880, loss: 1.9880, grad_norm: 4.5735 2020-09-28 06:36:55,576 - mmaction - INFO - Epoch [18][200/940] lr: 1.000e-02, eta: 1 day, 13:11:40, time: 1.678, data_time: 0.001, memory: 8343, top1_acc: 0.5357, top5_acc: 0.7723, loss_cls: 1.9557, loss: 1.9557, grad_norm: 4.4738 2020-09-28 06:37:29,485 - mmaction - INFO - Epoch [18][220/940] lr: 1.000e-02, eta: 1 day, 13:11:03, time: 1.696, data_time: 0.002, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7807, loss_cls: 1.9102, loss: 1.9102, grad_norm: 4.4737 2020-09-28 06:38:03,475 - mmaction - INFO - Epoch [18][240/940] lr: 1.000e-02, eta: 1 day, 13:10:26, time: 1.700, data_time: 0.002, memory: 8343, top1_acc: 0.5445, top5_acc: 0.7674, loss_cls: 1.9583, loss: 1.9583, grad_norm: 4.4951 2020-09-28 06:38:37,553 - mmaction - INFO - Epoch [18][260/940] lr: 1.000e-02, eta: 1 day, 13:09:50, time: 1.703, data_time: 0.001, memory: 8343, top1_acc: 0.5443, top5_acc: 0.7723, loss_cls: 1.9428, loss: 1.9428, grad_norm: 4.5600 2020-09-28 06:39:11,175 - mmaction - INFO - Epoch [18][280/940] lr: 1.000e-02, eta: 1 day, 13:09:12, time: 1.682, data_time: 0.002, memory: 8343, top1_acc: 0.5367, top5_acc: 0.7668, loss_cls: 1.9986, loss: 1.9986, grad_norm: 4.5707 2020-09-28 06:39:44,505 - mmaction - INFO - Epoch [18][300/940] lr: 1.000e-02, eta: 1 day, 13:08:33, time: 1.666, data_time: 0.002, memory: 8343, top1_acc: 0.5418, top5_acc: 0.7664, loss_cls: 1.9646, loss: 1.9646, grad_norm: 4.6283 2020-09-28 06:40:17,972 - mmaction - INFO - Epoch [18][320/940] lr: 1.000e-02, eta: 1 day, 13:07:54, time: 1.673, data_time: 0.002, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7807, loss_cls: 1.9197, loss: 1.9197, grad_norm: 4.5496 2020-09-28 06:40:50,878 - mmaction - INFO - Epoch [18][340/940] lr: 1.000e-02, eta: 1 day, 13:07:12, time: 1.646, data_time: 0.002, memory: 8343, top1_acc: 0.5346, top5_acc: 0.7502, loss_cls: 2.0084, loss: 2.0084, grad_norm: 4.5506 2020-09-28 06:41:24,388 - mmaction - INFO - Epoch [18][360/940] lr: 1.000e-02, eta: 1 day, 13:06:34, time: 1.676, data_time: 0.029, memory: 8343, top1_acc: 0.5482, top5_acc: 0.7787, loss_cls: 1.9361, loss: 1.9361, grad_norm: 4.5995 2020-09-28 06:42:00,085 - mmaction - INFO - Epoch [18][380/940] lr: 1.000e-02, eta: 1 day, 13:06:05, time: 1.785, data_time: 0.325, memory: 8343, top1_acc: 0.5502, top5_acc: 0.7730, loss_cls: 1.9368, loss: 1.9368, grad_norm: 4.5308 2020-09-28 06:42:34,049 - mmaction - INFO - Epoch [18][400/940] lr: 1.000e-02, eta: 1 day, 13:05:29, time: 1.698, data_time: 0.377, memory: 8343, top1_acc: 0.5424, top5_acc: 0.7715, loss_cls: 1.9485, loss: 1.9485, grad_norm: 4.5266 2020-09-28 06:43:07,836 - mmaction - INFO - Epoch [18][420/940] lr: 1.000e-02, eta: 1 day, 13:04:51, time: 1.690, data_time: 0.149, memory: 8343, top1_acc: 0.5404, top5_acc: 0.7717, loss_cls: 1.9580, loss: 1.9580, grad_norm: 4.6075 2020-09-28 06:43:41,007 - mmaction - INFO - Epoch [18][440/940] lr: 1.000e-02, eta: 1 day, 13:04:11, time: 1.659, data_time: 0.011, memory: 8343, top1_acc: 0.5398, top5_acc: 0.7729, loss_cls: 1.9629, loss: 1.9629, grad_norm: 4.5796 2020-09-28 06:44:14,631 - mmaction - INFO - Epoch [18][460/940] lr: 1.000e-02, eta: 1 day, 13:03:33, time: 1.681, data_time: 0.078, memory: 8343, top1_acc: 0.5357, top5_acc: 0.7697, loss_cls: 1.9643, loss: 1.9643, grad_norm: 4.5930 2020-09-28 06:44:47,942 - mmaction - INFO - Epoch [18][480/940] lr: 1.000e-02, eta: 1 day, 13:02:54, time: 1.665, data_time: 0.384, memory: 8343, top1_acc: 0.5322, top5_acc: 0.7646, loss_cls: 2.0301, loss: 2.0301, grad_norm: 4.6131 2020-09-28 06:45:22,229 - mmaction - INFO - Epoch [18][500/940] lr: 1.000e-02, eta: 1 day, 13:02:19, time: 1.715, data_time: 0.452, memory: 8343, top1_acc: 0.5264, top5_acc: 0.7553, loss_cls: 2.0456, loss: 2.0456, grad_norm: 4.6729 2020-09-28 06:45:55,838 - mmaction - INFO - Epoch [18][520/940] lr: 1.000e-02, eta: 1 day, 13:01:41, time: 1.680, data_time: 0.403, memory: 8343, top1_acc: 0.5318, top5_acc: 0.7713, loss_cls: 2.0265, loss: 2.0265, grad_norm: 4.6232 2020-09-28 06:46:29,201 - mmaction - INFO - Epoch [18][540/940] lr: 1.000e-02, eta: 1 day, 13:01:01, time: 1.668, data_time: 0.525, memory: 8343, top1_acc: 0.5322, top5_acc: 0.7668, loss_cls: 1.9928, loss: 1.9928, grad_norm: 4.6296 2020-09-28 06:47:02,670 - mmaction - INFO - Epoch [18][560/940] lr: 1.000e-02, eta: 1 day, 13:00:23, time: 1.673, data_time: 0.447, memory: 8343, top1_acc: 0.5488, top5_acc: 0.7678, loss_cls: 1.9780, loss: 1.9780, grad_norm: 4.6178 2020-09-28 06:47:36,432 - mmaction - INFO - Epoch [18][580/940] lr: 1.000e-02, eta: 1 day, 12:59:45, time: 1.688, data_time: 0.767, memory: 8343, top1_acc: 0.5318, top5_acc: 0.7668, loss_cls: 1.9883, loss: 1.9883, grad_norm: 4.6331 2020-09-28 06:48:09,944 - mmaction - INFO - Epoch [18][600/940] lr: 1.000e-02, eta: 1 day, 12:59:07, time: 1.676, data_time: 0.351, memory: 8343, top1_acc: 0.5428, top5_acc: 0.7697, loss_cls: 1.9372, loss: 1.9372, grad_norm: 4.4954 2020-09-28 06:48:45,319 - mmaction - INFO - Epoch [18][620/940] lr: 1.000e-02, eta: 1 day, 12:58:37, time: 1.769, data_time: 0.158, memory: 8343, top1_acc: 0.5428, top5_acc: 0.7699, loss_cls: 1.9831, loss: 1.9831, grad_norm: 4.5262 2020-09-28 06:49:18,215 - mmaction - INFO - Epoch [18][640/940] lr: 1.000e-02, eta: 1 day, 12:57:55, time: 1.644, data_time: 0.014, memory: 8343, top1_acc: 0.5354, top5_acc: 0.7689, loss_cls: 1.9744, loss: 1.9744, grad_norm: 4.5281 2020-09-28 06:49:52,449 - mmaction - INFO - Epoch [18][660/940] lr: 1.000e-02, eta: 1 day, 12:57:20, time: 1.712, data_time: 0.026, memory: 8343, top1_acc: 0.5426, top5_acc: 0.7795, loss_cls: 1.9612, loss: 1.9612, grad_norm: 4.5372 2020-09-28 06:50:24,815 - mmaction - INFO - Epoch [18][680/940] lr: 1.000e-02, eta: 1 day, 12:56:36, time: 1.618, data_time: 0.244, memory: 8343, top1_acc: 0.5352, top5_acc: 0.7650, loss_cls: 1.9847, loss: 1.9847, grad_norm: 4.5755 2020-09-28 06:50:58,023 - mmaction - INFO - Epoch [18][700/940] lr: 1.000e-02, eta: 1 day, 12:55:57, time: 1.660, data_time: 0.132, memory: 8343, top1_acc: 0.5283, top5_acc: 0.7615, loss_cls: 2.0080, loss: 2.0080, grad_norm: 4.6431 2020-09-28 06:51:31,377 - mmaction - INFO - Epoch [18][720/940] lr: 1.000e-02, eta: 1 day, 12:55:17, time: 1.668, data_time: 0.155, memory: 8343, top1_acc: 0.5375, top5_acc: 0.7707, loss_cls: 1.9664, loss: 1.9664, grad_norm: 4.5122 2020-09-28 06:52:06,163 - mmaction - INFO - Epoch [18][740/940] lr: 1.000e-02, eta: 1 day, 12:54:45, time: 1.740, data_time: 0.002, memory: 8343, top1_acc: 0.5459, top5_acc: 0.7723, loss_cls: 1.9360, loss: 1.9360, grad_norm: 4.5765 2020-09-28 06:52:39,273 - mmaction - INFO - Epoch [18][760/940] lr: 1.000e-02, eta: 1 day, 12:54:04, time: 1.655, data_time: 0.001, memory: 8343, top1_acc: 0.5447, top5_acc: 0.7762, loss_cls: 1.9336, loss: 1.9336, grad_norm: 4.5268 2020-09-28 06:53:12,312 - mmaction - INFO - Epoch [18][780/940] lr: 1.000e-02, eta: 1 day, 12:53:24, time: 1.652, data_time: 0.002, memory: 8343, top1_acc: 0.5342, top5_acc: 0.7754, loss_cls: 1.9602, loss: 1.9602, grad_norm: 4.5917 2020-09-28 06:53:45,977 - mmaction - INFO - Epoch [18][800/940] lr: 1.000e-02, eta: 1 day, 12:52:46, time: 1.684, data_time: 0.068, memory: 8343, top1_acc: 0.5400, top5_acc: 0.7734, loss_cls: 1.9399, loss: 1.9399, grad_norm: 4.5734 2020-09-28 06:54:22,117 - mmaction - INFO - Epoch [18][820/940] lr: 1.000e-02, eta: 1 day, 12:52:20, time: 1.807, data_time: 0.001, memory: 8343, top1_acc: 0.5338, top5_acc: 0.7729, loss_cls: 1.9842, loss: 1.9842, grad_norm: 4.5503 2020-09-28 06:54:55,120 - mmaction - INFO - Epoch [18][840/940] lr: 1.000e-02, eta: 1 day, 12:51:39, time: 1.650, data_time: 0.009, memory: 8343, top1_acc: 0.5332, top5_acc: 0.7625, loss_cls: 2.0302, loss: 2.0302, grad_norm: 4.5916 2020-09-28 06:55:29,268 - mmaction - INFO - Epoch [18][860/940] lr: 1.000e-02, eta: 1 day, 12:51:04, time: 1.707, data_time: 0.001, memory: 8343, top1_acc: 0.5254, top5_acc: 0.7600, loss_cls: 2.0435, loss: 2.0435, grad_norm: 4.6331 2020-09-28 06:56:02,570 - mmaction - INFO - Epoch [18][880/940] lr: 1.000e-02, eta: 1 day, 12:50:24, time: 1.665, data_time: 0.001, memory: 8343, top1_acc: 0.5512, top5_acc: 0.7773, loss_cls: 1.9234, loss: 1.9234, grad_norm: 4.4993 2020-09-28 06:56:36,227 - mmaction - INFO - Epoch [18][900/940] lr: 1.000e-02, eta: 1 day, 12:49:47, time: 1.683, data_time: 0.001, memory: 8343, top1_acc: 0.5395, top5_acc: 0.7662, loss_cls: 1.9877, loss: 1.9877, grad_norm: 4.4999 2020-09-28 06:57:10,317 - mmaction - INFO - Epoch [18][920/940] lr: 1.000e-02, eta: 1 day, 12:49:11, time: 1.704, data_time: 0.001, memory: 8343, top1_acc: 0.5455, top5_acc: 0.7645, loss_cls: 1.9852, loss: 1.9852, grad_norm: 4.5897 2020-09-28 06:57:41,049 - mmaction - INFO - Epoch [18][940/940] lr: 1.000e-02, eta: 1 day, 12:48:20, time: 1.537, data_time: 0.002, memory: 8343, top1_acc: 0.5362, top5_acc: 0.7624, loss_cls: 1.9977, loss: 1.9977, grad_norm: 4.6660 2020-09-28 06:57:42,075 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-09-28 06:58:43,866 - mmaction - INFO - Epoch [19][20/940] lr: 1.000e-02, eta: 1 day, 12:49:44, time: 3.022, data_time: 1.981, memory: 8343, top1_acc: 0.5453, top5_acc: 0.7697, loss_cls: 1.9627, loss: 1.9627, grad_norm: 4.5467 2020-09-28 06:59:18,253 - mmaction - INFO - Epoch [19][40/940] lr: 1.000e-02, eta: 1 day, 12:49:09, time: 1.719, data_time: 0.341, memory: 8343, top1_acc: 0.5527, top5_acc: 0.7844, loss_cls: 1.8969, loss: 1.8969, grad_norm: 4.4862 2020-09-28 06:59:50,594 - mmaction - INFO - Epoch [19][60/940] lr: 1.000e-02, eta: 1 day, 12:48:26, time: 1.617, data_time: 0.365, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7725, loss_cls: 1.9550, loss: 1.9550, grad_norm: 4.5860 2020-09-28 07:00:25,093 - mmaction - INFO - Epoch [19][80/940] lr: 1.000e-02, eta: 1 day, 12:47:52, time: 1.725, data_time: 0.963, memory: 8343, top1_acc: 0.5416, top5_acc: 0.7660, loss_cls: 1.9598, loss: 1.9598, grad_norm: 4.5441 2020-09-28 07:00:59,367 - mmaction - INFO - Epoch [19][100/940] lr: 1.000e-02, eta: 1 day, 12:47:17, time: 1.714, data_time: 1.096, memory: 8343, top1_acc: 0.5406, top5_acc: 0.7674, loss_cls: 1.9666, loss: 1.9666, grad_norm: 4.5042 2020-09-28 07:01:32,630 - mmaction - INFO - Epoch [19][120/940] lr: 1.000e-02, eta: 1 day, 12:46:37, time: 1.662, data_time: 1.068, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7791, loss_cls: 1.9103, loss: 1.9103, grad_norm: 4.5268 2020-09-28 07:02:05,526 - mmaction - INFO - Epoch [19][140/940] lr: 1.000e-02, eta: 1 day, 12:45:56, time: 1.646, data_time: 1.049, memory: 8343, top1_acc: 0.5305, top5_acc: 0.7709, loss_cls: 1.9918, loss: 1.9918, grad_norm: 4.6823 2020-09-28 07:02:41,912 - mmaction - INFO - Epoch [19][160/940] lr: 1.000e-02, eta: 1 day, 12:45:30, time: 1.820, data_time: 0.937, memory: 8343, top1_acc: 0.5434, top5_acc: 0.7764, loss_cls: 1.9382, loss: 1.9382, grad_norm: 4.5231 2020-09-28 07:03:16,122 - mmaction - INFO - Epoch [19][180/940] lr: 1.000e-02, eta: 1 day, 12:44:55, time: 1.710, data_time: 0.260, memory: 8343, top1_acc: 0.5441, top5_acc: 0.7717, loss_cls: 1.9294, loss: 1.9294, grad_norm: 4.5011 2020-09-28 07:03:48,006 - mmaction - INFO - Epoch [19][200/940] lr: 1.000e-02, eta: 1 day, 12:44:09, time: 1.594, data_time: 0.554, memory: 8343, top1_acc: 0.5510, top5_acc: 0.7783, loss_cls: 1.9174, loss: 1.9174, grad_norm: 4.5083 2020-09-28 07:04:21,877 - mmaction - INFO - Epoch [19][220/940] lr: 1.000e-02, eta: 1 day, 12:43:32, time: 1.693, data_time: 0.731, memory: 8343, top1_acc: 0.5393, top5_acc: 0.7729, loss_cls: 1.9520, loss: 1.9520, grad_norm: 4.5543 2020-09-28 07:04:54,763 - mmaction - INFO - Epoch [19][240/940] lr: 1.000e-02, eta: 1 day, 12:42:51, time: 1.645, data_time: 0.236, memory: 8343, top1_acc: 0.5510, top5_acc: 0.7670, loss_cls: 1.9346, loss: 1.9346, grad_norm: 4.4444 2020-09-28 07:05:29,855 - mmaction - INFO - Epoch [19][260/940] lr: 1.000e-02, eta: 1 day, 12:42:20, time: 1.754, data_time: 0.409, memory: 8343, top1_acc: 0.5441, top5_acc: 0.7732, loss_cls: 1.9334, loss: 1.9334, grad_norm: 4.5263 2020-09-28 07:06:04,682 - mmaction - INFO - Epoch [19][280/940] lr: 1.000e-02, eta: 1 day, 12:41:47, time: 1.742, data_time: 0.556, memory: 8343, top1_acc: 0.5381, top5_acc: 0.7727, loss_cls: 1.9789, loss: 1.9789, grad_norm: 4.6034 2020-09-28 07:06:37,786 - mmaction - INFO - Epoch [19][300/940] lr: 1.000e-02, eta: 1 day, 12:41:07, time: 1.655, data_time: 0.750, memory: 8343, top1_acc: 0.5506, top5_acc: 0.7760, loss_cls: 1.9151, loss: 1.9151, grad_norm: 4.5177 2020-09-28 07:07:11,998 - mmaction - INFO - Epoch [19][320/940] lr: 1.000e-02, eta: 1 day, 12:40:32, time: 1.710, data_time: 0.673, memory: 8343, top1_acc: 0.5410, top5_acc: 0.7697, loss_cls: 1.9438, loss: 1.9438, grad_norm: 4.5594 2020-09-28 07:07:45,966 - mmaction - INFO - Epoch [19][340/940] lr: 1.000e-02, eta: 1 day, 12:39:56, time: 1.699, data_time: 0.758, memory: 8343, top1_acc: 0.5627, top5_acc: 0.7852, loss_cls: 1.8956, loss: 1.8956, grad_norm: 4.4879 2020-09-28 07:08:18,861 - mmaction - INFO - Epoch [19][360/940] lr: 1.000e-02, eta: 1 day, 12:39:15, time: 1.644, data_time: 0.934, memory: 8343, top1_acc: 0.5379, top5_acc: 0.7695, loss_cls: 1.9775, loss: 1.9775, grad_norm: 4.6476 2020-09-28 07:08:52,643 - mmaction - INFO - Epoch [19][380/940] lr: 1.000e-02, eta: 1 day, 12:38:37, time: 1.689, data_time: 1.074, memory: 8343, top1_acc: 0.5387, top5_acc: 0.7727, loss_cls: 1.9472, loss: 1.9472, grad_norm: 4.5041 2020-09-28 07:09:25,743 - mmaction - INFO - Epoch [19][400/940] lr: 1.000e-02, eta: 1 day, 12:37:57, time: 1.655, data_time: 0.930, memory: 8343, top1_acc: 0.5488, top5_acc: 0.7729, loss_cls: 1.9146, loss: 1.9146, grad_norm: 4.5208 2020-09-28 07:10:02,368 - mmaction - INFO - Epoch [19][420/940] lr: 1.000e-02, eta: 1 day, 12:37:33, time: 1.832, data_time: 0.453, memory: 8343, top1_acc: 0.5445, top5_acc: 0.7758, loss_cls: 1.9379, loss: 1.9379, grad_norm: 4.5578 2020-09-28 07:10:36,859 - mmaction - INFO - Epoch [19][440/940] lr: 1.000e-02, eta: 1 day, 12:36:59, time: 1.724, data_time: 0.021, memory: 8343, top1_acc: 0.5258, top5_acc: 0.7689, loss_cls: 1.9600, loss: 1.9600, grad_norm: 4.5276 2020-09-28 07:11:10,525 - mmaction - INFO - Epoch [19][460/940] lr: 1.000e-02, eta: 1 day, 12:36:21, time: 1.683, data_time: 0.199, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7656, loss_cls: 1.9417, loss: 1.9417, grad_norm: 4.5460 2020-09-28 07:11:43,336 - mmaction - INFO - Epoch [19][480/940] lr: 1.000e-02, eta: 1 day, 12:35:40, time: 1.641, data_time: 0.212, memory: 8343, top1_acc: 0.5541, top5_acc: 0.7803, loss_cls: 1.9087, loss: 1.9087, grad_norm: 4.6200 2020-09-28 07:12:16,134 - mmaction - INFO - Epoch [19][500/940] lr: 1.000e-02, eta: 1 day, 12:34:58, time: 1.639, data_time: 0.487, memory: 8343, top1_acc: 0.5395, top5_acc: 0.7701, loss_cls: 1.9820, loss: 1.9820, grad_norm: 4.5833 2020-09-28 07:12:51,195 - mmaction - INFO - Epoch [19][520/940] lr: 1.000e-02, eta: 1 day, 12:34:27, time: 1.754, data_time: 0.553, memory: 8343, top1_acc: 0.5348, top5_acc: 0.7670, loss_cls: 1.9692, loss: 1.9692, grad_norm: 4.5527 2020-09-28 07:13:23,443 - mmaction - INFO - Epoch [19][540/940] lr: 1.000e-02, eta: 1 day, 12:33:43, time: 1.612, data_time: 0.366, memory: 8343, top1_acc: 0.5441, top5_acc: 0.7756, loss_cls: 1.9185, loss: 1.9185, grad_norm: 4.5637 2020-09-28 07:13:58,868 - mmaction - INFO - Epoch [19][560/940] lr: 1.000e-02, eta: 1 day, 12:33:13, time: 1.770, data_time: 0.006, memory: 8343, top1_acc: 0.5461, top5_acc: 0.7754, loss_cls: 1.9255, loss: 1.9255, grad_norm: 4.5615 2020-09-28 07:14:32,045 - mmaction - INFO - Epoch [19][580/940] lr: 1.000e-02, eta: 1 day, 12:32:33, time: 1.659, data_time: 0.134, memory: 8343, top1_acc: 0.5291, top5_acc: 0.7627, loss_cls: 2.0061, loss: 2.0061, grad_norm: 4.5901 2020-09-28 07:15:05,958 - mmaction - INFO - Epoch [19][600/940] lr: 1.000e-02, eta: 1 day, 12:31:57, time: 1.696, data_time: 0.094, memory: 8343, top1_acc: 0.5434, top5_acc: 0.7756, loss_cls: 1.9625, loss: 1.9625, grad_norm: 4.4689 2020-09-28 07:15:39,124 - mmaction - INFO - Epoch [19][620/940] lr: 1.000e-02, eta: 1 day, 12:31:17, time: 1.658, data_time: 0.086, memory: 8343, top1_acc: 0.5391, top5_acc: 0.7803, loss_cls: 1.9308, loss: 1.9308, grad_norm: 4.5549 2020-09-28 07:16:13,080 - mmaction - INFO - Epoch [19][640/940] lr: 1.000e-02, eta: 1 day, 12:30:41, time: 1.699, data_time: 0.002, memory: 8343, top1_acc: 0.5389, top5_acc: 0.7697, loss_cls: 1.9708, loss: 1.9708, grad_norm: 4.6217 2020-09-28 07:16:47,245 - mmaction - INFO - Epoch [19][660/940] lr: 1.000e-02, eta: 1 day, 12:30:06, time: 1.708, data_time: 0.087, memory: 8343, top1_acc: 0.5424, top5_acc: 0.7682, loss_cls: 1.9547, loss: 1.9547, grad_norm: 4.5805 2020-09-28 07:17:20,223 - mmaction - INFO - Epoch [19][680/940] lr: 1.000e-02, eta: 1 day, 12:29:25, time: 1.649, data_time: 0.054, memory: 8343, top1_acc: 0.5535, top5_acc: 0.7725, loss_cls: 1.9392, loss: 1.9392, grad_norm: 4.6287 2020-09-28 07:17:54,643 - mmaction - INFO - Epoch [19][700/940] lr: 1.000e-02, eta: 1 day, 12:28:51, time: 1.721, data_time: 0.155, memory: 8343, top1_acc: 0.5379, top5_acc: 0.7717, loss_cls: 1.9543, loss: 1.9543, grad_norm: 4.5498 2020-09-28 07:18:29,430 - mmaction - INFO - Epoch [19][720/940] lr: 1.000e-02, eta: 1 day, 12:28:18, time: 1.739, data_time: 0.509, memory: 8343, top1_acc: 0.5441, top5_acc: 0.7730, loss_cls: 1.9323, loss: 1.9323, grad_norm: 4.5605 2020-09-28 07:19:04,398 - mmaction - INFO - Epoch [19][740/940] lr: 1.000e-02, eta: 1 day, 12:27:46, time: 1.748, data_time: 0.535, memory: 8343, top1_acc: 0.5359, top5_acc: 0.7707, loss_cls: 1.9615, loss: 1.9615, grad_norm: 4.6870 2020-09-28 07:19:37,894 - mmaction - INFO - Epoch [19][760/940] lr: 1.000e-02, eta: 1 day, 12:27:08, time: 1.675, data_time: 0.448, memory: 8343, top1_acc: 0.5408, top5_acc: 0.7596, loss_cls: 2.0205, loss: 2.0205, grad_norm: 4.6165 2020-09-28 07:20:13,525 - mmaction - INFO - Epoch [19][780/940] lr: 1.000e-02, eta: 1 day, 12:26:39, time: 1.782, data_time: 0.130, memory: 8343, top1_acc: 0.5328, top5_acc: 0.7664, loss_cls: 1.9917, loss: 1.9917, grad_norm: 4.6065 2020-09-28 07:20:46,470 - mmaction - INFO - Epoch [19][800/940] lr: 1.000e-02, eta: 1 day, 12:25:58, time: 1.647, data_time: 0.117, memory: 8343, top1_acc: 0.5428, top5_acc: 0.7705, loss_cls: 1.9710, loss: 1.9710, grad_norm: 4.7154 2020-09-28 07:21:20,801 - mmaction - INFO - Epoch [19][820/940] lr: 1.000e-02, eta: 1 day, 12:25:24, time: 1.716, data_time: 0.015, memory: 8343, top1_acc: 0.5348, top5_acc: 0.7678, loss_cls: 1.9844, loss: 1.9844, grad_norm: 4.6197 2020-09-28 07:21:54,130 - mmaction - INFO - Epoch [19][840/940] lr: 1.000e-02, eta: 1 day, 12:24:45, time: 1.667, data_time: 0.113, memory: 8343, top1_acc: 0.5533, top5_acc: 0.7738, loss_cls: 1.9164, loss: 1.9164, grad_norm: 4.5427 2020-09-28 07:22:28,466 - mmaction - INFO - Epoch [19][860/940] lr: 1.000e-02, eta: 1 day, 12:24:10, time: 1.717, data_time: 0.278, memory: 8343, top1_acc: 0.5426, top5_acc: 0.7750, loss_cls: 1.9398, loss: 1.9398, grad_norm: 4.5533 2020-09-28 07:23:01,251 - mmaction - INFO - Epoch [19][880/940] lr: 1.000e-02, eta: 1 day, 12:23:29, time: 1.639, data_time: 0.627, memory: 8343, top1_acc: 0.5346, top5_acc: 0.7646, loss_cls: 1.9883, loss: 1.9883, grad_norm: 4.5616 2020-09-28 07:23:32,839 - mmaction - INFO - Epoch [19][900/940] lr: 1.000e-02, eta: 1 day, 12:22:42, time: 1.579, data_time: 0.622, memory: 8343, top1_acc: 0.5453, top5_acc: 0.7748, loss_cls: 1.9525, loss: 1.9525, grad_norm: 4.6152 2020-09-28 07:24:06,836 - mmaction - INFO - Epoch [19][920/940] lr: 1.000e-02, eta: 1 day, 12:22:07, time: 1.700, data_time: 1.013, memory: 8343, top1_acc: 0.5455, top5_acc: 0.7766, loss_cls: 1.9332, loss: 1.9332, grad_norm: 4.5634 2020-09-28 07:24:34,495 - mmaction - INFO - Epoch [19][940/940] lr: 1.000e-02, eta: 1 day, 12:21:03, time: 1.383, data_time: 0.526, memory: 8343, top1_acc: 0.5461, top5_acc: 0.7665, loss_cls: 1.9613, loss: 1.9613, grad_norm: 4.6316 2020-09-28 07:24:36,920 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-09-28 07:25:43,151 - mmaction - INFO - Epoch [20][20/940] lr: 1.000e-02, eta: 1 day, 12:22:40, time: 3.251, data_time: 2.661, memory: 8343, top1_acc: 0.5402, top5_acc: 0.7709, loss_cls: 1.9735, loss: 1.9735, grad_norm: 4.6411 2020-09-28 07:26:17,435 - mmaction - INFO - Epoch [20][40/940] lr: 1.000e-02, eta: 1 day, 12:22:05, time: 1.715, data_time: 1.119, memory: 8343, top1_acc: 0.5326, top5_acc: 0.7645, loss_cls: 1.9947, loss: 1.9947, grad_norm: 4.5608 2020-09-28 07:26:50,373 - mmaction - INFO - Epoch [20][60/940] lr: 1.000e-02, eta: 1 day, 12:21:24, time: 1.646, data_time: 1.050, memory: 8343, top1_acc: 0.5436, top5_acc: 0.7762, loss_cls: 1.9403, loss: 1.9403, grad_norm: 4.5734 2020-09-28 07:27:23,909 - mmaction - INFO - Epoch [20][80/940] lr: 1.000e-02, eta: 1 day, 12:20:46, time: 1.676, data_time: 1.072, memory: 8343, top1_acc: 0.5439, top5_acc: 0.7713, loss_cls: 1.9665, loss: 1.9665, grad_norm: 4.6209 2020-09-28 07:27:57,832 - mmaction - INFO - Epoch [20][100/940] lr: 1.000e-02, eta: 1 day, 12:20:09, time: 1.697, data_time: 1.101, memory: 8343, top1_acc: 0.5574, top5_acc: 0.7803, loss_cls: 1.8835, loss: 1.8835, grad_norm: 4.5109 2020-09-28 07:28:32,502 - mmaction - INFO - Epoch [20][120/940] lr: 1.000e-02, eta: 1 day, 12:19:36, time: 1.733, data_time: 1.134, memory: 8343, top1_acc: 0.5457, top5_acc: 0.7771, loss_cls: 1.9344, loss: 1.9344, grad_norm: 4.5847 2020-09-28 07:29:04,107 - mmaction - INFO - Epoch [20][140/940] lr: 1.000e-02, eta: 1 day, 12:18:50, time: 1.581, data_time: 0.979, memory: 8343, top1_acc: 0.5400, top5_acc: 0.7789, loss_cls: 1.9177, loss: 1.9177, grad_norm: 4.5849 2020-09-28 07:29:37,927 - mmaction - INFO - Epoch [20][160/940] lr: 1.000e-02, eta: 1 day, 12:18:13, time: 1.691, data_time: 1.092, memory: 8343, top1_acc: 0.5371, top5_acc: 0.7721, loss_cls: 1.9787, loss: 1.9787, grad_norm: 4.5938 2020-09-28 07:30:10,951 - mmaction - INFO - Epoch [20][180/940] lr: 1.000e-02, eta: 1 day, 12:17:33, time: 1.651, data_time: 1.061, memory: 8343, top1_acc: 0.5473, top5_acc: 0.7844, loss_cls: 1.9232, loss: 1.9232, grad_norm: 4.5211 2020-09-28 07:30:46,197 - mmaction - INFO - Epoch [20][200/940] lr: 1.000e-02, eta: 1 day, 12:17:02, time: 1.762, data_time: 1.163, memory: 8343, top1_acc: 0.5453, top5_acc: 0.7752, loss_cls: 1.9410, loss: 1.9410, grad_norm: 4.5361 2020-09-28 07:31:18,018 - mmaction - INFO - Epoch [20][220/940] lr: 1.000e-02, eta: 1 day, 12:16:17, time: 1.591, data_time: 0.994, memory: 8343, top1_acc: 0.5426, top5_acc: 0.7756, loss_cls: 1.9444, loss: 1.9444, grad_norm: 4.5817 2020-09-28 07:31:52,545 - mmaction - INFO - Epoch [20][240/940] lr: 1.000e-02, eta: 1 day, 12:15:43, time: 1.726, data_time: 0.792, memory: 8343, top1_acc: 0.5566, top5_acc: 0.7770, loss_cls: 1.8851, loss: 1.8851, grad_norm: 4.4723 2020-09-28 07:32:25,797 - mmaction - INFO - Epoch [20][260/940] lr: 1.000e-02, eta: 1 day, 12:15:04, time: 1.662, data_time: 0.910, memory: 8343, top1_acc: 0.5482, top5_acc: 0.7756, loss_cls: 1.9330, loss: 1.9330, grad_norm: 4.6111 2020-09-28 07:33:00,915 - mmaction - INFO - Epoch [20][280/940] lr: 1.000e-02, eta: 1 day, 12:14:32, time: 1.756, data_time: 0.943, memory: 8343, top1_acc: 0.5523, top5_acc: 0.7789, loss_cls: 1.9023, loss: 1.9023, grad_norm: 4.6190 2020-09-28 07:33:33,903 - mmaction - INFO - Epoch [20][300/940] lr: 1.000e-02, eta: 1 day, 12:13:52, time: 1.648, data_time: 0.765, memory: 8343, top1_acc: 0.5543, top5_acc: 0.7824, loss_cls: 1.9051, loss: 1.9051, grad_norm: 4.6008 2020-09-28 07:34:07,185 - mmaction - INFO - Epoch [20][320/940] lr: 1.000e-02, eta: 1 day, 12:13:13, time: 1.666, data_time: 0.874, memory: 8343, top1_acc: 0.5410, top5_acc: 0.7822, loss_cls: 1.9163, loss: 1.9163, grad_norm: 4.5858 2020-09-28 07:34:41,193 - mmaction - INFO - Epoch [20][340/940] lr: 1.000e-02, eta: 1 day, 12:12:37, time: 1.699, data_time: 1.002, memory: 8343, top1_acc: 0.5305, top5_acc: 0.7678, loss_cls: 1.9901, loss: 1.9901, grad_norm: 4.7036 2020-09-28 07:35:15,330 - mmaction - INFO - Epoch [20][360/940] lr: 1.000e-02, eta: 1 day, 12:12:01, time: 1.708, data_time: 0.747, memory: 8343, top1_acc: 0.5449, top5_acc: 0.7729, loss_cls: 1.9489, loss: 1.9489, grad_norm: 4.6345 2020-09-28 07:35:50,403 - mmaction - INFO - Epoch [20][380/940] lr: 1.000e-02, eta: 1 day, 12:11:30, time: 1.754, data_time: 1.077, memory: 8343, top1_acc: 0.5607, top5_acc: 0.7781, loss_cls: 1.9304, loss: 1.9304, grad_norm: 4.5328 2020-09-28 07:36:23,774 - mmaction - INFO - Epoch [20][400/940] lr: 1.000e-02, eta: 1 day, 12:10:51, time: 1.668, data_time: 1.064, memory: 8343, top1_acc: 0.5500, top5_acc: 0.7789, loss_cls: 1.9283, loss: 1.9283, grad_norm: 4.5824 2020-09-28 07:36:58,546 - mmaction - INFO - Epoch [20][420/940] lr: 1.000e-02, eta: 1 day, 12:10:18, time: 1.739, data_time: 1.104, memory: 8343, top1_acc: 0.5588, top5_acc: 0.7791, loss_cls: 1.8998, loss: 1.8998, grad_norm: 4.4950 2020-09-28 07:37:33,064 - mmaction - INFO - Epoch [20][440/940] lr: 1.000e-02, eta: 1 day, 12:09:45, time: 1.726, data_time: 0.694, memory: 8343, top1_acc: 0.5463, top5_acc: 0.7703, loss_cls: 1.9818, loss: 1.9818, grad_norm: 4.6546 2020-09-28 07:38:06,149 - mmaction - INFO - Epoch [20][460/940] lr: 1.000e-02, eta: 1 day, 12:09:05, time: 1.654, data_time: 0.742, memory: 8343, top1_acc: 0.5469, top5_acc: 0.7779, loss_cls: 1.9232, loss: 1.9232, grad_norm: 4.6025 2020-09-28 07:38:39,797 - mmaction - INFO - Epoch [20][480/940] lr: 1.000e-02, eta: 1 day, 12:08:27, time: 1.682, data_time: 1.076, memory: 8343, top1_acc: 0.5441, top5_acc: 0.7660, loss_cls: 1.9719, loss: 1.9719, grad_norm: 4.5159 2020-09-28 07:39:14,784 - mmaction - INFO - Epoch [20][500/940] lr: 1.000e-02, eta: 1 day, 12:07:55, time: 1.749, data_time: 1.147, memory: 8343, top1_acc: 0.5480, top5_acc: 0.7695, loss_cls: 1.9362, loss: 1.9362, grad_norm: 4.5740 2020-09-28 07:39:48,510 - mmaction - INFO - Epoch [20][520/940] lr: 1.000e-02, eta: 1 day, 12:07:18, time: 1.686, data_time: 1.079, memory: 8343, top1_acc: 0.5508, top5_acc: 0.7803, loss_cls: 1.9085, loss: 1.9085, grad_norm: 4.5854 2020-09-28 07:40:21,196 - mmaction - INFO - Epoch [20][540/940] lr: 1.000e-02, eta: 1 day, 12:06:37, time: 1.634, data_time: 1.033, memory: 8343, top1_acc: 0.5488, top5_acc: 0.7779, loss_cls: 1.9124, loss: 1.9124, grad_norm: 4.6169 2020-09-28 07:40:55,969 - mmaction - INFO - Epoch [20][560/940] lr: 1.000e-02, eta: 1 day, 12:06:04, time: 1.739, data_time: 1.138, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7713, loss_cls: 1.9394, loss: 1.9394, grad_norm: 4.5976 2020-09-28 07:41:29,038 - mmaction - INFO - Epoch [20][580/940] lr: 1.000e-02, eta: 1 day, 12:05:24, time: 1.653, data_time: 1.052, memory: 8343, top1_acc: 0.5441, top5_acc: 0.7734, loss_cls: 1.9521, loss: 1.9521, grad_norm: 4.6572 2020-09-28 07:42:02,037 - mmaction - INFO - Epoch [20][600/940] lr: 1.000e-02, eta: 1 day, 12:04:44, time: 1.650, data_time: 1.051, memory: 8343, top1_acc: 0.5541, top5_acc: 0.7820, loss_cls: 1.9017, loss: 1.9017, grad_norm: 4.5654 2020-09-28 07:42:35,498 - mmaction - INFO - Epoch [20][620/940] lr: 1.000e-02, eta: 1 day, 12:04:06, time: 1.673, data_time: 1.071, memory: 8343, top1_acc: 0.5363, top5_acc: 0.7639, loss_cls: 1.9610, loss: 1.9610, grad_norm: 4.5721 2020-09-28 07:43:09,404 - mmaction - INFO - Epoch [20][640/940] lr: 1.000e-02, eta: 1 day, 12:03:30, time: 1.696, data_time: 1.000, memory: 8343, top1_acc: 0.5457, top5_acc: 0.7766, loss_cls: 1.9460, loss: 1.9460, grad_norm: 4.5927 2020-09-28 07:43:44,056 - mmaction - INFO - Epoch [20][660/940] lr: 1.000e-02, eta: 1 day, 12:02:56, time: 1.733, data_time: 0.832, memory: 8343, top1_acc: 0.5486, top5_acc: 0.7805, loss_cls: 1.9013, loss: 1.9013, grad_norm: 4.5596 2020-09-28 07:44:16,864 - mmaction - INFO - Epoch [20][680/940] lr: 1.000e-02, eta: 1 day, 12:02:15, time: 1.641, data_time: 0.379, memory: 8343, top1_acc: 0.5393, top5_acc: 0.7738, loss_cls: 1.9625, loss: 1.9625, grad_norm: 4.5875 2020-09-28 07:44:51,768 - mmaction - INFO - Epoch [20][700/940] lr: 1.000e-02, eta: 1 day, 12:01:43, time: 1.744, data_time: 0.105, memory: 8343, top1_acc: 0.5316, top5_acc: 0.7572, loss_cls: 2.0298, loss: 2.0298, grad_norm: 4.5937 2020-09-28 07:45:25,104 - mmaction - INFO - Epoch [20][720/940] lr: 1.000e-02, eta: 1 day, 12:01:04, time: 1.667, data_time: 0.414, memory: 8343, top1_acc: 0.5551, top5_acc: 0.7852, loss_cls: 1.8904, loss: 1.8904, grad_norm: 4.4802 2020-09-28 07:45:59,691 - mmaction - INFO - Epoch [20][740/940] lr: 1.000e-02, eta: 1 day, 12:00:31, time: 1.730, data_time: 1.004, memory: 8343, top1_acc: 0.5406, top5_acc: 0.7758, loss_cls: 1.9439, loss: 1.9439, grad_norm: 4.5300 2020-09-28 07:46:35,089 - mmaction - INFO - Epoch [20][760/940] lr: 1.000e-02, eta: 1 day, 12:00:01, time: 1.769, data_time: 0.720, memory: 8343, top1_acc: 0.5453, top5_acc: 0.7756, loss_cls: 1.9441, loss: 1.9441, grad_norm: 4.5870 2020-09-28 07:47:07,344 - mmaction - INFO - Epoch [20][780/940] lr: 1.000e-02, eta: 1 day, 11:59:18, time: 1.613, data_time: 0.510, memory: 8343, top1_acc: 0.5389, top5_acc: 0.7760, loss_cls: 1.9458, loss: 1.9458, grad_norm: 4.5230 2020-09-28 07:47:42,300 - mmaction - INFO - Epoch [20][800/940] lr: 1.000e-02, eta: 1 day, 11:58:45, time: 1.747, data_time: 0.738, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7803, loss_cls: 1.9342, loss: 1.9342, grad_norm: 4.5757 2020-09-28 07:48:16,322 - mmaction - INFO - Epoch [20][820/940] lr: 1.000e-02, eta: 1 day, 11:58:10, time: 1.701, data_time: 0.355, memory: 8343, top1_acc: 0.5551, top5_acc: 0.7801, loss_cls: 1.9122, loss: 1.9122, grad_norm: 4.5193 2020-09-28 07:48:49,348 - mmaction - INFO - Epoch [20][840/940] lr: 1.000e-02, eta: 1 day, 11:57:30, time: 1.652, data_time: 0.156, memory: 8343, top1_acc: 0.5561, top5_acc: 0.7795, loss_cls: 1.9079, loss: 1.9079, grad_norm: 4.5150 2020-09-28 07:49:23,071 - mmaction - INFO - Epoch [20][860/940] lr: 1.000e-02, eta: 1 day, 11:56:53, time: 1.686, data_time: 0.338, memory: 8343, top1_acc: 0.5475, top5_acc: 0.7756, loss_cls: 1.9456, loss: 1.9456, grad_norm: 4.5900 2020-09-28 07:49:56,922 - mmaction - INFO - Epoch [20][880/940] lr: 1.000e-02, eta: 1 day, 11:56:16, time: 1.693, data_time: 0.162, memory: 8343, top1_acc: 0.5541, top5_acc: 0.7770, loss_cls: 1.9064, loss: 1.9064, grad_norm: 4.4452 2020-09-28 07:50:29,784 - mmaction - INFO - Epoch [20][900/940] lr: 1.000e-02, eta: 1 day, 11:55:36, time: 1.642, data_time: 0.106, memory: 8343, top1_acc: 0.5426, top5_acc: 0.7688, loss_cls: 1.9878, loss: 1.9878, grad_norm: 4.6387 2020-09-28 07:51:03,377 - mmaction - INFO - Epoch [20][920/940] lr: 1.000e-02, eta: 1 day, 11:54:58, time: 1.680, data_time: 0.659, memory: 8343, top1_acc: 0.5477, top5_acc: 0.7754, loss_cls: 1.9271, loss: 1.9271, grad_norm: 4.5577 2020-09-28 07:51:34,512 - mmaction - INFO - Epoch [20][940/940] lr: 1.000e-02, eta: 1 day, 11:54:11, time: 1.556, data_time: 0.344, memory: 8343, top1_acc: 0.5429, top5_acc: 0.7740, loss_cls: 1.9460, loss: 1.9460, grad_norm: 4.6163 2020-09-28 07:51:35,608 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-09-28 07:53:54,504 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 07:53:55,185 - mmaction - INFO - top1_acc 0.5999 top5_acc 0.8273 2020-09-28 07:53:55,185 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 07:53:55,233 - mmaction - INFO - mean_acc 0.5997 2020-09-28 07:53:55,233 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-09-28 07:53:55,253 - mmaction - INFO - Epoch(val) [20][940] top1_acc: 0.5999, top5_acc: 0.8273, mean_class_accuracy: 0.5997 2020-09-28 07:54:53,757 - mmaction - INFO - Epoch [21][20/940] lr: 1.000e-02, eta: 1 day, 11:55:13, time: 2.924, data_time: 2.271, memory: 8343, top1_acc: 0.5527, top5_acc: 0.7814, loss_cls: 1.9089, loss: 1.9089, grad_norm: 4.5481 2020-09-28 07:55:27,308 - mmaction - INFO - Epoch [21][40/940] lr: 1.000e-02, eta: 1 day, 11:54:35, time: 1.677, data_time: 0.810, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7828, loss_cls: 1.8865, loss: 1.8865, grad_norm: 4.6079 2020-09-28 07:56:01,255 - mmaction - INFO - Epoch [21][60/940] lr: 1.000e-02, eta: 1 day, 11:53:59, time: 1.697, data_time: 0.718, memory: 8343, top1_acc: 0.5518, top5_acc: 0.7840, loss_cls: 1.8738, loss: 1.8738, grad_norm: 4.5368 2020-09-28 07:56:35,464 - mmaction - INFO - Epoch [21][80/940] lr: 1.000e-02, eta: 1 day, 11:53:24, time: 1.711, data_time: 0.018, memory: 8343, top1_acc: 0.5656, top5_acc: 0.7830, loss_cls: 1.8450, loss: 1.8450, grad_norm: 4.4277 2020-09-28 07:57:08,713 - mmaction - INFO - Epoch [21][100/940] lr: 1.000e-02, eta: 1 day, 11:52:45, time: 1.662, data_time: 0.002, memory: 8343, top1_acc: 0.5607, top5_acc: 0.7818, loss_cls: 1.8653, loss: 1.8653, grad_norm: 4.5192 2020-09-28 07:57:42,450 - mmaction - INFO - Epoch [21][120/940] lr: 1.000e-02, eta: 1 day, 11:52:08, time: 1.687, data_time: 0.002, memory: 8343, top1_acc: 0.5437, top5_acc: 0.7709, loss_cls: 1.9518, loss: 1.9518, grad_norm: 4.5468 2020-09-28 07:58:16,528 - mmaction - INFO - Epoch [21][140/940] lr: 1.000e-02, eta: 1 day, 11:51:32, time: 1.704, data_time: 0.001, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7730, loss_cls: 1.9100, loss: 1.9100, grad_norm: 4.5834 2020-09-28 07:58:52,992 - mmaction - INFO - Epoch [21][160/940] lr: 1.000e-02, eta: 1 day, 11:51:06, time: 1.823, data_time: 0.012, memory: 8343, top1_acc: 0.5547, top5_acc: 0.7824, loss_cls: 1.8838, loss: 1.8838, grad_norm: 4.5478 2020-09-28 07:59:26,099 - mmaction - INFO - Epoch [21][180/940] lr: 1.000e-02, eta: 1 day, 11:50:26, time: 1.655, data_time: 0.019, memory: 8343, top1_acc: 0.5555, top5_acc: 0.7881, loss_cls: 1.8908, loss: 1.8908, grad_norm: 4.5193 2020-09-28 08:00:00,257 - mmaction - INFO - Epoch [21][200/940] lr: 1.000e-02, eta: 1 day, 11:49:51, time: 1.708, data_time: 0.031, memory: 8343, top1_acc: 0.5523, top5_acc: 0.7877, loss_cls: 1.8872, loss: 1.8872, grad_norm: 4.5970 2020-09-28 08:00:33,632 - mmaction - INFO - Epoch [21][220/940] lr: 1.000e-02, eta: 1 day, 11:49:12, time: 1.669, data_time: 0.005, memory: 8343, top1_acc: 0.5355, top5_acc: 0.7678, loss_cls: 1.9674, loss: 1.9674, grad_norm: 4.6264 2020-09-28 08:01:05,583 - mmaction - INFO - Epoch [21][240/940] lr: 1.000e-02, eta: 1 day, 11:48:28, time: 1.598, data_time: 0.003, memory: 8343, top1_acc: 0.5488, top5_acc: 0.7766, loss_cls: 1.9113, loss: 1.9113, grad_norm: 4.4938 2020-09-28 08:01:39,634 - mmaction - INFO - Epoch [21][260/940] lr: 1.000e-02, eta: 1 day, 11:47:53, time: 1.703, data_time: 0.002, memory: 8343, top1_acc: 0.5414, top5_acc: 0.7709, loss_cls: 1.9565, loss: 1.9565, grad_norm: 4.5583 2020-09-28 08:02:13,159 - mmaction - INFO - Epoch [21][280/940] lr: 1.000e-02, eta: 1 day, 11:47:15, time: 1.676, data_time: 0.008, memory: 8343, top1_acc: 0.5557, top5_acc: 0.7869, loss_cls: 1.8754, loss: 1.8754, grad_norm: 4.5456 2020-09-28 08:02:48,562 - mmaction - INFO - Epoch [21][300/940] lr: 1.000e-02, eta: 1 day, 11:46:44, time: 1.770, data_time: 0.093, memory: 8343, top1_acc: 0.5475, top5_acc: 0.7771, loss_cls: 1.9149, loss: 1.9149, grad_norm: 4.5557 2020-09-28 08:03:22,385 - mmaction - INFO - Epoch [21][320/940] lr: 1.000e-02, eta: 1 day, 11:46:08, time: 1.691, data_time: 0.330, memory: 8343, top1_acc: 0.5445, top5_acc: 0.7826, loss_cls: 1.9056, loss: 1.9056, grad_norm: 4.6589 2020-09-28 08:03:57,057 - mmaction - INFO - Epoch [21][340/940] lr: 1.000e-02, eta: 1 day, 11:45:35, time: 1.733, data_time: 0.784, memory: 8343, top1_acc: 0.5500, top5_acc: 0.7770, loss_cls: 1.9264, loss: 1.9264, grad_norm: 4.5923 2020-09-28 08:04:30,727 - mmaction - INFO - Epoch [21][360/940] lr: 1.000e-02, eta: 1 day, 11:44:57, time: 1.684, data_time: 0.304, memory: 8343, top1_acc: 0.5496, top5_acc: 0.7777, loss_cls: 1.9054, loss: 1.9054, grad_norm: 4.5049 2020-09-28 08:05:05,035 - mmaction - INFO - Epoch [21][380/940] lr: 1.000e-02, eta: 1 day, 11:44:23, time: 1.715, data_time: 0.147, memory: 8343, top1_acc: 0.5512, top5_acc: 0.7736, loss_cls: 1.9137, loss: 1.9137, grad_norm: 4.5376 2020-09-28 08:05:38,646 - mmaction - INFO - Epoch [21][400/940] lr: 1.000e-02, eta: 1 day, 11:43:45, time: 1.681, data_time: 0.074, memory: 8343, top1_acc: 0.5502, top5_acc: 0.7758, loss_cls: 1.9059, loss: 1.9059, grad_norm: 4.5709 2020-09-28 08:06:12,945 - mmaction - INFO - Epoch [21][420/940] lr: 1.000e-02, eta: 1 day, 11:43:10, time: 1.715, data_time: 0.036, memory: 8343, top1_acc: 0.5473, top5_acc: 0.7799, loss_cls: 1.8750, loss: 1.8750, grad_norm: 4.5285 2020-09-28 08:06:47,136 - mmaction - INFO - Epoch [21][440/940] lr: 1.000e-02, eta: 1 day, 11:42:35, time: 1.709, data_time: 0.009, memory: 8343, top1_acc: 0.5449, top5_acc: 0.7750, loss_cls: 1.9544, loss: 1.9544, grad_norm: 4.5507 2020-09-28 08:07:20,934 - mmaction - INFO - Epoch [21][460/940] lr: 1.000e-02, eta: 1 day, 11:41:58, time: 1.690, data_time: 0.039, memory: 8343, top1_acc: 0.5547, top5_acc: 0.7709, loss_cls: 1.9195, loss: 1.9195, grad_norm: 4.5077 2020-09-28 08:07:55,216 - mmaction - INFO - Epoch [21][480/940] lr: 1.000e-02, eta: 1 day, 11:41:24, time: 1.715, data_time: 0.303, memory: 8343, top1_acc: 0.5447, top5_acc: 0.7684, loss_cls: 1.9781, loss: 1.9781, grad_norm: 4.5882 2020-09-28 08:08:29,056 - mmaction - INFO - Epoch [21][500/940] lr: 1.000e-02, eta: 1 day, 11:40:47, time: 1.692, data_time: 0.103, memory: 8343, top1_acc: 0.5529, top5_acc: 0.7818, loss_cls: 1.9197, loss: 1.9197, grad_norm: 4.6101 2020-09-28 08:09:02,057 - mmaction - INFO - Epoch [21][520/940] lr: 1.000e-02, eta: 1 day, 11:40:07, time: 1.650, data_time: 0.059, memory: 8343, top1_acc: 0.5447, top5_acc: 0.7732, loss_cls: 1.9686, loss: 1.9686, grad_norm: 4.6234 2020-09-28 08:09:35,970 - mmaction - INFO - Epoch [21][540/940] lr: 1.000e-02, eta: 1 day, 11:39:31, time: 1.694, data_time: 0.085, memory: 8343, top1_acc: 0.5527, top5_acc: 0.7842, loss_cls: 1.8986, loss: 1.8986, grad_norm: 4.5676 2020-09-28 08:10:10,347 - mmaction - INFO - Epoch [21][560/940] lr: 1.000e-02, eta: 1 day, 11:38:57, time: 1.719, data_time: 0.014, memory: 8343, top1_acc: 0.5520, top5_acc: 0.7816, loss_cls: 1.8888, loss: 1.8888, grad_norm: 4.5407 2020-09-28 08:10:45,840 - mmaction - INFO - Epoch [21][580/940] lr: 1.000e-02, eta: 1 day, 11:38:27, time: 1.776, data_time: 0.003, memory: 8343, top1_acc: 0.5434, top5_acc: 0.7730, loss_cls: 1.9237, loss: 1.9237, grad_norm: 4.6227 2020-09-28 08:11:17,652 - mmaction - INFO - Epoch [21][600/940] lr: 1.000e-02, eta: 1 day, 11:37:42, time: 1.591, data_time: 0.059, memory: 8343, top1_acc: 0.5609, top5_acc: 0.7834, loss_cls: 1.8603, loss: 1.8603, grad_norm: 4.5463 2020-09-28 08:11:52,138 - mmaction - INFO - Epoch [21][620/940] lr: 1.000e-02, eta: 1 day, 11:37:08, time: 1.724, data_time: 0.033, memory: 8343, top1_acc: 0.5506, top5_acc: 0.7896, loss_cls: 1.8974, loss: 1.8974, grad_norm: 4.5547 2020-09-28 08:12:25,968 - mmaction - INFO - Epoch [21][640/940] lr: 1.000e-02, eta: 1 day, 11:36:32, time: 1.691, data_time: 0.002, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7707, loss_cls: 1.9628, loss: 1.9628, grad_norm: 4.5910 2020-09-28 08:13:00,577 - mmaction - INFO - Epoch [21][660/940] lr: 1.000e-02, eta: 1 day, 11:35:58, time: 1.731, data_time: 0.002, memory: 8343, top1_acc: 0.5680, top5_acc: 0.7830, loss_cls: 1.8932, loss: 1.8932, grad_norm: 4.5028 2020-09-28 08:13:36,357 - mmaction - INFO - Epoch [21][680/940] lr: 1.000e-02, eta: 1 day, 11:35:29, time: 1.789, data_time: 0.002, memory: 8343, top1_acc: 0.5553, top5_acc: 0.7857, loss_cls: 1.8738, loss: 1.8738, grad_norm: 4.5570 2020-09-28 08:14:10,510 - mmaction - INFO - Epoch [21][700/940] lr: 1.000e-02, eta: 1 day, 11:34:54, time: 1.708, data_time: 0.002, memory: 8343, top1_acc: 0.5434, top5_acc: 0.7682, loss_cls: 1.9489, loss: 1.9489, grad_norm: 4.6255 2020-09-28 08:14:44,166 - mmaction - INFO - Epoch [21][720/940] lr: 1.000e-02, eta: 1 day, 11:34:17, time: 1.683, data_time: 0.002, memory: 8343, top1_acc: 0.5475, top5_acc: 0.7814, loss_cls: 1.9127, loss: 1.9127, grad_norm: 4.6108 2020-09-28 08:15:18,391 - mmaction - INFO - Epoch [21][740/940] lr: 1.000e-02, eta: 1 day, 11:33:42, time: 1.710, data_time: 0.001, memory: 8343, top1_acc: 0.5578, top5_acc: 0.7836, loss_cls: 1.9016, loss: 1.9016, grad_norm: 4.5145 2020-09-28 08:15:51,829 - mmaction - INFO - Epoch [21][760/940] lr: 1.000e-02, eta: 1 day, 11:33:04, time: 1.672, data_time: 0.002, memory: 8343, top1_acc: 0.5494, top5_acc: 0.7678, loss_cls: 1.9231, loss: 1.9231, grad_norm: 4.5820 2020-09-28 08:16:25,299 - mmaction - INFO - Epoch [21][780/940] lr: 1.000e-02, eta: 1 day, 11:32:26, time: 1.674, data_time: 0.002, memory: 8343, top1_acc: 0.5396, top5_acc: 0.7766, loss_cls: 1.9280, loss: 1.9280, grad_norm: 4.5986 2020-09-28 08:16:57,864 - mmaction - INFO - Epoch [21][800/940] lr: 1.000e-02, eta: 1 day, 11:31:45, time: 1.628, data_time: 0.002, memory: 8343, top1_acc: 0.5355, top5_acc: 0.7605, loss_cls: 1.9894, loss: 1.9894, grad_norm: 4.5750 2020-09-28 08:17:33,153 - mmaction - INFO - Epoch [21][820/940] lr: 1.000e-02, eta: 1 day, 11:31:14, time: 1.765, data_time: 0.002, memory: 8343, top1_acc: 0.5402, top5_acc: 0.7762, loss_cls: 1.9598, loss: 1.9598, grad_norm: 4.6493 2020-09-28 08:18:06,458 - mmaction - INFO - Epoch [21][840/940] lr: 1.000e-02, eta: 1 day, 11:30:35, time: 1.665, data_time: 0.002, memory: 8343, top1_acc: 0.5496, top5_acc: 0.7814, loss_cls: 1.9016, loss: 1.9016, grad_norm: 4.5135 2020-09-28 08:18:38,772 - mmaction - INFO - Epoch [21][860/940] lr: 1.000e-02, eta: 1 day, 11:29:53, time: 1.616, data_time: 0.001, memory: 8343, top1_acc: 0.5416, top5_acc: 0.7756, loss_cls: 1.9515, loss: 1.9515, grad_norm: 4.5874 2020-09-28 08:19:12,415 - mmaction - INFO - Epoch [21][880/940] lr: 1.000e-02, eta: 1 day, 11:29:16, time: 1.682, data_time: 0.026, memory: 8343, top1_acc: 0.5395, top5_acc: 0.7693, loss_cls: 1.9525, loss: 1.9525, grad_norm: 4.5715 2020-09-28 08:19:47,436 - mmaction - INFO - Epoch [21][900/940] lr: 1.000e-02, eta: 1 day, 11:28:44, time: 1.751, data_time: 0.002, memory: 8343, top1_acc: 0.5477, top5_acc: 0.7734, loss_cls: 1.9486, loss: 1.9486, grad_norm: 4.5654 2020-09-28 08:20:22,319 - mmaction - INFO - Epoch [21][920/940] lr: 1.000e-02, eta: 1 day, 11:28:11, time: 1.744, data_time: 0.082, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7816, loss_cls: 1.9179, loss: 1.9179, grad_norm: 4.5350 2020-09-28 08:20:52,720 - mmaction - INFO - Epoch [21][940/940] lr: 1.000e-02, eta: 1 day, 11:27:22, time: 1.520, data_time: 0.002, memory: 8343, top1_acc: 0.5364, top5_acc: 0.7648, loss_cls: 2.0102, loss: 2.0102, grad_norm: 4.7880 2020-09-28 08:20:54,943 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-09-28 08:21:59,696 - mmaction - INFO - Epoch [22][20/940] lr: 1.000e-02, eta: 1 day, 11:28:36, time: 3.156, data_time: 2.128, memory: 8343, top1_acc: 0.5643, top5_acc: 0.7926, loss_cls: 1.8705, loss: 1.8705, grad_norm: 4.5005 2020-09-28 08:22:33,616 - mmaction - INFO - Epoch [22][40/940] lr: 1.000e-02, eta: 1 day, 11:27:59, time: 1.695, data_time: 0.009, memory: 8343, top1_acc: 0.5605, top5_acc: 0.7805, loss_cls: 1.8727, loss: 1.8727, grad_norm: 4.4541 2020-09-28 08:23:05,890 - mmaction - INFO - Epoch [22][60/940] lr: 1.000e-02, eta: 1 day, 11:27:17, time: 1.614, data_time: 0.002, memory: 8343, top1_acc: 0.5652, top5_acc: 0.7855, loss_cls: 1.8400, loss: 1.8400, grad_norm: 4.4331 2020-09-28 08:23:41,621 - mmaction - INFO - Epoch [22][80/940] lr: 1.000e-02, eta: 1 day, 11:26:48, time: 1.787, data_time: 0.002, memory: 8343, top1_acc: 0.5639, top5_acc: 0.7850, loss_cls: 1.8676, loss: 1.8676, grad_norm: 4.4305 2020-09-28 08:24:14,480 - mmaction - INFO - Epoch [22][100/940] lr: 1.000e-02, eta: 1 day, 11:26:07, time: 1.642, data_time: 0.001, memory: 8343, top1_acc: 0.5631, top5_acc: 0.7809, loss_cls: 1.8874, loss: 1.8874, grad_norm: 4.5493 2020-09-28 08:24:48,237 - mmaction - INFO - Epoch [22][120/940] lr: 1.000e-02, eta: 1 day, 11:25:31, time: 1.689, data_time: 0.003, memory: 8343, top1_acc: 0.5457, top5_acc: 0.7805, loss_cls: 1.9380, loss: 1.9380, grad_norm: 4.6112 2020-09-28 08:25:20,572 - mmaction - INFO - Epoch [22][140/940] lr: 1.000e-02, eta: 1 day, 11:24:48, time: 1.616, data_time: 0.001, memory: 8343, top1_acc: 0.5486, top5_acc: 0.7834, loss_cls: 1.9081, loss: 1.9081, grad_norm: 4.5857 2020-09-28 08:25:54,930 - mmaction - INFO - Epoch [22][160/940] lr: 1.000e-02, eta: 1 day, 11:24:14, time: 1.718, data_time: 0.002, memory: 8343, top1_acc: 0.5559, top5_acc: 0.7795, loss_cls: 1.8826, loss: 1.8826, grad_norm: 4.5231 2020-09-28 08:26:28,217 - mmaction - INFO - Epoch [22][180/940] lr: 1.000e-02, eta: 1 day, 11:23:35, time: 1.664, data_time: 0.002, memory: 8343, top1_acc: 0.5629, top5_acc: 0.7875, loss_cls: 1.8763, loss: 1.8763, grad_norm: 4.5847 2020-09-28 08:27:02,262 - mmaction - INFO - Epoch [22][200/940] lr: 1.000e-02, eta: 1 day, 11:23:00, time: 1.702, data_time: 0.002, memory: 8343, top1_acc: 0.5506, top5_acc: 0.7758, loss_cls: 1.9194, loss: 1.9194, grad_norm: 4.5219 2020-09-28 08:27:37,601 - mmaction - INFO - Epoch [22][220/940] lr: 1.000e-02, eta: 1 day, 11:22:29, time: 1.768, data_time: 0.002, memory: 8343, top1_acc: 0.5482, top5_acc: 0.7756, loss_cls: 1.9170, loss: 1.9170, grad_norm: 4.5802 2020-09-28 08:28:10,897 - mmaction - INFO - Epoch [22][240/940] lr: 1.000e-02, eta: 1 day, 11:21:50, time: 1.664, data_time: 0.001, memory: 8343, top1_acc: 0.5641, top5_acc: 0.7730, loss_cls: 1.8924, loss: 1.8924, grad_norm: 4.5082 2020-09-28 08:28:44,890 - mmaction - INFO - Epoch [22][260/940] lr: 1.000e-02, eta: 1 day, 11:21:14, time: 1.700, data_time: 0.002, memory: 8343, top1_acc: 0.5527, top5_acc: 0.7775, loss_cls: 1.8997, loss: 1.8997, grad_norm: 4.5902 2020-09-28 08:29:18,814 - mmaction - INFO - Epoch [22][280/940] lr: 1.000e-02, eta: 1 day, 11:20:38, time: 1.695, data_time: 0.002, memory: 8343, top1_acc: 0.5486, top5_acc: 0.7740, loss_cls: 1.9433, loss: 1.9433, grad_norm: 4.5981 2020-09-28 08:29:52,346 - mmaction - INFO - Epoch [22][300/940] lr: 1.000e-02, eta: 1 day, 11:20:01, time: 1.677, data_time: 0.003, memory: 8343, top1_acc: 0.5568, top5_acc: 0.7807, loss_cls: 1.8970, loss: 1.8970, grad_norm: 4.6279 2020-09-28 08:30:26,561 - mmaction - INFO - Epoch [22][320/940] lr: 1.000e-02, eta: 1 day, 11:19:25, time: 1.711, data_time: 0.030, memory: 8343, top1_acc: 0.5537, top5_acc: 0.7799, loss_cls: 1.8999, loss: 1.8999, grad_norm: 4.5965 2020-09-28 08:31:00,558 - mmaction - INFO - Epoch [22][340/940] lr: 1.000e-02, eta: 1 day, 11:18:50, time: 1.700, data_time: 0.126, memory: 8343, top1_acc: 0.5455, top5_acc: 0.7805, loss_cls: 1.9111, loss: 1.9111, grad_norm: 4.6361 2020-09-28 08:31:32,276 - mmaction - INFO - Epoch [22][360/940] lr: 1.000e-02, eta: 1 day, 11:18:05, time: 1.586, data_time: 0.247, memory: 8343, top1_acc: 0.5527, top5_acc: 0.7861, loss_cls: 1.8809, loss: 1.8809, grad_norm: 4.5957 2020-09-28 08:32:06,051 - mmaction - INFO - Epoch [22][380/940] lr: 1.000e-02, eta: 1 day, 11:17:29, time: 1.689, data_time: 0.108, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7750, loss_cls: 1.9357, loss: 1.9357, grad_norm: 4.5835 2020-09-28 08:32:40,595 - mmaction - INFO - Epoch [22][400/940] lr: 1.000e-02, eta: 1 day, 11:16:55, time: 1.727, data_time: 0.240, memory: 8343, top1_acc: 0.5451, top5_acc: 0.7777, loss_cls: 1.9360, loss: 1.9360, grad_norm: 4.6484 2020-09-28 08:33:14,409 - mmaction - INFO - Epoch [22][420/940] lr: 1.000e-02, eta: 1 day, 11:16:18, time: 1.691, data_time: 0.469, memory: 8343, top1_acc: 0.5516, top5_acc: 0.7877, loss_cls: 1.8925, loss: 1.8925, grad_norm: 4.6062 2020-09-28 08:33:48,422 - mmaction - INFO - Epoch [22][440/940] lr: 1.000e-02, eta: 1 day, 11:15:42, time: 1.699, data_time: 0.349, memory: 8343, top1_acc: 0.5488, top5_acc: 0.7764, loss_cls: 1.9341, loss: 1.9341, grad_norm: 4.5968 2020-09-28 08:34:21,866 - mmaction - INFO - Epoch [22][460/940] lr: 1.000e-02, eta: 1 day, 11:15:05, time: 1.673, data_time: 0.536, memory: 8343, top1_acc: 0.5443, top5_acc: 0.7764, loss_cls: 1.9314, loss: 1.9314, grad_norm: 4.5503 2020-09-28 08:34:56,776 - mmaction - INFO - Epoch [22][480/940] lr: 1.000e-02, eta: 1 day, 11:14:32, time: 1.746, data_time: 0.555, memory: 8343, top1_acc: 0.5480, top5_acc: 0.7678, loss_cls: 1.9183, loss: 1.9183, grad_norm: 4.5860 2020-09-28 08:35:31,312 - mmaction - INFO - Epoch [22][500/940] lr: 1.000e-02, eta: 1 day, 11:13:58, time: 1.727, data_time: 0.696, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7826, loss_cls: 1.9045, loss: 1.9045, grad_norm: 4.6493 2020-09-28 08:36:04,725 - mmaction - INFO - Epoch [22][520/940] lr: 1.000e-02, eta: 1 day, 11:13:20, time: 1.670, data_time: 0.656, memory: 8343, top1_acc: 0.5437, top5_acc: 0.7797, loss_cls: 1.9175, loss: 1.9175, grad_norm: 4.6319 2020-09-28 08:36:38,569 - mmaction - INFO - Epoch [22][540/940] lr: 1.000e-02, eta: 1 day, 11:12:44, time: 1.693, data_time: 0.458, memory: 8343, top1_acc: 0.5529, top5_acc: 0.7779, loss_cls: 1.9087, loss: 1.9087, grad_norm: 4.5925 2020-09-28 08:37:12,566 - mmaction - INFO - Epoch [22][560/940] lr: 1.000e-02, eta: 1 day, 11:12:08, time: 1.700, data_time: 0.039, memory: 8343, top1_acc: 0.5541, top5_acc: 0.7781, loss_cls: 1.9154, loss: 1.9154, grad_norm: 4.4660 2020-09-28 08:37:47,357 - mmaction - INFO - Epoch [22][580/940] lr: 1.000e-02, eta: 1 day, 11:11:35, time: 1.739, data_time: 0.020, memory: 8343, top1_acc: 0.5449, top5_acc: 0.7770, loss_cls: 1.9300, loss: 1.9300, grad_norm: 4.6742 2020-09-28 08:38:19,742 - mmaction - INFO - Epoch [22][600/940] lr: 1.000e-02, eta: 1 day, 11:10:54, time: 1.620, data_time: 0.006, memory: 8343, top1_acc: 0.5437, top5_acc: 0.7721, loss_cls: 1.9312, loss: 1.9312, grad_norm: 4.6351 2020-09-28 08:38:54,750 - mmaction - INFO - Epoch [22][620/940] lr: 1.000e-02, eta: 1 day, 11:10:21, time: 1.751, data_time: 0.002, memory: 8343, top1_acc: 0.5604, top5_acc: 0.7834, loss_cls: 1.8949, loss: 1.8949, grad_norm: 4.5503 2020-09-28 08:39:28,754 - mmaction - INFO - Epoch [22][640/940] lr: 1.000e-02, eta: 1 day, 11:09:46, time: 1.700, data_time: 0.001, memory: 8343, top1_acc: 0.5410, top5_acc: 0.7771, loss_cls: 1.9353, loss: 1.9353, grad_norm: 4.5866 2020-09-28 08:40:00,508 - mmaction - INFO - Epoch [22][660/940] lr: 1.000e-02, eta: 1 day, 11:09:02, time: 1.587, data_time: 0.001, memory: 8343, top1_acc: 0.5586, top5_acc: 0.7709, loss_cls: 1.9148, loss: 1.9148, grad_norm: 4.5638 2020-09-28 08:40:34,385 - mmaction - INFO - Epoch [22][680/940] lr: 1.000e-02, eta: 1 day, 11:08:25, time: 1.693, data_time: 0.002, memory: 8343, top1_acc: 0.5660, top5_acc: 0.7760, loss_cls: 1.8776, loss: 1.8776, grad_norm: 4.5029 2020-09-28 08:41:08,595 - mmaction - INFO - Epoch [22][700/940] lr: 1.000e-02, eta: 1 day, 11:07:50, time: 1.711, data_time: 0.039, memory: 8343, top1_acc: 0.5502, top5_acc: 0.7734, loss_cls: 1.9271, loss: 1.9271, grad_norm: 4.5642 2020-09-28 08:41:44,023 - mmaction - INFO - Epoch [22][720/940] lr: 1.000e-02, eta: 1 day, 11:07:20, time: 1.772, data_time: 0.034, memory: 8343, top1_acc: 0.5412, top5_acc: 0.7680, loss_cls: 1.9627, loss: 1.9627, grad_norm: 4.6375 2020-09-28 08:42:18,713 - mmaction - INFO - Epoch [22][740/940] lr: 1.000e-02, eta: 1 day, 11:06:47, time: 1.735, data_time: 0.002, memory: 8343, top1_acc: 0.5445, top5_acc: 0.7734, loss_cls: 1.9288, loss: 1.9288, grad_norm: 4.6040 2020-09-28 08:42:52,616 - mmaction - INFO - Epoch [22][760/940] lr: 1.000e-02, eta: 1 day, 11:06:10, time: 1.695, data_time: 0.001, memory: 8343, top1_acc: 0.5564, top5_acc: 0.7818, loss_cls: 1.9066, loss: 1.9066, grad_norm: 4.5394 2020-09-28 08:43:27,047 - mmaction - INFO - Epoch [22][780/940] lr: 1.000e-02, eta: 1 day, 11:05:36, time: 1.720, data_time: 0.002, memory: 8343, top1_acc: 0.5543, top5_acc: 0.7926, loss_cls: 1.8691, loss: 1.8691, grad_norm: 4.5268 2020-09-28 08:44:00,452 - mmaction - INFO - Epoch [22][800/940] lr: 1.000e-02, eta: 1 day, 11:04:58, time: 1.671, data_time: 0.003, memory: 8343, top1_acc: 0.5516, top5_acc: 0.7805, loss_cls: 1.9200, loss: 1.9200, grad_norm: 4.6243 2020-09-28 08:44:36,203 - mmaction - INFO - Epoch [22][820/940] lr: 1.000e-02, eta: 1 day, 11:04:29, time: 1.788, data_time: 0.002, memory: 8343, top1_acc: 0.5611, top5_acc: 0.7873, loss_cls: 1.8692, loss: 1.8692, grad_norm: 4.5691 2020-09-28 08:45:08,035 - mmaction - INFO - Epoch [22][840/940] lr: 1.000e-02, eta: 1 day, 11:03:45, time: 1.592, data_time: 0.002, memory: 8343, top1_acc: 0.5578, top5_acc: 0.7805, loss_cls: 1.9042, loss: 1.9042, grad_norm: 4.5503 2020-09-28 08:45:43,864 - mmaction - INFO - Epoch [22][860/940] lr: 1.000e-02, eta: 1 day, 11:03:16, time: 1.791, data_time: 0.002, memory: 8343, top1_acc: 0.5354, top5_acc: 0.7729, loss_cls: 1.9441, loss: 1.9441, grad_norm: 4.5794 2020-09-28 08:46:18,582 - mmaction - INFO - Epoch [22][880/940] lr: 1.000e-02, eta: 1 day, 11:02:43, time: 1.735, data_time: 0.001, memory: 8343, top1_acc: 0.5459, top5_acc: 0.7814, loss_cls: 1.9057, loss: 1.9057, grad_norm: 4.6002 2020-09-28 08:46:52,492 - mmaction - INFO - Epoch [22][900/940] lr: 1.000e-02, eta: 1 day, 11:02:07, time: 1.696, data_time: 0.002, memory: 8343, top1_acc: 0.5514, top5_acc: 0.7807, loss_cls: 1.8958, loss: 1.8958, grad_norm: 4.5944 2020-09-28 08:47:24,322 - mmaction - INFO - Epoch [22][920/940] lr: 1.000e-02, eta: 1 day, 11:01:23, time: 1.592, data_time: 0.001, memory: 8343, top1_acc: 0.5467, top5_acc: 0.7850, loss_cls: 1.9288, loss: 1.9288, grad_norm: 4.7271 2020-09-28 08:47:54,149 - mmaction - INFO - Epoch [22][940/940] lr: 1.000e-02, eta: 1 day, 11:00:33, time: 1.491, data_time: 0.001, memory: 8343, top1_acc: 0.5376, top5_acc: 0.7843, loss_cls: 1.9283, loss: 1.9283, grad_norm: 4.6569 2020-09-28 08:47:55,061 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-09-28 08:48:56,285 - mmaction - INFO - Epoch [23][20/940] lr: 1.000e-02, eta: 1 day, 11:01:31, time: 3.029, data_time: 2.108, memory: 8343, top1_acc: 0.5611, top5_acc: 0.7869, loss_cls: 1.8680, loss: 1.8680, grad_norm: 4.5181 2020-09-28 08:49:29,945 - mmaction - INFO - Epoch [23][40/940] lr: 1.000e-02, eta: 1 day, 11:00:54, time: 1.683, data_time: 0.576, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7785, loss_cls: 1.9138, loss: 1.9138, grad_norm: 4.5826 2020-09-28 08:50:05,857 - mmaction - INFO - Epoch [23][60/940] lr: 1.000e-02, eta: 1 day, 11:00:25, time: 1.796, data_time: 0.114, memory: 8343, top1_acc: 0.5580, top5_acc: 0.7885, loss_cls: 1.8741, loss: 1.8741, grad_norm: 4.5317 2020-09-28 08:50:38,698 - mmaction - INFO - Epoch [23][80/940] lr: 1.000e-02, eta: 1 day, 10:59:45, time: 1.642, data_time: 0.002, memory: 8343, top1_acc: 0.5609, top5_acc: 0.7871, loss_cls: 1.8445, loss: 1.8445, grad_norm: 4.5043 2020-09-28 08:51:12,376 - mmaction - INFO - Epoch [23][100/940] lr: 1.000e-02, eta: 1 day, 10:59:08, time: 1.683, data_time: 0.002, memory: 8343, top1_acc: 0.5639, top5_acc: 0.7914, loss_cls: 1.8383, loss: 1.8383, grad_norm: 4.4998 2020-09-28 08:51:46,978 - mmaction - INFO - Epoch [23][120/940] lr: 1.000e-02, eta: 1 day, 10:58:34, time: 1.731, data_time: 0.067, memory: 8343, top1_acc: 0.5686, top5_acc: 0.7840, loss_cls: 1.8734, loss: 1.8734, grad_norm: 4.5133 2020-09-28 08:52:21,088 - mmaction - INFO - Epoch [23][140/940] lr: 1.000e-02, eta: 1 day, 10:57:59, time: 1.706, data_time: 0.003, memory: 8343, top1_acc: 0.5633, top5_acc: 0.7824, loss_cls: 1.8668, loss: 1.8668, grad_norm: 4.4566 2020-09-28 08:52:55,660 - mmaction - INFO - Epoch [23][160/940] lr: 1.000e-02, eta: 1 day, 10:57:25, time: 1.728, data_time: 0.001, memory: 8343, top1_acc: 0.5486, top5_acc: 0.7795, loss_cls: 1.9012, loss: 1.9012, grad_norm: 4.5720 2020-09-28 08:53:30,330 - mmaction - INFO - Epoch [23][180/940] lr: 1.000e-02, eta: 1 day, 10:56:52, time: 1.734, data_time: 0.001, memory: 8343, top1_acc: 0.5523, top5_acc: 0.7869, loss_cls: 1.8942, loss: 1.8942, grad_norm: 4.4966 2020-09-28 08:54:04,347 - mmaction - INFO - Epoch [23][200/940] lr: 1.000e-02, eta: 1 day, 10:56:16, time: 1.701, data_time: 0.001, memory: 8343, top1_acc: 0.5658, top5_acc: 0.7896, loss_cls: 1.8332, loss: 1.8332, grad_norm: 4.4680 2020-09-28 08:54:38,223 - mmaction - INFO - Epoch [23][220/940] lr: 1.000e-02, eta: 1 day, 10:55:40, time: 1.694, data_time: 0.001, memory: 8343, top1_acc: 0.5510, top5_acc: 0.7834, loss_cls: 1.9128, loss: 1.9128, grad_norm: 4.5787 2020-09-28 08:55:12,503 - mmaction - INFO - Epoch [23][240/940] lr: 1.000e-02, eta: 1 day, 10:55:05, time: 1.714, data_time: 0.002, memory: 8343, top1_acc: 0.5516, top5_acc: 0.7715, loss_cls: 1.9343, loss: 1.9343, grad_norm: 4.6328 2020-09-28 08:55:46,036 - mmaction - INFO - Epoch [23][260/940] lr: 1.000e-02, eta: 1 day, 10:54:27, time: 1.676, data_time: 0.002, memory: 8343, top1_acc: 0.5613, top5_acc: 0.7842, loss_cls: 1.8194, loss: 1.8194, grad_norm: 4.4281 2020-09-28 08:56:18,717 - mmaction - INFO - Epoch [23][280/940] lr: 1.000e-02, eta: 1 day, 10:53:47, time: 1.634, data_time: 0.002, memory: 8343, top1_acc: 0.5578, top5_acc: 0.7779, loss_cls: 1.8829, loss: 1.8829, grad_norm: 4.4731 2020-09-28 08:56:52,740 - mmaction - INFO - Epoch [23][300/940] lr: 1.000e-02, eta: 1 day, 10:53:11, time: 1.701, data_time: 0.002, memory: 8343, top1_acc: 0.5543, top5_acc: 0.7896, loss_cls: 1.8773, loss: 1.8773, grad_norm: 4.5110 2020-09-28 08:57:26,202 - mmaction - INFO - Epoch [23][320/940] lr: 1.000e-02, eta: 1 day, 10:52:34, time: 1.673, data_time: 0.002, memory: 8343, top1_acc: 0.5537, top5_acc: 0.7811, loss_cls: 1.9017, loss: 1.9017, grad_norm: 4.5520 2020-09-28 08:58:00,785 - mmaction - INFO - Epoch [23][340/940] lr: 1.000e-02, eta: 1 day, 10:52:00, time: 1.729, data_time: 0.002, memory: 8343, top1_acc: 0.5648, top5_acc: 0.7859, loss_cls: 1.8875, loss: 1.8875, grad_norm: 4.5071 2020-09-28 08:58:34,895 - mmaction - INFO - Epoch [23][360/940] lr: 1.000e-02, eta: 1 day, 10:51:25, time: 1.706, data_time: 0.002, memory: 8343, top1_acc: 0.5566, top5_acc: 0.7838, loss_cls: 1.8786, loss: 1.8786, grad_norm: 4.5380 2020-09-28 08:59:06,812 - mmaction - INFO - Epoch [23][380/940] lr: 1.000e-02, eta: 1 day, 10:50:42, time: 1.596, data_time: 0.011, memory: 8343, top1_acc: 0.5678, top5_acc: 0.7881, loss_cls: 1.8435, loss: 1.8435, grad_norm: 4.5443 2020-09-28 08:59:42,168 - mmaction - INFO - Epoch [23][400/940] lr: 1.000e-02, eta: 1 day, 10:50:11, time: 1.768, data_time: 0.067, memory: 8343, top1_acc: 0.5607, top5_acc: 0.7859, loss_cls: 1.8573, loss: 1.8573, grad_norm: 4.6136 2020-09-28 09:00:16,186 - mmaction - INFO - Epoch [23][420/940] lr: 1.000e-02, eta: 1 day, 10:49:35, time: 1.701, data_time: 0.001, memory: 8343, top1_acc: 0.5596, top5_acc: 0.7822, loss_cls: 1.8681, loss: 1.8681, grad_norm: 4.6109 2020-09-28 09:00:50,428 - mmaction - INFO - Epoch [23][440/940] lr: 1.000e-02, eta: 1 day, 10:49:00, time: 1.712, data_time: 0.003, memory: 8343, top1_acc: 0.5465, top5_acc: 0.7709, loss_cls: 1.9514, loss: 1.9514, grad_norm: 4.6517 2020-09-28 09:01:23,171 - mmaction - INFO - Epoch [23][460/940] lr: 1.000e-02, eta: 1 day, 10:48:20, time: 1.638, data_time: 0.002, memory: 8343, top1_acc: 0.5504, top5_acc: 0.7771, loss_cls: 1.9256, loss: 1.9256, grad_norm: 4.6541 2020-09-28 09:01:58,254 - mmaction - INFO - Epoch [23][480/940] lr: 1.000e-02, eta: 1 day, 10:47:48, time: 1.753, data_time: 0.001, memory: 8343, top1_acc: 0.5508, top5_acc: 0.7840, loss_cls: 1.8898, loss: 1.8898, grad_norm: 4.5995 2020-09-28 09:02:31,053 - mmaction - INFO - Epoch [23][500/940] lr: 1.000e-02, eta: 1 day, 10:47:08, time: 1.639, data_time: 0.002, memory: 8343, top1_acc: 0.5574, top5_acc: 0.7773, loss_cls: 1.9119, loss: 1.9119, grad_norm: 4.5765 2020-09-28 09:03:05,241 - mmaction - INFO - Epoch [23][520/940] lr: 1.000e-02, eta: 1 day, 10:46:33, time: 1.711, data_time: 0.003, memory: 8343, top1_acc: 0.5580, top5_acc: 0.7877, loss_cls: 1.8663, loss: 1.8663, grad_norm: 4.5918 2020-09-28 09:03:39,423 - mmaction - INFO - Epoch [23][540/940] lr: 1.000e-02, eta: 1 day, 10:45:58, time: 1.709, data_time: 0.001, memory: 8343, top1_acc: 0.5523, top5_acc: 0.7867, loss_cls: 1.8715, loss: 1.8715, grad_norm: 4.5446 2020-09-28 09:04:10,817 - mmaction - INFO - Epoch [23][560/940] lr: 1.000e-02, eta: 1 day, 10:45:13, time: 1.570, data_time: 0.001, memory: 8343, top1_acc: 0.5465, top5_acc: 0.7793, loss_cls: 1.9084, loss: 1.9084, grad_norm: 4.5470 2020-09-28 09:04:45,797 - mmaction - INFO - Epoch [23][580/940] lr: 1.000e-02, eta: 1 day, 10:44:41, time: 1.749, data_time: 0.335, memory: 8343, top1_acc: 0.5445, top5_acc: 0.7826, loss_cls: 1.8935, loss: 1.8935, grad_norm: 4.6626 2020-09-28 09:05:19,850 - mmaction - INFO - Epoch [23][600/940] lr: 1.000e-02, eta: 1 day, 10:44:05, time: 1.703, data_time: 0.325, memory: 8343, top1_acc: 0.5609, top5_acc: 0.7869, loss_cls: 1.8556, loss: 1.8556, grad_norm: 4.5911 2020-09-28 09:05:53,812 - mmaction - INFO - Epoch [23][620/940] lr: 1.000e-02, eta: 1 day, 10:43:29, time: 1.698, data_time: 0.030, memory: 8343, top1_acc: 0.5547, top5_acc: 0.7762, loss_cls: 1.9095, loss: 1.9095, grad_norm: 4.6039 2020-09-28 09:06:28,224 - mmaction - INFO - Epoch [23][640/940] lr: 1.000e-02, eta: 1 day, 10:42:55, time: 1.720, data_time: 0.001, memory: 8343, top1_acc: 0.5418, top5_acc: 0.7664, loss_cls: 1.9688, loss: 1.9688, grad_norm: 4.7035 2020-09-28 09:07:03,086 - mmaction - INFO - Epoch [23][660/940] lr: 1.000e-02, eta: 1 day, 10:42:22, time: 1.744, data_time: 0.089, memory: 8343, top1_acc: 0.5559, top5_acc: 0.7863, loss_cls: 1.8745, loss: 1.8745, grad_norm: 4.4393 2020-09-28 09:07:36,246 - mmaction - INFO - Epoch [23][680/940] lr: 1.000e-02, eta: 1 day, 10:41:44, time: 1.658, data_time: 0.212, memory: 8343, top1_acc: 0.5549, top5_acc: 0.7789, loss_cls: 1.9063, loss: 1.9063, grad_norm: 4.5162 2020-09-28 09:08:10,775 - mmaction - INFO - Epoch [23][700/940] lr: 1.000e-02, eta: 1 day, 10:41:10, time: 1.726, data_time: 0.181, memory: 8343, top1_acc: 0.5455, top5_acc: 0.7758, loss_cls: 1.9439, loss: 1.9439, grad_norm: 4.5851 2020-09-28 09:08:45,024 - mmaction - INFO - Epoch [23][720/940] lr: 1.000e-02, eta: 1 day, 10:40:35, time: 1.712, data_time: 0.172, memory: 8343, top1_acc: 0.5441, top5_acc: 0.7816, loss_cls: 1.9361, loss: 1.9361, grad_norm: 4.6158 2020-09-28 09:09:18,342 - mmaction - INFO - Epoch [23][740/940] lr: 1.000e-02, eta: 1 day, 10:39:57, time: 1.666, data_time: 0.006, memory: 8343, top1_acc: 0.5605, top5_acc: 0.7861, loss_cls: 1.8805, loss: 1.8805, grad_norm: 4.5251 2020-09-28 09:09:51,318 - mmaction - INFO - Epoch [23][760/940] lr: 1.000e-02, eta: 1 day, 10:39:18, time: 1.649, data_time: 0.056, memory: 8343, top1_acc: 0.5479, top5_acc: 0.7770, loss_cls: 1.9155, loss: 1.9155, grad_norm: 4.6103 2020-09-28 09:10:26,034 - mmaction - INFO - Epoch [23][780/940] lr: 1.000e-02, eta: 1 day, 10:38:44, time: 1.736, data_time: 0.397, memory: 8343, top1_acc: 0.5398, top5_acc: 0.7746, loss_cls: 1.9577, loss: 1.9577, grad_norm: 4.5829 2020-09-28 09:11:00,902 - mmaction - INFO - Epoch [23][800/940] lr: 1.000e-02, eta: 1 day, 10:38:11, time: 1.743, data_time: 0.633, memory: 8343, top1_acc: 0.5486, top5_acc: 0.7797, loss_cls: 1.8940, loss: 1.8940, grad_norm: 4.4968 2020-09-28 09:11:35,377 - mmaction - INFO - Epoch [23][820/940] lr: 1.000e-02, eta: 1 day, 10:37:37, time: 1.725, data_time: 1.023, memory: 8343, top1_acc: 0.5586, top5_acc: 0.7908, loss_cls: 1.8597, loss: 1.8597, grad_norm: 4.4866 2020-09-28 09:12:07,781 - mmaction - INFO - Epoch [23][840/940] lr: 1.000e-02, eta: 1 day, 10:36:56, time: 1.620, data_time: 1.020, memory: 8343, top1_acc: 0.5467, top5_acc: 0.7828, loss_cls: 1.9180, loss: 1.9180, grad_norm: 4.6142 2020-09-28 09:12:41,442 - mmaction - INFO - Epoch [23][860/940] lr: 1.000e-02, eta: 1 day, 10:36:20, time: 1.684, data_time: 1.078, memory: 8343, top1_acc: 0.5570, top5_acc: 0.7885, loss_cls: 1.8528, loss: 1.8528, grad_norm: 4.5802 2020-09-28 09:13:14,958 - mmaction - INFO - Epoch [23][880/940] lr: 1.000e-02, eta: 1 day, 10:35:42, time: 1.675, data_time: 1.076, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7881, loss_cls: 1.8735, loss: 1.8735, grad_norm: 4.5453 2020-09-28 09:13:49,033 - mmaction - INFO - Epoch [23][900/940] lr: 1.000e-02, eta: 1 day, 10:35:07, time: 1.704, data_time: 0.929, memory: 8343, top1_acc: 0.5498, top5_acc: 0.7699, loss_cls: 1.9433, loss: 1.9433, grad_norm: 4.6323 2020-09-28 09:14:24,404 - mmaction - INFO - Epoch [23][920/940] lr: 1.000e-02, eta: 1 day, 10:34:36, time: 1.768, data_time: 1.072, memory: 8343, top1_acc: 0.5563, top5_acc: 0.7834, loss_cls: 1.8842, loss: 1.8842, grad_norm: 4.6269 2020-09-28 09:14:53,892 - mmaction - INFO - Epoch [23][940/940] lr: 1.000e-02, eta: 1 day, 10:33:45, time: 1.475, data_time: 0.898, memory: 8343, top1_acc: 0.5417, top5_acc: 0.7701, loss_cls: 1.9642, loss: 1.9642, grad_norm: 4.7058 2020-09-28 09:14:56,131 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-09-28 09:16:00,510 - mmaction - INFO - Epoch [24][20/940] lr: 1.000e-02, eta: 1 day, 10:34:48, time: 3.182, data_time: 2.400, memory: 8343, top1_acc: 0.5742, top5_acc: 0.7898, loss_cls: 1.8341, loss: 1.8341, grad_norm: 4.4253 2020-09-28 09:16:32,753 - mmaction - INFO - Epoch [24][40/940] lr: 1.000e-02, eta: 1 day, 10:34:07, time: 1.612, data_time: 0.791, memory: 8343, top1_acc: 0.5689, top5_acc: 0.7834, loss_cls: 1.8434, loss: 1.8434, grad_norm: 4.4777 2020-09-28 09:17:04,931 - mmaction - INFO - Epoch [24][60/940] lr: 1.000e-02, eta: 1 day, 10:33:25, time: 1.609, data_time: 0.863, memory: 8343, top1_acc: 0.5590, top5_acc: 0.7828, loss_cls: 1.8784, loss: 1.8784, grad_norm: 4.5123 2020-09-28 09:17:38,301 - mmaction - INFO - Epoch [24][80/940] lr: 1.000e-02, eta: 1 day, 10:32:47, time: 1.669, data_time: 1.076, memory: 8343, top1_acc: 0.5693, top5_acc: 0.7855, loss_cls: 1.8598, loss: 1.8598, grad_norm: 4.4735 2020-09-28 09:18:10,327 - mmaction - INFO - Epoch [24][100/940] lr: 1.000e-02, eta: 1 day, 10:32:05, time: 1.601, data_time: 0.995, memory: 8343, top1_acc: 0.5594, top5_acc: 0.7893, loss_cls: 1.8458, loss: 1.8458, grad_norm: 4.5691 2020-09-28 09:18:43,843 - mmaction - INFO - Epoch [24][120/940] lr: 1.000e-02, eta: 1 day, 10:31:27, time: 1.676, data_time: 0.666, memory: 8343, top1_acc: 0.5631, top5_acc: 0.7922, loss_cls: 1.8429, loss: 1.8429, grad_norm: 4.5687 2020-09-28 09:19:19,969 - mmaction - INFO - Epoch [24][140/940] lr: 1.000e-02, eta: 1 day, 10:30:59, time: 1.806, data_time: 0.337, memory: 8343, top1_acc: 0.5674, top5_acc: 0.7908, loss_cls: 1.8370, loss: 1.8370, grad_norm: 4.4434 2020-09-28 09:19:53,311 - mmaction - INFO - Epoch [24][160/940] lr: 1.000e-02, eta: 1 day, 10:30:21, time: 1.667, data_time: 0.188, memory: 8343, top1_acc: 0.5576, top5_acc: 0.7836, loss_cls: 1.8696, loss: 1.8696, grad_norm: 4.5884 2020-09-28 09:20:27,948 - mmaction - INFO - Epoch [24][180/940] lr: 1.000e-02, eta: 1 day, 10:29:47, time: 1.731, data_time: 0.337, memory: 8343, top1_acc: 0.5711, top5_acc: 0.7785, loss_cls: 1.8677, loss: 1.8677, grad_norm: 4.5449 2020-09-28 09:21:00,350 - mmaction - INFO - Epoch [24][200/940] lr: 1.000e-02, eta: 1 day, 10:29:06, time: 1.620, data_time: 0.199, memory: 8343, top1_acc: 0.5711, top5_acc: 0.7895, loss_cls: 1.8484, loss: 1.8484, grad_norm: 4.6437 2020-09-28 09:21:33,988 - mmaction - INFO - Epoch [24][220/940] lr: 1.000e-02, eta: 1 day, 10:28:29, time: 1.681, data_time: 0.031, memory: 8343, top1_acc: 0.5447, top5_acc: 0.7785, loss_cls: 1.9139, loss: 1.9139, grad_norm: 4.6214 2020-09-28 09:22:07,476 - mmaction - INFO - Epoch [24][240/940] lr: 1.000e-02, eta: 1 day, 10:27:52, time: 1.675, data_time: 0.207, memory: 8343, top1_acc: 0.5631, top5_acc: 0.7818, loss_cls: 1.8754, loss: 1.8754, grad_norm: 4.5642 2020-09-28 09:22:40,343 - mmaction - INFO - Epoch [24][260/940] lr: 1.000e-02, eta: 1 day, 10:27:12, time: 1.643, data_time: 0.094, memory: 8343, top1_acc: 0.5480, top5_acc: 0.7812, loss_cls: 1.8845, loss: 1.8845, grad_norm: 4.5237 2020-09-28 09:23:16,645 - mmaction - INFO - Epoch [24][280/940] lr: 1.000e-02, eta: 1 day, 10:26:44, time: 1.815, data_time: 0.055, memory: 8343, top1_acc: 0.5584, top5_acc: 0.7875, loss_cls: 1.8528, loss: 1.8528, grad_norm: 4.5518 2020-09-28 09:23:51,361 - mmaction - INFO - Epoch [24][300/940] lr: 1.000e-02, eta: 1 day, 10:26:11, time: 1.736, data_time: 0.002, memory: 8343, top1_acc: 0.5643, top5_acc: 0.7871, loss_cls: 1.8606, loss: 1.8606, grad_norm: 4.5571 2020-09-28 09:24:25,319 - mmaction - INFO - Epoch [24][320/940] lr: 1.000e-02, eta: 1 day, 10:25:35, time: 1.698, data_time: 0.191, memory: 8343, top1_acc: 0.5652, top5_acc: 0.7949, loss_cls: 1.8335, loss: 1.8335, grad_norm: 4.4807 2020-09-28 09:24:59,849 - mmaction - INFO - Epoch [24][340/940] lr: 1.000e-02, eta: 1 day, 10:25:01, time: 1.725, data_time: 0.046, memory: 8343, top1_acc: 0.5600, top5_acc: 0.7857, loss_cls: 1.8748, loss: 1.8748, grad_norm: 4.4558 2020-09-28 09:25:33,314 - mmaction - INFO - Epoch [24][360/940] lr: 1.000e-02, eta: 1 day, 10:24:24, time: 1.673, data_time: 0.003, memory: 8343, top1_acc: 0.5576, top5_acc: 0.7822, loss_cls: 1.8813, loss: 1.8813, grad_norm: 4.5601 2020-09-28 09:26:07,847 - mmaction - INFO - Epoch [24][380/940] lr: 1.000e-02, eta: 1 day, 10:23:50, time: 1.727, data_time: 0.003, memory: 8343, top1_acc: 0.5590, top5_acc: 0.7918, loss_cls: 1.8378, loss: 1.8378, grad_norm: 4.5040 2020-09-28 09:26:42,385 - mmaction - INFO - Epoch [24][400/940] lr: 1.000e-02, eta: 1 day, 10:23:16, time: 1.727, data_time: 0.002, memory: 8343, top1_acc: 0.5662, top5_acc: 0.7865, loss_cls: 1.8370, loss: 1.8370, grad_norm: 4.5284 2020-09-28 09:27:15,042 - mmaction - INFO - Epoch [24][420/940] lr: 1.000e-02, eta: 1 day, 10:22:36, time: 1.632, data_time: 0.001, memory: 8343, top1_acc: 0.5551, top5_acc: 0.7865, loss_cls: 1.8901, loss: 1.8901, grad_norm: 4.6036 2020-09-28 09:30:24,342 - mmaction - INFO - Epoch [24][440/940] lr: 1.000e-02, eta: 1 day, 10:30:26, time: 9.465, data_time: 8.661, memory: 8343, top1_acc: 0.5607, top5_acc: 0.7748, loss_cls: 1.8930, loss: 1.8930, grad_norm: 4.5480 2020-09-28 09:30:58,671 - mmaction - INFO - Epoch [24][460/940] lr: 1.000e-02, eta: 1 day, 10:29:51, time: 1.716, data_time: 0.245, memory: 8343, top1_acc: 0.5607, top5_acc: 0.7801, loss_cls: 1.8823, loss: 1.8823, grad_norm: 4.6094 2020-09-28 09:31:34,425 - mmaction - INFO - Epoch [24][480/940] lr: 1.000e-02, eta: 1 day, 10:29:21, time: 1.788, data_time: 0.028, memory: 8343, top1_acc: 0.5611, top5_acc: 0.7859, loss_cls: 1.8546, loss: 1.8546, grad_norm: 4.5726 2020-09-28 09:32:06,127 - mmaction - INFO - Epoch [24][500/940] lr: 1.000e-02, eta: 1 day, 10:28:37, time: 1.585, data_time: 0.002, memory: 8343, top1_acc: 0.5496, top5_acc: 0.7725, loss_cls: 1.9084, loss: 1.9084, grad_norm: 4.6313 2020-09-28 09:32:41,201 - mmaction - INFO - Epoch [24][520/940] lr: 1.000e-02, eta: 1 day, 10:28:04, time: 1.754, data_time: 0.002, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7701, loss_cls: 1.9351, loss: 1.9351, grad_norm: 4.5754 2020-09-28 09:33:14,899 - mmaction - INFO - Epoch [24][540/940] lr: 1.000e-02, eta: 1 day, 10:27:27, time: 1.685, data_time: 0.002, memory: 8343, top1_acc: 0.5635, top5_acc: 0.7881, loss_cls: 1.8503, loss: 1.8503, grad_norm: 4.5543 2020-09-28 09:33:47,399 - mmaction - INFO - Epoch [24][560/940] lr: 1.000e-02, eta: 1 day, 10:26:46, time: 1.624, data_time: 0.001, memory: 8343, top1_acc: 0.5594, top5_acc: 0.7912, loss_cls: 1.8530, loss: 1.8530, grad_norm: 4.4826 2020-09-28 09:34:22,607 - mmaction - INFO - Epoch [24][580/940] lr: 1.000e-02, eta: 1 day, 10:26:13, time: 1.761, data_time: 0.002, memory: 8343, top1_acc: 0.5570, top5_acc: 0.7832, loss_cls: 1.9042, loss: 1.9042, grad_norm: 4.6203 2020-09-28 09:34:54,573 - mmaction - INFO - Epoch [24][600/940] lr: 1.000e-02, eta: 1 day, 10:25:31, time: 1.599, data_time: 0.002, memory: 8343, top1_acc: 0.5539, top5_acc: 0.7818, loss_cls: 1.8970, loss: 1.8970, grad_norm: 4.6015