2020-09-12 22:54:53,649 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.6 |Anaconda, Inc.| (default, Jun 28 2018, 17:14:51) [GCC 7.2.0] CUDA available: True CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 8.0, V8.0.61 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 5.3.0 PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2018.0.1 Product Build 20171007 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.2.0 MMCV: 1.0.5 MMAction2: 0.5.0+541b8e4 ------------------------------------------------------------ 2020-09-12 22:54:53,651 - mmaction - INFO - Distributed training: True 2020-09-12 22:54:53,652 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_tin/slurm_configs/recognition/tin/tin_r50_1x1x8_40e_sthv2_rgb.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTIN', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=4), cls_head=dict( type='TSMHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.8, init_std=0.001, is_shift=False)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sth-v2/rawframes_train/' data_root_val = 'data/sth-v2/rawframes_val/' ann_file_train = 'data/sth-v2/sth-v2_train_list.txt' ann_file_val = 'data/sth-v2/sth-v2_val_list.txt' ann_file_test = 'data/sth-v2/sth-v2_val_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=6, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.02 * 4, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0005) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict( policy='CosineAnnealing', by_epoch=False, warmup='linear', warmup_iters=1, warmup_by_epoch=True, min_lr=0) total_epochs = 40 checkpoint_config = dict(interval=1) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tin_r50_1x1x8_40e_sthv2_rgb/' load_from = None resume_from = None workflow = [('train', 1)] 2020-09-12 22:55:19,871 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-09-12 22:55:21,794 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-48, work_dir: /mnt/lustre/linjintao/try/mmaction2_tin/workdir/tin_sthv2_174_32g_shiftfunc 2020-09-12 22:55:21,794 - mmaction - INFO - workflow: [('train', 1)], max: 40 epochs 2020-09-12 23:03:21,182 - mmaction - INFO - Epoch [1][20/880] lr: 9.555e-03, eta: 9 days, 18:09:47, time: 23.962, data_time: 23.078, memory: 6181, top1_acc: 0.0128, top5_acc: 0.0703, loss_cls: 5.1154, loss: 5.1154, grad_norm: 2.4305 2020-09-12 23:03:35,777 - mmaction - INFO - Epoch [1][40/880] lr: 1.119e-02, eta: 5 days, 0:35:00, time: 0.731, data_time: 0.010, memory: 6181, top1_acc: 0.0242, top5_acc: 0.0870, loss_cls: 5.1481, loss: 5.1481, grad_norm: 2.7117 2020-09-12 23:03:50,586 - mmaction - INFO - Epoch [1][60/880] lr: 1.283e-02, eta: 3 days, 10:45:18, time: 0.741, data_time: 0.005, memory: 6181, top1_acc: 0.0286, top5_acc: 0.1068, loss_cls: 5.0650, loss: 5.0650, grad_norm: 2.8169 2020-09-12 23:04:05,374 - mmaction - INFO - Epoch [1][80/880] lr: 1.446e-02, eta: 2 days, 15:49:11, time: 0.733, data_time: 0.008, memory: 6181, top1_acc: 0.0367, top5_acc: 0.1307, loss_cls: 4.9558, loss: 4.9558, grad_norm: 2.8192 2020-09-12 23:04:20,029 - mmaction - INFO - Epoch [1][100/880] lr: 1.610e-02, eta: 2 days, 4:27:51, time: 0.737, data_time: 0.012, memory: 6181, top1_acc: 0.0375, top5_acc: 0.1404, loss_cls: 4.8907, loss: 4.8907, grad_norm: 2.9598 2020-09-12 23:04:35,205 - mmaction - INFO - Epoch [1][120/880] lr: 1.774e-02, eta: 1 day, 20:55:55, time: 0.761, data_time: 0.011, memory: 6181, top1_acc: 0.0393, top5_acc: 0.1406, loss_cls: 4.8700, loss: 4.8700, grad_norm: 2.9617 2020-09-12 23:04:50,204 - mmaction - INFO - Epoch [1][140/880] lr: 1.937e-02, eta: 1 day, 15:31:58, time: 0.749, data_time: 0.004, memory: 6181, top1_acc: 0.0510, top5_acc: 0.1612, loss_cls: 4.7898, loss: 4.7898, grad_norm: 2.9675 2020-09-12 23:05:05,084 - mmaction - INFO - Epoch [1][160/880] lr: 2.101e-02, eta: 1 day, 11:28:29, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.0469, top5_acc: 0.1471, loss_cls: 4.7950, loss: 4.7950, grad_norm: 2.8451 2020-09-12 23:05:19,637 - mmaction - INFO - Epoch [1][180/880] lr: 2.264e-02, eta: 1 day, 8:18:12, time: 0.729, data_time: 0.006, memory: 6181, top1_acc: 0.0516, top5_acc: 0.1753, loss_cls: 4.7077, loss: 4.7077, grad_norm: 2.7762 2020-09-12 23:05:34,878 - mmaction - INFO - Epoch [1][200/880] lr: 2.428e-02, eta: 1 day, 5:47:33, time: 0.757, data_time: 0.009, memory: 6181, top1_acc: 0.0529, top5_acc: 0.1742, loss_cls: 4.7196, loss: 4.7196, grad_norm: 2.5358 2020-09-12 23:05:49,486 - mmaction - INFO - Epoch [1][220/880] lr: 2.592e-02, eta: 1 day, 3:43:02, time: 0.734, data_time: 0.010, memory: 6181, top1_acc: 0.0539, top5_acc: 0.1768, loss_cls: 4.7028, loss: 4.7028, grad_norm: 2.4453 2020-09-12 23:06:04,807 - mmaction - INFO - Epoch [1][240/880] lr: 2.755e-02, eta: 1 day, 2:00:48, time: 0.767, data_time: 0.009, memory: 6181, top1_acc: 0.0555, top5_acc: 0.1758, loss_cls: 4.6525, loss: 4.6525, grad_norm: 2.3104 2020-09-12 23:06:20,113 - mmaction - INFO - Epoch [1][260/880] lr: 2.919e-02, eta: 1 day, 0:34:10, time: 0.765, data_time: 0.005, memory: 6181, top1_acc: 0.0703, top5_acc: 0.2107, loss_cls: 4.5510, loss: 4.5510, grad_norm: 2.4057 2020-09-12 23:06:35,572 - mmaction - INFO - Epoch [1][280/880] lr: 3.082e-02, eta: 23:20:09, time: 0.771, data_time: 0.009, memory: 6181, top1_acc: 0.0685, top5_acc: 0.2096, loss_cls: 4.5740, loss: 4.5740, grad_norm: 2.4125 2020-09-12 23:06:50,667 - mmaction - INFO - Epoch [1][300/880] lr: 3.246e-02, eta: 22:15:23, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.0732, top5_acc: 0.2185, loss_cls: 4.5245, loss: 4.5245, grad_norm: 2.3588 2020-09-12 23:07:05,733 - mmaction - INFO - Epoch [1][320/880] lr: 3.409e-02, eta: 21:18:22, time: 0.747, data_time: 0.010, memory: 6181, top1_acc: 0.0685, top5_acc: 0.2141, loss_cls: 4.5116, loss: 4.5116, grad_norm: 2.3448 2020-09-12 23:07:20,951 - mmaction - INFO - Epoch [1][340/880] lr: 3.573e-02, eta: 20:28:42, time: 0.767, data_time: 0.013, memory: 6181, top1_acc: 0.0773, top5_acc: 0.2302, loss_cls: 4.5098, loss: 4.5098, grad_norm: 2.3068 2020-09-12 23:07:35,531 - mmaction - INFO - Epoch [1][360/880] lr: 3.736e-02, eta: 19:43:17, time: 0.729, data_time: 0.009, memory: 6181, top1_acc: 0.0815, top5_acc: 0.2349, loss_cls: 4.4970, loss: 4.4970, grad_norm: 2.1554 2020-09-12 23:07:50,387 - mmaction - INFO - Epoch [1][380/880] lr: 3.900e-02, eta: 19:03:06, time: 0.744, data_time: 0.012, memory: 6181, top1_acc: 0.0781, top5_acc: 0.2307, loss_cls: 4.4901, loss: 4.4901, grad_norm: 2.2482 2020-09-12 23:08:05,657 - mmaction - INFO - Epoch [1][400/880] lr: 4.063e-02, eta: 18:27:28, time: 0.764, data_time: 0.003, memory: 6181, top1_acc: 0.0794, top5_acc: 0.2417, loss_cls: 4.4782, loss: 4.4782, grad_norm: 2.1633 2020-09-12 23:08:20,637 - mmaction - INFO - Epoch [1][420/880] lr: 4.227e-02, eta: 17:54:46, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.0841, top5_acc: 0.2479, loss_cls: 4.4328, loss: 4.4328, grad_norm: 2.2724 2020-09-12 23:08:35,674 - mmaction - INFO - Epoch [1][440/880] lr: 4.390e-02, eta: 17:25:06, time: 0.751, data_time: 0.004, memory: 6181, top1_acc: 0.0828, top5_acc: 0.2398, loss_cls: 4.4196, loss: 4.4196, grad_norm: 2.1368 2020-09-12 23:08:50,371 - mmaction - INFO - Epoch [1][460/880] lr: 4.554e-02, eta: 16:57:34, time: 0.734, data_time: 0.010, memory: 6181, top1_acc: 0.0878, top5_acc: 0.2518, loss_cls: 4.3936, loss: 4.3936, grad_norm: 2.1830 2020-09-12 23:09:05,040 - mmaction - INFO - Epoch [1][480/880] lr: 4.717e-02, eta: 16:32:19, time: 0.734, data_time: 0.007, memory: 6181, top1_acc: 0.0865, top5_acc: 0.2536, loss_cls: 4.4057, loss: 4.4057, grad_norm: 2.2320 2020-09-12 23:09:20,222 - mmaction - INFO - Epoch [1][500/880] lr: 4.880e-02, eta: 16:09:32, time: 0.755, data_time: 0.010, memory: 6181, top1_acc: 0.0940, top5_acc: 0.2682, loss_cls: 4.3501, loss: 4.3501, grad_norm: 2.1612 2020-09-12 23:09:35,203 - mmaction - INFO - Epoch [1][520/880] lr: 5.044e-02, eta: 15:48:27, time: 0.753, data_time: 0.009, memory: 6181, top1_acc: 0.0987, top5_acc: 0.2716, loss_cls: 4.3135, loss: 4.3135, grad_norm: 2.1876 2020-09-12 23:09:50,787 - mmaction - INFO - Epoch [1][540/880] lr: 5.207e-02, eta: 15:29:29, time: 0.780, data_time: 0.010, memory: 6181, top1_acc: 0.1055, top5_acc: 0.2922, loss_cls: 4.2759, loss: 4.2759, grad_norm: 2.1571 2020-09-12 23:10:05,300 - mmaction - INFO - Epoch [1][560/880] lr: 5.370e-02, eta: 15:10:44, time: 0.726, data_time: 0.004, memory: 6181, top1_acc: 0.1029, top5_acc: 0.2844, loss_cls: 4.3073, loss: 4.3073, grad_norm: 2.2078 2020-09-12 23:10:20,192 - mmaction - INFO - Epoch [1][580/880] lr: 5.534e-02, eta: 14:53:38, time: 0.745, data_time: 0.004, memory: 6181, top1_acc: 0.1034, top5_acc: 0.2727, loss_cls: 4.3104, loss: 4.3104, grad_norm: 2.1919 2020-09-12 23:10:35,179 - mmaction - INFO - Epoch [1][600/880] lr: 5.697e-02, eta: 14:37:38, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.0982, top5_acc: 0.2766, loss_cls: 4.3220, loss: 4.3220, grad_norm: 2.1566 2020-09-12 23:10:50,600 - mmaction - INFO - Epoch [1][620/880] lr: 5.860e-02, eta: 14:23:17, time: 0.777, data_time: 0.011, memory: 6181, top1_acc: 0.0997, top5_acc: 0.2893, loss_cls: 4.2628, loss: 4.2628, grad_norm: 2.0906 2020-09-12 23:11:05,246 - mmaction - INFO - Epoch [1][640/880] lr: 6.023e-02, eta: 14:09:00, time: 0.733, data_time: 0.009, memory: 6181, top1_acc: 0.1052, top5_acc: 0.2935, loss_cls: 4.2298, loss: 4.2298, grad_norm: 2.2245 2020-09-12 23:11:20,160 - mmaction - INFO - Epoch [1][660/880] lr: 6.186e-02, eta: 13:55:47, time: 0.744, data_time: 0.004, memory: 6181, top1_acc: 0.1057, top5_acc: 0.2867, loss_cls: 4.2236, loss: 4.2236, grad_norm: 2.1842 2020-09-12 23:11:35,344 - mmaction - INFO - Epoch [1][680/880] lr: 6.350e-02, eta: 13:43:35, time: 0.760, data_time: 0.009, memory: 6181, top1_acc: 0.1167, top5_acc: 0.3016, loss_cls: 4.1891, loss: 4.1891, grad_norm: 2.0721 2020-09-12 23:11:50,167 - mmaction - INFO - Epoch [1][700/880] lr: 6.513e-02, eta: 13:31:46, time: 0.741, data_time: 0.005, memory: 6181, top1_acc: 0.1242, top5_acc: 0.3195, loss_cls: 4.1376, loss: 4.1376, grad_norm: 2.1611 2020-09-12 23:12:04,977 - mmaction - INFO - Epoch [1][720/880] lr: 6.676e-02, eta: 13:20:36, time: 0.741, data_time: 0.012, memory: 6181, top1_acc: 0.1193, top5_acc: 0.3198, loss_cls: 4.1683, loss: 4.1683, grad_norm: 2.1649 2020-09-12 23:12:20,321 - mmaction - INFO - Epoch [1][740/880] lr: 6.839e-02, eta: 13:10:21, time: 0.763, data_time: 0.009, memory: 6181, top1_acc: 0.1328, top5_acc: 0.3115, loss_cls: 4.1398, loss: 4.1398, grad_norm: 2.0977 2020-09-12 23:12:35,075 - mmaction - INFO - Epoch [1][760/880] lr: 7.002e-02, eta: 13:00:18, time: 0.741, data_time: 0.008, memory: 6181, top1_acc: 0.1352, top5_acc: 0.3180, loss_cls: 4.1040, loss: 4.1040, grad_norm: 2.0067 2020-09-12 23:12:50,192 - mmaction - INFO - Epoch [1][780/880] lr: 7.165e-02, eta: 12:50:54, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.1346, top5_acc: 0.3362, loss_cls: 4.0729, loss: 4.0729, grad_norm: 2.0860 2020-09-12 23:13:05,174 - mmaction - INFO - Epoch [1][800/880] lr: 7.328e-02, eta: 12:42:00, time: 0.754, data_time: 0.009, memory: 6181, top1_acc: 0.1333, top5_acc: 0.3281, loss_cls: 4.1109, loss: 4.1109, grad_norm: 2.0369 2020-09-12 23:13:20,352 - mmaction - INFO - Epoch [1][820/880] lr: 7.491e-02, eta: 12:33:31, time: 0.754, data_time: 0.009, memory: 6181, top1_acc: 0.1440, top5_acc: 0.3401, loss_cls: 4.0484, loss: 4.0484, grad_norm: 2.0217 2020-09-12 23:13:35,185 - mmaction - INFO - Epoch [1][840/880] lr: 7.654e-02, eta: 12:25:20, time: 0.747, data_time: 0.010, memory: 6181, top1_acc: 0.1365, top5_acc: 0.3396, loss_cls: 4.0534, loss: 4.0534, grad_norm: 2.0606 2020-09-12 23:13:50,493 - mmaction - INFO - Epoch [1][860/880] lr: 7.817e-02, eta: 12:17:45, time: 0.765, data_time: 0.008, memory: 6181, top1_acc: 0.1398, top5_acc: 0.3479, loss_cls: 4.0475, loss: 4.0475, grad_norm: 2.0963 2020-09-12 23:14:04,020 - mmaction - INFO - Epoch [1][880/880] lr: 7.980e-02, eta: 12:09:23, time: 0.679, data_time: 0.005, memory: 6181, top1_acc: 0.1358, top5_acc: 0.3393, loss_cls: 4.0406, loss: 4.0406, grad_norm: 2.1089 2020-09-12 23:14:12,887 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-09-12 23:22:07,020 - mmaction - INFO - Epoch [2][20/880] lr: 7.987e-02, eta: 16:52:31, time: 23.595, data_time: 22.677, memory: 6181, top1_acc: 0.1487, top5_acc: 0.3422, loss_cls: 4.0232, loss: 4.0232, grad_norm: 1.9744 2020-09-12 23:22:21,820 - mmaction - INFO - Epoch [2][40/880] lr: 7.987e-02, eta: 16:39:12, time: 0.747, data_time: 0.014, memory: 6181, top1_acc: 0.1500, top5_acc: 0.3589, loss_cls: 3.9634, loss: 3.9634, grad_norm: 2.4019 2020-09-12 23:22:36,656 - mmaction - INFO - Epoch [2][60/880] lr: 7.986e-02, eta: 16:26:22, time: 0.740, data_time: 0.008, memory: 6181, top1_acc: 0.1430, top5_acc: 0.3354, loss_cls: 4.0711, loss: 4.0711, grad_norm: 2.0272 2020-09-12 23:22:51,947 - mmaction - INFO - Epoch [2][80/880] lr: 7.985e-02, eta: 16:14:21, time: 0.766, data_time: 0.006, memory: 6181, top1_acc: 0.1359, top5_acc: 0.3427, loss_cls: 4.0192, loss: 4.0192, grad_norm: 2.1150 2020-09-12 23:23:06,768 - mmaction - INFO - Epoch [2][100/880] lr: 7.985e-02, eta: 16:02:28, time: 0.735, data_time: 0.008, memory: 6181, top1_acc: 0.1438, top5_acc: 0.3469, loss_cls: 4.0113, loss: 4.0113, grad_norm: 1.8832 2020-09-12 23:23:21,530 - mmaction - INFO - Epoch [2][120/880] lr: 7.984e-02, eta: 15:51:08, time: 0.743, data_time: 0.011, memory: 6181, top1_acc: 0.1536, top5_acc: 0.3635, loss_cls: 3.9308, loss: 3.9308, grad_norm: 2.0111 2020-09-12 23:23:36,921 - mmaction - INFO - Epoch [2][140/880] lr: 7.983e-02, eta: 15:40:28, time: 0.764, data_time: 0.010, memory: 6181, top1_acc: 0.1474, top5_acc: 0.3581, loss_cls: 3.9597, loss: 3.9597, grad_norm: 2.1085 2020-09-12 23:23:51,836 - mmaction - INFO - Epoch [2][160/880] lr: 7.983e-02, eta: 15:30:04, time: 0.750, data_time: 0.010, memory: 6181, top1_acc: 0.1703, top5_acc: 0.3779, loss_cls: 3.8826, loss: 3.8826, grad_norm: 2.0318 2020-09-12 23:24:06,528 - mmaction - INFO - Epoch [2][180/880] lr: 7.982e-02, eta: 15:19:53, time: 0.736, data_time: 0.009, memory: 6181, top1_acc: 0.1693, top5_acc: 0.3810, loss_cls: 3.8750, loss: 3.8750, grad_norm: 1.9349 2020-09-12 23:24:21,403 - mmaction - INFO - Epoch [2][200/880] lr: 7.981e-02, eta: 15:10:09, time: 0.743, data_time: 0.004, memory: 6181, top1_acc: 0.1794, top5_acc: 0.3958, loss_cls: 3.8302, loss: 3.8302, grad_norm: 2.0637 2020-09-12 23:24:37,219 - mmaction - INFO - Epoch [2][220/880] lr: 7.981e-02, eta: 15:01:15, time: 0.791, data_time: 0.009, memory: 6181, top1_acc: 0.1659, top5_acc: 0.3831, loss_cls: 3.8698, loss: 3.8698, grad_norm: 1.9822 2020-09-12 23:24:51,956 - mmaction - INFO - Epoch [2][240/880] lr: 7.980e-02, eta: 14:52:07, time: 0.737, data_time: 0.005, memory: 6181, top1_acc: 0.1867, top5_acc: 0.4018, loss_cls: 3.8078, loss: 3.8078, grad_norm: 2.0383 2020-09-12 23:25:06,723 - mmaction - INFO - Epoch [2][260/880] lr: 7.979e-02, eta: 14:43:17, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.1742, top5_acc: 0.3961, loss_cls: 3.8212, loss: 3.8212, grad_norm: 2.0575 2020-09-12 23:25:22,014 - mmaction - INFO - Epoch [2][280/880] lr: 7.979e-02, eta: 14:35:02, time: 0.765, data_time: 0.006, memory: 6181, top1_acc: 0.1852, top5_acc: 0.4018, loss_cls: 3.8110, loss: 3.8110, grad_norm: 2.0916 2020-09-12 23:25:36,764 - mmaction - INFO - Epoch [2][300/880] lr: 7.978e-02, eta: 14:26:47, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.1909, top5_acc: 0.4057, loss_cls: 3.7822, loss: 3.7822, grad_norm: 2.0923 2020-09-12 23:25:51,740 - mmaction - INFO - Epoch [2][320/880] lr: 7.977e-02, eta: 14:18:54, time: 0.749, data_time: 0.005, memory: 6181, top1_acc: 0.1826, top5_acc: 0.4049, loss_cls: 3.7670, loss: 3.7670, grad_norm: 2.0569 2020-09-12 23:26:06,325 - mmaction - INFO - Epoch [2][340/880] lr: 7.976e-02, eta: 14:11:06, time: 0.730, data_time: 0.010, memory: 6181, top1_acc: 0.1836, top5_acc: 0.4089, loss_cls: 3.7533, loss: 3.7533, grad_norm: 2.1034 2020-09-12 23:26:20,818 - mmaction - INFO - Epoch [2][360/880] lr: 7.976e-02, eta: 14:03:31, time: 0.727, data_time: 0.006, memory: 6181, top1_acc: 0.1763, top5_acc: 0.4133, loss_cls: 3.7618, loss: 3.7618, grad_norm: 2.0658 2020-09-12 23:26:36,945 - mmaction - INFO - Epoch [2][380/880] lr: 7.975e-02, eta: 13:56:49, time: 0.800, data_time: 0.009, memory: 6181, top1_acc: 0.1807, top5_acc: 0.4117, loss_cls: 3.7247, loss: 3.7247, grad_norm: 2.0534 2020-09-12 23:26:52,399 - mmaction - INFO - Epoch [2][400/880] lr: 7.974e-02, eta: 13:50:07, time: 0.777, data_time: 0.010, memory: 6181, top1_acc: 0.1893, top5_acc: 0.4042, loss_cls: 3.7584, loss: 3.7584, grad_norm: 2.0303 2020-09-12 23:27:06,871 - mmaction - INFO - Epoch [2][420/880] lr: 7.973e-02, eta: 13:43:06, time: 0.717, data_time: 0.009, memory: 6181, top1_acc: 0.1859, top5_acc: 0.4049, loss_cls: 3.7657, loss: 3.7657, grad_norm: 2.0463 2020-09-12 23:27:21,634 - mmaction - INFO - Epoch [2][440/880] lr: 7.972e-02, eta: 13:36:32, time: 0.746, data_time: 0.011, memory: 6181, top1_acc: 0.1971, top5_acc: 0.4234, loss_cls: 3.6975, loss: 3.6975, grad_norm: 2.0897 2020-09-12 23:27:36,760 - mmaction - INFO - Epoch [2][460/880] lr: 7.971e-02, eta: 13:30:14, time: 0.755, data_time: 0.004, memory: 6181, top1_acc: 0.1943, top5_acc: 0.4279, loss_cls: 3.6723, loss: 3.6723, grad_norm: 2.0179 2020-09-12 23:27:51,680 - mmaction - INFO - Epoch [2][480/880] lr: 7.971e-02, eta: 13:24:03, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.1917, top5_acc: 0.4206, loss_cls: 3.7221, loss: 3.7221, grad_norm: 2.0204 2020-09-12 23:28:06,830 - mmaction - INFO - Epoch [2][500/880] lr: 7.970e-02, eta: 13:18:06, time: 0.757, data_time: 0.003, memory: 6181, top1_acc: 0.2036, top5_acc: 0.4422, loss_cls: 3.6121, loss: 3.6121, grad_norm: 2.1337 2020-09-12 23:28:21,684 - mmaction - INFO - Epoch [2][520/880] lr: 7.969e-02, eta: 13:12:13, time: 0.743, data_time: 0.007, memory: 6181, top1_acc: 0.2018, top5_acc: 0.4229, loss_cls: 3.6710, loss: 3.6710, grad_norm: 2.0044 2020-09-12 23:28:37,370 - mmaction - INFO - Epoch [2][540/880] lr: 7.968e-02, eta: 13:06:48, time: 0.783, data_time: 0.003, memory: 6181, top1_acc: 0.2109, top5_acc: 0.4435, loss_cls: 3.6162, loss: 3.6162, grad_norm: 2.0634 2020-09-12 23:28:51,459 - mmaction - INFO - Epoch [2][560/880] lr: 7.967e-02, eta: 13:00:54, time: 0.702, data_time: 0.009, memory: 6181, top1_acc: 0.1940, top5_acc: 0.4232, loss_cls: 3.6916, loss: 3.6916, grad_norm: 1.9776 2020-09-12 23:29:06,380 - mmaction - INFO - Epoch [2][580/880] lr: 7.966e-02, eta: 12:55:31, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.2008, top5_acc: 0.4273, loss_cls: 3.6588, loss: 3.6588, grad_norm: 2.0854 2020-09-12 23:29:21,982 - mmaction - INFO - Epoch [2][600/880] lr: 7.965e-02, eta: 12:50:29, time: 0.777, data_time: 0.010, memory: 6181, top1_acc: 0.2078, top5_acc: 0.4339, loss_cls: 3.6344, loss: 3.6344, grad_norm: 2.0630 2020-09-12 23:29:37,125 - mmaction - INFO - Epoch [2][620/880] lr: 7.964e-02, eta: 12:45:27, time: 0.759, data_time: 0.009, memory: 6181, top1_acc: 0.2156, top5_acc: 0.4557, loss_cls: 3.6079, loss: 3.6079, grad_norm: 2.0961 2020-09-12 23:29:51,563 - mmaction - INFO - Epoch [2][640/880] lr: 7.963e-02, eta: 12:40:14, time: 0.719, data_time: 0.009, memory: 6181, top1_acc: 0.2057, top5_acc: 0.4349, loss_cls: 3.6132, loss: 3.6132, grad_norm: 2.0461 2020-09-12 23:30:06,826 - mmaction - INFO - Epoch [2][660/880] lr: 7.962e-02, eta: 12:35:30, time: 0.766, data_time: 0.009, memory: 6181, top1_acc: 0.2096, top5_acc: 0.4542, loss_cls: 3.5825, loss: 3.5825, grad_norm: 2.0428 2020-09-12 23:30:21,602 - mmaction - INFO - Epoch [2][680/880] lr: 7.961e-02, eta: 12:30:41, time: 0.739, data_time: 0.005, memory: 6181, top1_acc: 0.2034, top5_acc: 0.4326, loss_cls: 3.6306, loss: 3.6306, grad_norm: 2.0138 2020-09-12 23:30:36,903 - mmaction - INFO - Epoch [2][700/880] lr: 7.960e-02, eta: 12:26:10, time: 0.766, data_time: 0.010, memory: 6181, top1_acc: 0.2073, top5_acc: 0.4375, loss_cls: 3.6096, loss: 3.6096, grad_norm: 1.9973 2020-09-12 23:30:51,868 - mmaction - INFO - Epoch [2][720/880] lr: 7.959e-02, eta: 12:21:40, time: 0.751, data_time: 0.005, memory: 6181, top1_acc: 0.2276, top5_acc: 0.4474, loss_cls: 3.5786, loss: 3.5786, grad_norm: 2.0996 2020-09-12 23:31:07,811 - mmaction - INFO - Epoch [2][740/880] lr: 7.958e-02, eta: 12:17:34, time: 0.797, data_time: 0.006, memory: 6181, top1_acc: 0.2229, top5_acc: 0.4656, loss_cls: 3.5230, loss: 3.5230, grad_norm: 2.0948 2020-09-12 23:31:22,425 - mmaction - INFO - Epoch [2][760/880] lr: 7.957e-02, eta: 12:13:07, time: 0.730, data_time: 0.003, memory: 6181, top1_acc: 0.2031, top5_acc: 0.4578, loss_cls: 3.5535, loss: 3.5535, grad_norm: 2.0555 2020-09-12 23:31:37,639 - mmaction - INFO - Epoch [2][780/880] lr: 7.956e-02, eta: 12:08:57, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.2201, top5_acc: 0.4708, loss_cls: 3.4969, loss: 3.4969, grad_norm: 2.0765 2020-09-12 23:31:53,490 - mmaction - INFO - Epoch [2][800/880] lr: 7.955e-02, eta: 12:05:08, time: 0.797, data_time: 0.009, memory: 6181, top1_acc: 0.2250, top5_acc: 0.4562, loss_cls: 3.5273, loss: 3.5273, grad_norm: 2.0548 2020-09-12 23:32:08,867 - mmaction - INFO - Epoch [2][820/880] lr: 7.954e-02, eta: 12:01:13, time: 0.768, data_time: 0.008, memory: 6181, top1_acc: 0.2193, top5_acc: 0.4521, loss_cls: 3.5652, loss: 3.5652, grad_norm: 2.0375 2020-09-12 23:32:23,396 - mmaction - INFO - Epoch [2][840/880] lr: 7.953e-02, eta: 11:57:07, time: 0.726, data_time: 0.005, memory: 6181, top1_acc: 0.2201, top5_acc: 0.4625, loss_cls: 3.5254, loss: 3.5254, grad_norm: 2.0942 2020-09-12 23:32:38,762 - mmaction - INFO - Epoch [2][860/880] lr: 7.952e-02, eta: 11:53:22, time: 0.767, data_time: 0.010, memory: 6181, top1_acc: 0.2234, top5_acc: 0.4740, loss_cls: 3.4567, loss: 3.4567, grad_norm: 2.0905 2020-09-12 23:32:51,941 - mmaction - INFO - Epoch [2][880/880] lr: 7.951e-02, eta: 11:49:02, time: 0.661, data_time: 0.008, memory: 6181, top1_acc: 0.2195, top5_acc: 0.4614, loss_cls: 3.5414, loss: 3.5414, grad_norm: 2.0487 2020-09-12 23:33:01,153 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-09-12 23:40:44,947 - mmaction - INFO - Epoch [3][20/880] lr: 7.950e-02, eta: 14:04:57, time: 23.057, data_time: 22.255, memory: 6181, top1_acc: 0.2411, top5_acc: 0.4815, loss_cls: 3.4498, loss: 3.4498, grad_norm: 2.0554 2020-09-12 23:40:59,488 - mmaction - INFO - Epoch [3][40/880] lr: 7.949e-02, eta: 13:59:35, time: 0.732, data_time: 0.013, memory: 6181, top1_acc: 0.2255, top5_acc: 0.4760, loss_cls: 3.4911, loss: 3.4911, grad_norm: 2.1152 2020-09-12 23:41:14,474 - mmaction - INFO - Epoch [3][60/880] lr: 7.947e-02, eta: 13:54:27, time: 0.750, data_time: 0.006, memory: 6181, top1_acc: 0.2445, top5_acc: 0.4948, loss_cls: 3.4093, loss: 3.4093, grad_norm: 2.0337 2020-09-12 23:41:30,038 - mmaction - INFO - Epoch [3][80/880] lr: 7.946e-02, eta: 13:49:34, time: 0.774, data_time: 0.011, memory: 6181, top1_acc: 0.2372, top5_acc: 0.4732, loss_cls: 3.4583, loss: 3.4583, grad_norm: 2.1054 2020-09-12 23:41:44,303 - mmaction - INFO - Epoch [3][100/880] lr: 7.945e-02, eta: 13:44:24, time: 0.713, data_time: 0.009, memory: 6181, top1_acc: 0.2240, top5_acc: 0.4698, loss_cls: 3.4954, loss: 3.4954, grad_norm: 2.1252 2020-09-12 23:41:59,173 - mmaction - INFO - Epoch [3][120/880] lr: 7.944e-02, eta: 13:39:33, time: 0.745, data_time: 0.015, memory: 6181, top1_acc: 0.2208, top5_acc: 0.4776, loss_cls: 3.4734, loss: 3.4734, grad_norm: 2.1066 2020-09-12 23:42:14,616 - mmaction - INFO - Epoch [3][140/880] lr: 7.943e-02, eta: 13:34:58, time: 0.777, data_time: 0.009, memory: 6181, top1_acc: 0.2328, top5_acc: 0.4849, loss_cls: 3.4610, loss: 3.4610, grad_norm: 2.0990 2020-09-12 23:42:29,370 - mmaction - INFO - Epoch [3][160/880] lr: 7.941e-02, eta: 13:30:15, time: 0.735, data_time: 0.008, memory: 6181, top1_acc: 0.2315, top5_acc: 0.4773, loss_cls: 3.4442, loss: 3.4442, grad_norm: 2.1152 2020-09-12 23:42:44,244 - mmaction - INFO - Epoch [3][180/880] lr: 7.940e-02, eta: 13:25:41, time: 0.746, data_time: 0.007, memory: 6181, top1_acc: 0.2315, top5_acc: 0.4661, loss_cls: 3.4869, loss: 3.4869, grad_norm: 2.0464 2020-09-12 23:42:59,639 - mmaction - INFO - Epoch [3][200/880] lr: 7.939e-02, eta: 13:21:19, time: 0.768, data_time: 0.009, memory: 6181, top1_acc: 0.2331, top5_acc: 0.4888, loss_cls: 3.4198, loss: 3.4198, grad_norm: 2.2001 2020-09-12 23:43:14,317 - mmaction - INFO - Epoch [3][220/880] lr: 7.938e-02, eta: 13:16:51, time: 0.734, data_time: 0.005, memory: 6181, top1_acc: 0.2279, top5_acc: 0.4753, loss_cls: 3.4305, loss: 3.4305, grad_norm: 2.1398 2020-09-12 23:43:29,031 - mmaction - INFO - Epoch [3][240/880] lr: 7.937e-02, eta: 13:12:29, time: 0.737, data_time: 0.006, memory: 6181, top1_acc: 0.2372, top5_acc: 0.4768, loss_cls: 3.4443, loss: 3.4443, grad_norm: 2.1427 2020-09-12 23:43:44,278 - mmaction - INFO - Epoch [3][260/880] lr: 7.935e-02, eta: 13:08:20, time: 0.762, data_time: 0.009, memory: 6181, top1_acc: 0.2326, top5_acc: 0.4784, loss_cls: 3.4140, loss: 3.4140, grad_norm: 2.0834 2020-09-12 23:43:59,274 - mmaction - INFO - Epoch [3][280/880] lr: 7.934e-02, eta: 13:04:12, time: 0.750, data_time: 0.005, memory: 6181, top1_acc: 0.2419, top5_acc: 0.4932, loss_cls: 3.4034, loss: 3.4034, grad_norm: 2.1592 2020-09-12 23:44:14,215 - mmaction - INFO - Epoch [3][300/880] lr: 7.933e-02, eta: 13:00:07, time: 0.746, data_time: 0.005, memory: 6181, top1_acc: 0.2484, top5_acc: 0.4922, loss_cls: 3.4016, loss: 3.4016, grad_norm: 2.1499 2020-09-12 23:44:29,482 - mmaction - INFO - Epoch [3][320/880] lr: 7.931e-02, eta: 12:56:12, time: 0.762, data_time: 0.010, memory: 6181, top1_acc: 0.2461, top5_acc: 0.4922, loss_cls: 3.4125, loss: 3.4125, grad_norm: 2.0632 2020-09-12 23:44:44,710 - mmaction - INFO - Epoch [3][340/880] lr: 7.930e-02, eta: 12:52:21, time: 0.763, data_time: 0.007, memory: 6181, top1_acc: 0.2326, top5_acc: 0.4891, loss_cls: 3.4332, loss: 3.4332, grad_norm: 2.1022 2020-09-12 23:44:59,135 - mmaction - INFO - Epoch [3][360/880] lr: 7.929e-02, eta: 12:48:20, time: 0.718, data_time: 0.007, memory: 6181, top1_acc: 0.2443, top5_acc: 0.4831, loss_cls: 3.3908, loss: 3.3908, grad_norm: 2.1402 2020-09-12 23:45:15,014 - mmaction - INFO - Epoch [3][380/880] lr: 7.927e-02, eta: 12:44:46, time: 0.791, data_time: 0.009, memory: 6181, top1_acc: 0.2365, top5_acc: 0.4893, loss_cls: 3.4170, loss: 3.4170, grad_norm: 2.1054 2020-09-12 23:45:29,504 - mmaction - INFO - Epoch [3][400/880] lr: 7.926e-02, eta: 12:40:56, time: 0.727, data_time: 0.015, memory: 6181, top1_acc: 0.2469, top5_acc: 0.4940, loss_cls: 3.3844, loss: 3.3844, grad_norm: 2.1966 2020-09-12 23:45:45,546 - mmaction - INFO - Epoch [3][420/880] lr: 7.925e-02, eta: 12:37:34, time: 0.806, data_time: 0.010, memory: 6181, top1_acc: 0.2289, top5_acc: 0.4758, loss_cls: 3.4296, loss: 3.4296, grad_norm: 2.1373 2020-09-12 23:46:00,189 - mmaction - INFO - Epoch [3][440/880] lr: 7.923e-02, eta: 12:33:53, time: 0.732, data_time: 0.005, memory: 6181, top1_acc: 0.2430, top5_acc: 0.4773, loss_cls: 3.4114, loss: 3.4114, grad_norm: 2.0992 2020-09-12 23:46:14,960 - mmaction - INFO - Epoch [3][460/880] lr: 7.922e-02, eta: 12:30:18, time: 0.738, data_time: 0.006, memory: 6181, top1_acc: 0.2492, top5_acc: 0.4898, loss_cls: 3.3959, loss: 3.3959, grad_norm: 2.1238 2020-09-12 23:46:29,963 - mmaction - INFO - Epoch [3][480/880] lr: 7.920e-02, eta: 12:26:49, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.2354, top5_acc: 0.4945, loss_cls: 3.3871, loss: 3.3871, grad_norm: 2.1260 2020-09-12 23:46:45,145 - mmaction - INFO - Epoch [3][500/880] lr: 7.919e-02, eta: 12:23:27, time: 0.761, data_time: 0.009, memory: 6181, top1_acc: 0.2323, top5_acc: 0.4755, loss_cls: 3.4481, loss: 3.4481, grad_norm: 2.1002 2020-09-12 23:47:00,359 - mmaction - INFO - Epoch [3][520/880] lr: 7.918e-02, eta: 12:20:08, time: 0.757, data_time: 0.010, memory: 6181, top1_acc: 0.2451, top5_acc: 0.5003, loss_cls: 3.3489, loss: 3.3489, grad_norm: 2.1516 2020-09-12 23:47:15,120 - mmaction - INFO - Epoch [3][540/880] lr: 7.916e-02, eta: 12:16:47, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.2443, top5_acc: 0.4747, loss_cls: 3.4205, loss: 3.4205, grad_norm: 2.0857 2020-09-12 23:47:30,536 - mmaction - INFO - Epoch [3][560/880] lr: 7.915e-02, eta: 12:13:38, time: 0.772, data_time: 0.009, memory: 6181, top1_acc: 0.2419, top5_acc: 0.4917, loss_cls: 3.4147, loss: 3.4147, grad_norm: 2.2172 2020-09-12 23:47:45,878 - mmaction - INFO - Epoch [3][580/880] lr: 7.913e-02, eta: 12:10:31, time: 0.766, data_time: 0.004, memory: 6181, top1_acc: 0.2372, top5_acc: 0.4938, loss_cls: 3.3841, loss: 3.3841, grad_norm: 2.1402 2020-09-12 23:48:00,786 - mmaction - INFO - Epoch [3][600/880] lr: 7.912e-02, eta: 12:07:20, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.2570, top5_acc: 0.4964, loss_cls: 3.3608, loss: 3.3608, grad_norm: 2.1154 2020-09-12 23:48:15,691 - mmaction - INFO - Epoch [3][620/880] lr: 7.910e-02, eta: 12:04:11, time: 0.740, data_time: 0.004, memory: 6181, top1_acc: 0.2367, top5_acc: 0.4859, loss_cls: 3.4106, loss: 3.4106, grad_norm: 2.1365 2020-09-12 23:48:31,035 - mmaction - INFO - Epoch [3][640/880] lr: 7.909e-02, eta: 12:01:14, time: 0.771, data_time: 0.014, memory: 6181, top1_acc: 0.2445, top5_acc: 0.5057, loss_cls: 3.3726, loss: 3.3726, grad_norm: 2.2112 2020-09-12 23:48:45,584 - mmaction - INFO - Epoch [3][660/880] lr: 7.907e-02, eta: 11:58:07, time: 0.728, data_time: 0.005, memory: 6181, top1_acc: 0.2443, top5_acc: 0.4951, loss_cls: 3.3987, loss: 3.3987, grad_norm: 2.2367 2020-09-12 23:49:00,594 - mmaction - INFO - Epoch [3][680/880] lr: 7.906e-02, eta: 11:55:09, time: 0.749, data_time: 0.009, memory: 6181, top1_acc: 0.2505, top5_acc: 0.4898, loss_cls: 3.4061, loss: 3.4061, grad_norm: 2.1233 2020-09-12 23:49:15,789 - mmaction - INFO - Epoch [3][700/880] lr: 7.904e-02, eta: 11:52:17, time: 0.762, data_time: 0.009, memory: 6181, top1_acc: 0.2547, top5_acc: 0.5000, loss_cls: 3.3442, loss: 3.3442, grad_norm: 2.0755 2020-09-12 23:49:31,118 - mmaction - INFO - Epoch [3][720/880] lr: 7.902e-02, eta: 11:49:28, time: 0.764, data_time: 0.009, memory: 6181, top1_acc: 0.2456, top5_acc: 0.4919, loss_cls: 3.3719, loss: 3.3719, grad_norm: 2.1455 2020-09-12 23:49:45,589 - mmaction - INFO - Epoch [3][740/880] lr: 7.901e-02, eta: 11:46:31, time: 0.725, data_time: 0.008, memory: 6181, top1_acc: 0.2471, top5_acc: 0.4948, loss_cls: 3.3842, loss: 3.3842, grad_norm: 2.0732 2020-09-12 23:50:01,462 - mmaction - INFO - Epoch [3][760/880] lr: 7.899e-02, eta: 11:43:55, time: 0.794, data_time: 0.012, memory: 6181, top1_acc: 0.2424, top5_acc: 0.4990, loss_cls: 3.3553, loss: 3.3553, grad_norm: 2.1108 2020-09-12 23:50:15,934 - mmaction - INFO - Epoch [3][780/880] lr: 7.898e-02, eta: 11:41:03, time: 0.725, data_time: 0.007, memory: 6181, top1_acc: 0.2432, top5_acc: 0.4997, loss_cls: 3.3650, loss: 3.3650, grad_norm: 2.1552 2020-09-12 23:50:30,957 - mmaction - INFO - Epoch [3][800/880] lr: 7.896e-02, eta: 11:38:20, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.2487, top5_acc: 0.5068, loss_cls: 3.3564, loss: 3.3564, grad_norm: 2.1423 2020-09-12 23:50:45,973 - mmaction - INFO - Epoch [3][820/880] lr: 7.895e-02, eta: 11:35:39, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.2518, top5_acc: 0.4979, loss_cls: 3.3679, loss: 3.3679, grad_norm: 2.0535 2020-09-12 23:51:01,108 - mmaction - INFO - Epoch [3][840/880] lr: 7.893e-02, eta: 11:33:02, time: 0.752, data_time: 0.012, memory: 6181, top1_acc: 0.2516, top5_acc: 0.5008, loss_cls: 3.3476, loss: 3.3476, grad_norm: 2.0842 2020-09-12 23:51:15,669 - mmaction - INFO - Epoch [3][860/880] lr: 7.891e-02, eta: 11:30:21, time: 0.734, data_time: 0.010, memory: 6181, top1_acc: 0.2534, top5_acc: 0.5133, loss_cls: 3.2923, loss: 3.2923, grad_norm: 2.0842 2020-09-12 23:51:29,511 - mmaction - INFO - Epoch [3][880/880] lr: 7.890e-02, eta: 11:27:33, time: 0.693, data_time: 0.010, memory: 6181, top1_acc: 0.2752, top5_acc: 0.5189, loss_cls: 3.2598, loss: 3.2598, grad_norm: 2.1265 2020-09-12 23:51:40,808 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-09-12 23:59:32,982 - mmaction - INFO - Epoch [4][20/880] lr: 7.888e-02, eta: 12:57:54, time: 23.525, data_time: 22.711, memory: 6181, top1_acc: 0.2557, top5_acc: 0.5128, loss_cls: 3.3066, loss: 3.3066, grad_norm: 2.2010 2020-09-12 23:59:47,709 - mmaction - INFO - Epoch [4][40/880] lr: 7.886e-02, eta: 12:54:37, time: 0.742, data_time: 0.014, memory: 6181, top1_acc: 0.2680, top5_acc: 0.5128, loss_cls: 3.2516, loss: 3.2516, grad_norm: 2.2128 2020-09-13 00:00:12,021 - mmaction - INFO - Epoch [4][60/880] lr: 7.885e-02, eta: 12:53:16, time: 1.212, data_time: 0.007, memory: 6181, top1_acc: 0.2560, top5_acc: 0.5096, loss_cls: 3.2815, loss: 3.2815, grad_norm: 2.1757 2020-09-13 00:00:26,025 - mmaction - INFO - Epoch [4][80/880] lr: 7.883e-02, eta: 12:49:55, time: 0.705, data_time: 0.014, memory: 6181, top1_acc: 0.2688, top5_acc: 0.5224, loss_cls: 3.2619, loss: 3.2619, grad_norm: 2.1877 2020-09-13 00:00:40,931 - mmaction - INFO - Epoch [4][100/880] lr: 7.881e-02, eta: 12:46:45, time: 0.741, data_time: 0.009, memory: 6181, top1_acc: 0.2544, top5_acc: 0.5232, loss_cls: 3.2813, loss: 3.2813, grad_norm: 2.2075 2020-09-13 00:00:55,874 - mmaction - INFO - Epoch [4][120/880] lr: 7.879e-02, eta: 12:43:40, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.2591, top5_acc: 0.5070, loss_cls: 3.3036, loss: 3.3036, grad_norm: 2.1658 2020-09-13 00:01:11,142 - mmaction - INFO - Epoch [4][140/880] lr: 7.878e-02, eta: 12:40:40, time: 0.760, data_time: 0.009, memory: 6181, top1_acc: 0.2534, top5_acc: 0.5146, loss_cls: 3.2795, loss: 3.2795, grad_norm: 2.1920 2020-09-13 00:01:25,719 - mmaction - INFO - Epoch [4][160/880] lr: 7.876e-02, eta: 12:37:35, time: 0.731, data_time: 0.009, memory: 6181, top1_acc: 0.2549, top5_acc: 0.5057, loss_cls: 3.3366, loss: 3.3366, grad_norm: 2.1939 2020-09-13 00:01:40,958 - mmaction - INFO - Epoch [4][180/880] lr: 7.874e-02, eta: 12:34:39, time: 0.760, data_time: 0.011, memory: 6181, top1_acc: 0.2534, top5_acc: 0.5063, loss_cls: 3.3273, loss: 3.3273, grad_norm: 2.1702 2020-09-13 00:01:55,666 - mmaction - INFO - Epoch [4][200/880] lr: 7.872e-02, eta: 12:31:41, time: 0.740, data_time: 0.009, memory: 6181, top1_acc: 0.2622, top5_acc: 0.5172, loss_cls: 3.3023, loss: 3.3023, grad_norm: 2.1904 2020-09-13 00:02:10,664 - mmaction - INFO - Epoch [4][220/880] lr: 7.870e-02, eta: 12:28:48, time: 0.750, data_time: 0.008, memory: 6181, top1_acc: 0.2573, top5_acc: 0.5201, loss_cls: 3.2998, loss: 3.2998, grad_norm: 2.1568 2020-09-13 00:02:25,474 - mmaction - INFO - Epoch [4][240/880] lr: 7.869e-02, eta: 12:25:54, time: 0.739, data_time: 0.003, memory: 6181, top1_acc: 0.2641, top5_acc: 0.5117, loss_cls: 3.3177, loss: 3.3177, grad_norm: 2.2135 2020-09-13 00:02:40,454 - mmaction - INFO - Epoch [4][260/880] lr: 7.867e-02, eta: 12:23:04, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.2529, top5_acc: 0.5063, loss_cls: 3.3159, loss: 3.3159, grad_norm: 2.1183 2020-09-13 00:02:55,149 - mmaction - INFO - Epoch [4][280/880] lr: 7.865e-02, eta: 12:20:14, time: 0.734, data_time: 0.005, memory: 6181, top1_acc: 0.2589, top5_acc: 0.5159, loss_cls: 3.2999, loss: 3.2999, grad_norm: 2.2132 2020-09-13 00:03:10,479 - mmaction - INFO - Epoch [4][300/880] lr: 7.863e-02, eta: 12:17:32, time: 0.763, data_time: 0.012, memory: 6181, top1_acc: 0.2568, top5_acc: 0.5094, loss_cls: 3.2886, loss: 3.2886, grad_norm: 2.1851 2020-09-13 00:03:25,600 - mmaction - INFO - Epoch [4][320/880] lr: 7.861e-02, eta: 12:14:51, time: 0.760, data_time: 0.011, memory: 6181, top1_acc: 0.2633, top5_acc: 0.5161, loss_cls: 3.2863, loss: 3.2863, grad_norm: 2.1560 2020-09-13 00:03:40,474 - mmaction - INFO - Epoch [4][340/880] lr: 7.859e-02, eta: 12:12:10, time: 0.745, data_time: 0.010, memory: 6181, top1_acc: 0.2708, top5_acc: 0.5247, loss_cls: 3.2411, loss: 3.2411, grad_norm: 2.2285 2020-09-13 00:03:56,032 - mmaction - INFO - Epoch [4][360/880] lr: 7.858e-02, eta: 12:09:37, time: 0.778, data_time: 0.003, memory: 6181, top1_acc: 0.2633, top5_acc: 0.5049, loss_cls: 3.2743, loss: 3.2743, grad_norm: 2.1880 2020-09-13 00:04:10,857 - mmaction - INFO - Epoch [4][380/880] lr: 7.856e-02, eta: 12:06:56, time: 0.736, data_time: 0.009, memory: 6181, top1_acc: 0.2711, top5_acc: 0.5195, loss_cls: 3.2732, loss: 3.2732, grad_norm: 2.1379 2020-09-13 00:04:25,631 - mmaction - INFO - Epoch [4][400/880] lr: 7.854e-02, eta: 12:04:19, time: 0.741, data_time: 0.010, memory: 6181, top1_acc: 0.2742, top5_acc: 0.5346, loss_cls: 3.2032, loss: 3.2032, grad_norm: 2.2030 2020-09-13 00:04:41,127 - mmaction - INFO - Epoch [4][420/880] lr: 7.852e-02, eta: 12:01:52, time: 0.778, data_time: 0.012, memory: 6181, top1_acc: 0.2565, top5_acc: 0.5167, loss_cls: 3.2515, loss: 3.2515, grad_norm: 2.1340 2020-09-13 00:04:55,838 - mmaction - INFO - Epoch [4][440/880] lr: 7.850e-02, eta: 11:59:17, time: 0.736, data_time: 0.005, memory: 6181, top1_acc: 0.2617, top5_acc: 0.5159, loss_cls: 3.2974, loss: 3.2974, grad_norm: 2.0867 2020-09-13 00:05:10,788 - mmaction - INFO - Epoch [4][460/880] lr: 7.848e-02, eta: 11:56:47, time: 0.747, data_time: 0.007, memory: 6181, top1_acc: 0.2630, top5_acc: 0.5195, loss_cls: 3.2550, loss: 3.2550, grad_norm: 2.1874 2020-09-13 00:05:25,902 - mmaction - INFO - Epoch [4][480/880] lr: 7.846e-02, eta: 11:54:20, time: 0.755, data_time: 0.003, memory: 6181, top1_acc: 0.2680, top5_acc: 0.5232, loss_cls: 3.2359, loss: 3.2359, grad_norm: 2.1662 2020-09-13 00:05:40,958 - mmaction - INFO - Epoch [4][500/880] lr: 7.844e-02, eta: 11:51:54, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.2625, top5_acc: 0.5164, loss_cls: 3.2501, loss: 3.2501, grad_norm: 2.2088 2020-09-13 00:05:55,767 - mmaction - INFO - Epoch [4][520/880] lr: 7.842e-02, eta: 11:49:27, time: 0.741, data_time: 0.006, memory: 6181, top1_acc: 0.2669, top5_acc: 0.5169, loss_cls: 3.2511, loss: 3.2511, grad_norm: 2.1001 2020-09-13 00:06:10,991 - mmaction - INFO - Epoch [4][540/880] lr: 7.840e-02, eta: 11:47:05, time: 0.756, data_time: 0.010, memory: 6181, top1_acc: 0.2677, top5_acc: 0.5284, loss_cls: 3.2597, loss: 3.2597, grad_norm: 2.1287 2020-09-13 00:06:25,800 - mmaction - INFO - Epoch [4][560/880] lr: 7.838e-02, eta: 11:44:42, time: 0.742, data_time: 0.010, memory: 6181, top1_acc: 0.2677, top5_acc: 0.5117, loss_cls: 3.2716, loss: 3.2716, grad_norm: 2.1157 2020-09-13 00:06:40,690 - mmaction - INFO - Epoch [4][580/880] lr: 7.836e-02, eta: 11:42:21, time: 0.744, data_time: 0.014, memory: 6181, top1_acc: 0.2740, top5_acc: 0.5318, loss_cls: 3.2329, loss: 3.2329, grad_norm: 2.1918 2020-09-13 00:06:55,486 - mmaction - INFO - Epoch [4][600/880] lr: 7.834e-02, eta: 11:40:02, time: 0.745, data_time: 0.010, memory: 6181, top1_acc: 0.2766, top5_acc: 0.5349, loss_cls: 3.2211, loss: 3.2211, grad_norm: 2.1534 2020-09-13 00:07:10,702 - mmaction - INFO - Epoch [4][620/880] lr: 7.832e-02, eta: 11:37:47, time: 0.761, data_time: 0.009, memory: 6181, top1_acc: 0.2784, top5_acc: 0.5331, loss_cls: 3.2116, loss: 3.2116, grad_norm: 2.1741 2020-09-13 00:07:25,800 - mmaction - INFO - Epoch [4][640/880] lr: 7.830e-02, eta: 11:35:32, time: 0.750, data_time: 0.005, memory: 6181, top1_acc: 0.2667, top5_acc: 0.5201, loss_cls: 3.2373, loss: 3.2373, grad_norm: 2.1584 2020-09-13 00:07:40,936 - mmaction - INFO - Epoch [4][660/880] lr: 7.828e-02, eta: 11:33:20, time: 0.763, data_time: 0.012, memory: 6181, top1_acc: 0.2609, top5_acc: 0.5167, loss_cls: 3.2956, loss: 3.2956, grad_norm: 2.1663 2020-09-13 00:07:55,568 - mmaction - INFO - Epoch [4][680/880] lr: 7.826e-02, eta: 11:31:04, time: 0.730, data_time: 0.003, memory: 6181, top1_acc: 0.2737, top5_acc: 0.5297, loss_cls: 3.2219, loss: 3.2219, grad_norm: 2.1480 2020-09-13 00:08:10,415 - mmaction - INFO - Epoch [4][700/880] lr: 7.824e-02, eta: 11:28:51, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.2805, top5_acc: 0.5367, loss_cls: 3.1592, loss: 3.1592, grad_norm: 2.1716 2020-09-13 00:08:26,034 - mmaction - INFO - Epoch [4][720/880] lr: 7.822e-02, eta: 11:26:47, time: 0.779, data_time: 0.003, memory: 6181, top1_acc: 0.2719, top5_acc: 0.5375, loss_cls: 3.1775, loss: 3.1775, grad_norm: 2.1967 2020-09-13 00:08:40,866 - mmaction - INFO - Epoch [4][740/880] lr: 7.819e-02, eta: 11:24:37, time: 0.742, data_time: 0.010, memory: 6181, top1_acc: 0.2789, top5_acc: 0.5318, loss_cls: 3.1896, loss: 3.1896, grad_norm: 2.1537 2020-09-13 00:08:55,702 - mmaction - INFO - Epoch [4][760/880] lr: 7.817e-02, eta: 11:22:29, time: 0.743, data_time: 0.005, memory: 6181, top1_acc: 0.2747, top5_acc: 0.5354, loss_cls: 3.1704, loss: 3.1704, grad_norm: 2.1894 2020-09-13 00:09:10,960 - mmaction - INFO - Epoch [4][780/880] lr: 7.815e-02, eta: 11:20:26, time: 0.763, data_time: 0.009, memory: 6181, top1_acc: 0.2742, top5_acc: 0.5448, loss_cls: 3.1699, loss: 3.1699, grad_norm: 2.1682 2020-09-13 00:09:25,944 - mmaction - INFO - Epoch [4][800/880] lr: 7.813e-02, eta: 11:18:21, time: 0.749, data_time: 0.004, memory: 6181, top1_acc: 0.2633, top5_acc: 0.5253, loss_cls: 3.2219, loss: 3.2219, grad_norm: 2.2327 2020-09-13 00:09:41,253 - mmaction - INFO - Epoch [4][820/880] lr: 7.811e-02, eta: 11:16:21, time: 0.765, data_time: 0.008, memory: 6181, top1_acc: 0.2740, top5_acc: 0.5409, loss_cls: 3.2082, loss: 3.2082, grad_norm: 2.1855 2020-09-13 00:09:56,010 - mmaction - INFO - Epoch [4][840/880] lr: 7.809e-02, eta: 11:14:16, time: 0.736, data_time: 0.005, memory: 6181, top1_acc: 0.2732, top5_acc: 0.5349, loss_cls: 3.2214, loss: 3.2214, grad_norm: 2.1852 2020-09-13 00:10:11,050 - mmaction - INFO - Epoch [4][860/880] lr: 7.807e-02, eta: 11:12:16, time: 0.754, data_time: 0.010, memory: 6181, top1_acc: 0.2857, top5_acc: 0.5417, loss_cls: 3.1561, loss: 3.1561, grad_norm: 2.2083 2020-09-13 00:10:24,764 - mmaction - INFO - Epoch [4][880/880] lr: 7.804e-02, eta: 11:10:06, time: 0.688, data_time: 0.004, memory: 6181, top1_acc: 0.2791, top5_acc: 0.5323, loss_cls: 3.2041, loss: 3.2041, grad_norm: 2.1903 2020-09-13 00:10:39,719 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-09-13 00:18:21,752 - mmaction - INFO - Epoch [5][20/880] lr: 7.802e-02, eta: 12:14:31, time: 23.022, data_time: 22.176, memory: 6181, top1_acc: 0.2760, top5_acc: 0.5346, loss_cls: 3.1757, loss: 3.1757, grad_norm: 2.1651 2020-09-13 00:18:36,484 - mmaction - INFO - Epoch [5][40/880] lr: 7.800e-02, eta: 12:12:09, time: 0.751, data_time: 0.024, memory: 6181, top1_acc: 0.2870, top5_acc: 0.5409, loss_cls: 3.1575, loss: 3.1575, grad_norm: 2.2334 2020-09-13 00:18:51,093 - mmaction - INFO - Epoch [5][60/880] lr: 7.798e-02, eta: 12:09:45, time: 0.731, data_time: 0.003, memory: 6181, top1_acc: 0.2901, top5_acc: 0.5417, loss_cls: 3.1653, loss: 3.1653, grad_norm: 2.2705 2020-09-13 00:19:06,030 - mmaction - INFO - Epoch [5][80/880] lr: 7.795e-02, eta: 12:07:25, time: 0.743, data_time: 0.007, memory: 6181, top1_acc: 0.2737, top5_acc: 0.5284, loss_cls: 3.2183, loss: 3.2183, grad_norm: 2.2335 2020-09-13 00:19:20,692 - mmaction - INFO - Epoch [5][100/880] lr: 7.793e-02, eta: 12:05:05, time: 0.736, data_time: 0.008, memory: 6181, top1_acc: 0.2826, top5_acc: 0.5422, loss_cls: 3.1540, loss: 3.1540, grad_norm: 2.2061 2020-09-13 00:19:35,782 - mmaction - INFO - Epoch [5][120/880] lr: 7.791e-02, eta: 12:02:49, time: 0.751, data_time: 0.011, memory: 6181, top1_acc: 0.2828, top5_acc: 0.5453, loss_cls: 3.1732, loss: 3.1732, grad_norm: 2.2393 2020-09-13 00:19:50,682 - mmaction - INFO - Epoch [5][140/880] lr: 7.789e-02, eta: 12:00:33, time: 0.750, data_time: 0.009, memory: 6181, top1_acc: 0.2865, top5_acc: 0.5435, loss_cls: 3.1506, loss: 3.1506, grad_norm: 2.2328 2020-09-13 00:20:06,093 - mmaction - INFO - Epoch [5][160/880] lr: 7.786e-02, eta: 11:58:23, time: 0.767, data_time: 0.008, memory: 6181, top1_acc: 0.2776, top5_acc: 0.5424, loss_cls: 3.1611, loss: 3.1611, grad_norm: 2.1664 2020-09-13 00:20:20,694 - mmaction - INFO - Epoch [5][180/880] lr: 7.784e-02, eta: 11:56:07, time: 0.731, data_time: 0.006, memory: 6181, top1_acc: 0.2815, top5_acc: 0.5560, loss_cls: 3.1415, loss: 3.1415, grad_norm: 2.2566 2020-09-13 00:20:35,555 - mmaction - INFO - Epoch [5][200/880] lr: 7.782e-02, eta: 11:53:55, time: 0.745, data_time: 0.011, memory: 6181, top1_acc: 0.2865, top5_acc: 0.5456, loss_cls: 3.1335, loss: 3.1335, grad_norm: 2.2062 2020-09-13 00:20:50,816 - mmaction - INFO - Epoch [5][220/880] lr: 7.779e-02, eta: 11:51:47, time: 0.763, data_time: 0.004, memory: 6181, top1_acc: 0.2813, top5_acc: 0.5336, loss_cls: 3.1551, loss: 3.1551, grad_norm: 2.2547 2020-09-13 00:21:06,379 - mmaction - INFO - Epoch [5][240/880] lr: 7.777e-02, eta: 11:49:42, time: 0.773, data_time: 0.008, memory: 6181, top1_acc: 0.2794, top5_acc: 0.5508, loss_cls: 3.1447, loss: 3.1447, grad_norm: 2.2087 2020-09-13 00:21:20,923 - mmaction - INFO - Epoch [5][260/880] lr: 7.775e-02, eta: 11:47:31, time: 0.730, data_time: 0.011, memory: 6181, top1_acc: 0.2789, top5_acc: 0.5393, loss_cls: 3.1742, loss: 3.1742, grad_norm: 2.2400 2020-09-13 00:21:36,263 - mmaction - INFO - Epoch [5][280/880] lr: 7.772e-02, eta: 11:45:27, time: 0.766, data_time: 0.011, memory: 6181, top1_acc: 0.2563, top5_acc: 0.5255, loss_cls: 3.2401, loss: 3.2401, grad_norm: 2.1927 2020-09-13 00:21:50,814 - mmaction - INFO - Epoch [5][300/880] lr: 7.770e-02, eta: 11:43:19, time: 0.730, data_time: 0.008, memory: 6181, top1_acc: 0.2813, top5_acc: 0.5479, loss_cls: 3.1288, loss: 3.1288, grad_norm: 2.2258 2020-09-13 00:22:06,466 - mmaction - INFO - Epoch [5][320/880] lr: 7.767e-02, eta: 11:41:20, time: 0.781, data_time: 0.009, memory: 6181, top1_acc: 0.2938, top5_acc: 0.5456, loss_cls: 3.1413, loss: 3.1413, grad_norm: 2.1503 2020-09-13 00:22:21,663 - mmaction - INFO - Epoch [5][340/880] lr: 7.765e-02, eta: 11:39:19, time: 0.764, data_time: 0.008, memory: 6181, top1_acc: 0.2911, top5_acc: 0.5479, loss_cls: 3.1509, loss: 3.1509, grad_norm: 2.1883 2020-09-13 00:22:36,458 - mmaction - INFO - Epoch [5][360/880] lr: 7.763e-02, eta: 11:37:15, time: 0.737, data_time: 0.003, memory: 6181, top1_acc: 0.2971, top5_acc: 0.5547, loss_cls: 3.1198, loss: 3.1198, grad_norm: 2.2714 2020-09-13 00:22:51,482 - mmaction - INFO - Epoch [5][380/880] lr: 7.760e-02, eta: 11:35:15, time: 0.750, data_time: 0.005, memory: 6181, top1_acc: 0.2914, top5_acc: 0.5466, loss_cls: 3.1163, loss: 3.1163, grad_norm: 2.2181 2020-09-13 00:23:06,501 - mmaction - INFO - Epoch [5][400/880] lr: 7.758e-02, eta: 11:33:15, time: 0.750, data_time: 0.012, memory: 6181, top1_acc: 0.2763, top5_acc: 0.5487, loss_cls: 3.1833, loss: 3.1833, grad_norm: 2.2061 2020-09-13 00:23:21,236 - mmaction - INFO - Epoch [5][420/880] lr: 7.755e-02, eta: 11:31:15, time: 0.739, data_time: 0.008, memory: 6181, top1_acc: 0.2755, top5_acc: 0.5422, loss_cls: 3.1810, loss: 3.1810, grad_norm: 2.1225 2020-09-13 00:23:36,238 - mmaction - INFO - Epoch [5][440/880] lr: 7.753e-02, eta: 11:29:17, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.2760, top5_acc: 0.5432, loss_cls: 3.1465, loss: 3.1465, grad_norm: 2.1982 2020-09-13 00:23:51,370 - mmaction - INFO - Epoch [5][460/880] lr: 7.750e-02, eta: 11:27:22, time: 0.759, data_time: 0.008, memory: 6181, top1_acc: 0.2940, top5_acc: 0.5555, loss_cls: 3.0712, loss: 3.0712, grad_norm: 2.2456 2020-09-13 00:24:06,245 - mmaction - INFO - Epoch [5][480/880] lr: 7.748e-02, eta: 11:25:26, time: 0.746, data_time: 0.010, memory: 6181, top1_acc: 0.2823, top5_acc: 0.5464, loss_cls: 3.1538, loss: 3.1538, grad_norm: 2.1826 2020-09-13 00:24:21,398 - mmaction - INFO - Epoch [5][500/880] lr: 7.745e-02, eta: 11:23:32, time: 0.753, data_time: 0.002, memory: 6181, top1_acc: 0.2807, top5_acc: 0.5305, loss_cls: 3.1629, loss: 3.1629, grad_norm: 2.2348 2020-09-13 00:24:36,221 - mmaction - INFO - Epoch [5][520/880] lr: 7.743e-02, eta: 11:21:37, time: 0.740, data_time: 0.011, memory: 6181, top1_acc: 0.2875, top5_acc: 0.5542, loss_cls: 3.1216, loss: 3.1216, grad_norm: 2.1676 2020-09-13 00:24:51,682 - mmaction - INFO - Epoch [5][540/880] lr: 7.740e-02, eta: 11:19:48, time: 0.775, data_time: 0.011, memory: 6181, top1_acc: 0.2776, top5_acc: 0.5323, loss_cls: 3.1853, loss: 3.1853, grad_norm: 2.1545 2020-09-13 00:25:06,922 - mmaction - INFO - Epoch [5][560/880] lr: 7.738e-02, eta: 11:17:58, time: 0.764, data_time: 0.009, memory: 6181, top1_acc: 0.2891, top5_acc: 0.5398, loss_cls: 3.1364, loss: 3.1364, grad_norm: 2.1568 2020-09-13 00:25:21,730 - mmaction - INFO - Epoch [5][580/880] lr: 7.735e-02, eta: 11:16:06, time: 0.741, data_time: 0.004, memory: 6181, top1_acc: 0.2849, top5_acc: 0.5484, loss_cls: 3.1450, loss: 3.1450, grad_norm: 2.2698 2020-09-13 00:25:36,472 - mmaction - INFO - Epoch [5][600/880] lr: 7.733e-02, eta: 11:14:15, time: 0.736, data_time: 0.008, memory: 6181, top1_acc: 0.2940, top5_acc: 0.5479, loss_cls: 3.1286, loss: 3.1286, grad_norm: 2.2679 2020-09-13 00:25:51,898 - mmaction - INFO - Epoch [5][620/880] lr: 7.730e-02, eta: 11:12:28, time: 0.765, data_time: 0.009, memory: 6181, top1_acc: 0.3018, top5_acc: 0.5557, loss_cls: 3.1127, loss: 3.1127, grad_norm: 2.2065 2020-09-13 00:26:06,173 - mmaction - INFO - Epoch [5][640/880] lr: 7.728e-02, eta: 11:10:36, time: 0.721, data_time: 0.010, memory: 6181, top1_acc: 0.3008, top5_acc: 0.5497, loss_cls: 3.0980, loss: 3.0980, grad_norm: 2.2017 2020-09-13 00:26:21,694 - mmaction - INFO - Epoch [5][660/880] lr: 7.725e-02, eta: 11:08:52, time: 0.773, data_time: 0.008, memory: 6181, top1_acc: 0.2940, top5_acc: 0.5437, loss_cls: 3.1359, loss: 3.1359, grad_norm: 2.1794 2020-09-13 00:26:36,471 - mmaction - INFO - Epoch [5][680/880] lr: 7.722e-02, eta: 11:07:05, time: 0.742, data_time: 0.010, memory: 6181, top1_acc: 0.2865, top5_acc: 0.5406, loss_cls: 3.1294, loss: 3.1294, grad_norm: 2.2208 2020-09-13 00:26:52,453 - mmaction - INFO - Epoch [5][700/880] lr: 7.720e-02, eta: 11:05:26, time: 0.798, data_time: 0.008, memory: 6181, top1_acc: 0.3000, top5_acc: 0.5680, loss_cls: 3.0646, loss: 3.0646, grad_norm: 2.2384 2020-09-13 00:27:07,007 - mmaction - INFO - Epoch [5][720/880] lr: 7.717e-02, eta: 11:03:39, time: 0.730, data_time: 0.007, memory: 6181, top1_acc: 0.2885, top5_acc: 0.5521, loss_cls: 3.1395, loss: 3.1395, grad_norm: 2.2493 2020-09-13 00:27:21,722 - mmaction - INFO - Epoch [5][740/880] lr: 7.714e-02, eta: 11:01:53, time: 0.736, data_time: 0.007, memory: 6181, top1_acc: 0.2924, top5_acc: 0.5516, loss_cls: 3.1154, loss: 3.1154, grad_norm: 2.2545 2020-09-13 00:27:36,380 - mmaction - INFO - Epoch [5][760/880] lr: 7.712e-02, eta: 11:00:08, time: 0.731, data_time: 0.003, memory: 6181, top1_acc: 0.2909, top5_acc: 0.5516, loss_cls: 3.1204, loss: 3.1204, grad_norm: 2.3136 2020-09-13 00:27:51,245 - mmaction - INFO - Epoch [5][780/880] lr: 7.709e-02, eta: 10:58:25, time: 0.743, data_time: 0.008, memory: 6181, top1_acc: 0.2943, top5_acc: 0.5331, loss_cls: 3.1585, loss: 3.1585, grad_norm: 2.2489 2020-09-13 00:28:06,436 - mmaction - INFO - Epoch [5][800/880] lr: 7.706e-02, eta: 10:56:45, time: 0.760, data_time: 0.004, memory: 6181, top1_acc: 0.2740, top5_acc: 0.5310, loss_cls: 3.1868, loss: 3.1868, grad_norm: 2.2241 2020-09-13 00:28:21,513 - mmaction - INFO - Epoch [5][820/880] lr: 7.704e-02, eta: 10:55:05, time: 0.749, data_time: 0.047, memory: 6181, top1_acc: 0.2813, top5_acc: 0.5487, loss_cls: 3.1381, loss: 3.1381, grad_norm: 2.1765 2020-09-13 00:28:36,678 - mmaction - INFO - Epoch [5][840/880] lr: 7.701e-02, eta: 10:53:27, time: 0.759, data_time: 0.008, memory: 6181, top1_acc: 0.2911, top5_acc: 0.5638, loss_cls: 3.0936, loss: 3.0936, grad_norm: 2.1850 2020-09-13 00:28:51,381 - mmaction - INFO - Epoch [5][860/880] lr: 7.698e-02, eta: 10:51:46, time: 0.740, data_time: 0.013, memory: 6181, top1_acc: 0.2930, top5_acc: 0.5622, loss_cls: 3.1072, loss: 3.1072, grad_norm: 2.2414 2020-09-13 00:29:04,927 - mmaction - INFO - Epoch [5][880/880] lr: 7.696e-02, eta: 10:49:58, time: 0.678, data_time: 0.004, memory: 6181, top1_acc: 0.2949, top5_acc: 0.5517, loss_cls: 3.1061, loss: 3.1061, grad_norm: 2.1789 2020-09-13 00:29:15,087 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-09-13 00:37:05,352 - mmaction - INFO - Epoch [6][20/880] lr: 7.693e-02, eta: 11:41:06, time: 23.475, data_time: 22.609, memory: 6181, top1_acc: 0.3018, top5_acc: 0.5560, loss_cls: 3.0773, loss: 3.0773, grad_norm: 2.1933 2020-09-13 00:37:20,029 - mmaction - INFO - Epoch [6][40/880] lr: 7.690e-02, eta: 11:39:11, time: 0.733, data_time: 0.015, memory: 6181, top1_acc: 0.2995, top5_acc: 0.5599, loss_cls: 3.0595, loss: 3.0595, grad_norm: 2.2382 2020-09-13 00:37:35,356 - mmaction - INFO - Epoch [6][60/880] lr: 7.687e-02, eta: 11:37:22, time: 0.772, data_time: 0.010, memory: 6181, top1_acc: 0.2969, top5_acc: 0.5664, loss_cls: 3.0452, loss: 3.0452, grad_norm: 2.2472 2020-09-13 00:37:50,040 - mmaction - INFO - Epoch [6][80/880] lr: 7.685e-02, eta: 11:35:29, time: 0.734, data_time: 0.008, memory: 6181, top1_acc: 0.3034, top5_acc: 0.5740, loss_cls: 3.0108, loss: 3.0108, grad_norm: 2.2139 2020-09-13 00:38:05,417 - mmaction - INFO - Epoch [6][100/880] lr: 7.682e-02, eta: 11:33:41, time: 0.770, data_time: 0.004, memory: 6181, top1_acc: 0.2987, top5_acc: 0.5661, loss_cls: 3.0676, loss: 3.0676, grad_norm: 2.2751 2020-09-13 00:38:20,151 - mmaction - INFO - Epoch [6][120/880] lr: 7.679e-02, eta: 11:31:49, time: 0.727, data_time: 0.008, memory: 6181, top1_acc: 0.2883, top5_acc: 0.5448, loss_cls: 3.1065, loss: 3.1065, grad_norm: 2.2527 2020-09-13 00:38:34,893 - mmaction - INFO - Epoch [6][140/880] lr: 7.676e-02, eta: 11:30:00, time: 0.745, data_time: 0.012, memory: 6181, top1_acc: 0.3013, top5_acc: 0.5573, loss_cls: 3.0664, loss: 3.0664, grad_norm: 2.2412 2020-09-13 00:38:50,004 - mmaction - INFO - Epoch [6][160/880] lr: 7.673e-02, eta: 11:28:13, time: 0.753, data_time: 0.007, memory: 6181, top1_acc: 0.2846, top5_acc: 0.5503, loss_cls: 3.1241, loss: 3.1241, grad_norm: 2.2434 2020-09-13 00:39:05,052 - mmaction - INFO - Epoch [6][180/880] lr: 7.671e-02, eta: 11:26:26, time: 0.752, data_time: 0.008, memory: 6181, top1_acc: 0.3047, top5_acc: 0.5669, loss_cls: 3.0461, loss: 3.0461, grad_norm: 2.2866 2020-09-13 00:39:20,031 - mmaction - INFO - Epoch [6][200/880] lr: 7.668e-02, eta: 11:24:39, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.2880, top5_acc: 0.5521, loss_cls: 3.1240, loss: 3.1240, grad_norm: 2.2971 2020-09-13 00:39:34,656 - mmaction - INFO - Epoch [6][220/880] lr: 7.665e-02, eta: 11:22:52, time: 0.735, data_time: 0.009, memory: 6181, top1_acc: 0.2872, top5_acc: 0.5510, loss_cls: 3.1215, loss: 3.1215, grad_norm: 2.2277 2020-09-13 00:39:49,330 - mmaction - INFO - Epoch [6][240/880] lr: 7.662e-02, eta: 11:21:05, time: 0.731, data_time: 0.009, memory: 6181, top1_acc: 0.2943, top5_acc: 0.5607, loss_cls: 3.0975, loss: 3.0975, grad_norm: 2.2471 2020-09-13 00:40:04,588 - mmaction - INFO - Epoch [6][260/880] lr: 7.659e-02, eta: 11:19:23, time: 0.766, data_time: 0.009, memory: 6181, top1_acc: 0.2906, top5_acc: 0.5505, loss_cls: 3.1166, loss: 3.1166, grad_norm: 2.2248 2020-09-13 00:40:19,231 - mmaction - INFO - Epoch [6][280/880] lr: 7.656e-02, eta: 11:17:38, time: 0.733, data_time: 0.006, memory: 6181, top1_acc: 0.3021, top5_acc: 0.5628, loss_cls: 3.0561, loss: 3.0561, grad_norm: 2.2184 2020-09-13 00:40:34,669 - mmaction - INFO - Epoch [6][300/880] lr: 7.653e-02, eta: 11:15:59, time: 0.770, data_time: 0.011, memory: 6181, top1_acc: 0.2961, top5_acc: 0.5581, loss_cls: 3.0765, loss: 3.0765, grad_norm: 2.2333 2020-09-13 00:40:49,497 - mmaction - INFO - Epoch [6][320/880] lr: 7.650e-02, eta: 11:14:16, time: 0.743, data_time: 0.008, memory: 6181, top1_acc: 0.2937, top5_acc: 0.5646, loss_cls: 3.0880, loss: 3.0880, grad_norm: 2.2489 2020-09-13 00:41:04,640 - mmaction - INFO - Epoch [6][340/880] lr: 7.648e-02, eta: 11:12:36, time: 0.753, data_time: 0.009, memory: 6181, top1_acc: 0.2971, top5_acc: 0.5510, loss_cls: 3.1039, loss: 3.1039, grad_norm: 2.1915 2020-09-13 00:41:19,388 - mmaction - INFO - Epoch [6][360/880] lr: 7.645e-02, eta: 11:10:54, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.3065, top5_acc: 0.5729, loss_cls: 3.0223, loss: 3.0223, grad_norm: 2.1847 2020-09-13 00:41:34,232 - mmaction - INFO - Epoch [6][380/880] lr: 7.642e-02, eta: 11:09:14, time: 0.744, data_time: 0.013, memory: 6181, top1_acc: 0.2987, top5_acc: 0.5529, loss_cls: 3.0687, loss: 3.0687, grad_norm: 2.2817 2020-09-13 00:41:49,220 - mmaction - INFO - Epoch [6][400/880] lr: 7.639e-02, eta: 11:07:36, time: 0.753, data_time: 0.009, memory: 6181, top1_acc: 0.3023, top5_acc: 0.5630, loss_cls: 3.0384, loss: 3.0384, grad_norm: 2.2423 2020-09-13 00:42:04,295 - mmaction - INFO - Epoch [6][420/880] lr: 7.636e-02, eta: 11:05:59, time: 0.754, data_time: 0.003, memory: 6181, top1_acc: 0.2919, top5_acc: 0.5633, loss_cls: 3.0418, loss: 3.0418, grad_norm: 2.2404 2020-09-13 00:42:19,419 - mmaction - INFO - Epoch [6][440/880] lr: 7.633e-02, eta: 11:04:21, time: 0.750, data_time: 0.006, memory: 6181, top1_acc: 0.2953, top5_acc: 0.5576, loss_cls: 3.0809, loss: 3.0809, grad_norm: 2.2532 2020-09-13 00:42:34,081 - mmaction - INFO - Epoch [6][460/880] lr: 7.630e-02, eta: 11:02:43, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.3094, top5_acc: 0.5719, loss_cls: 3.0029, loss: 3.0029, grad_norm: 2.2354 2020-09-13 00:42:49,042 - mmaction - INFO - Epoch [6][480/880] lr: 7.627e-02, eta: 11:01:07, time: 0.749, data_time: 0.011, memory: 6181, top1_acc: 0.2904, top5_acc: 0.5641, loss_cls: 3.0716, loss: 3.0716, grad_norm: 2.2900 2020-09-13 00:43:04,186 - mmaction - INFO - Epoch [6][500/880] lr: 7.624e-02, eta: 10:59:33, time: 0.757, data_time: 0.004, memory: 6181, top1_acc: 0.2977, top5_acc: 0.5570, loss_cls: 3.0813, loss: 3.0813, grad_norm: 2.2419 2020-09-13 00:43:19,114 - mmaction - INFO - Epoch [6][520/880] lr: 7.621e-02, eta: 10:57:57, time: 0.740, data_time: 0.009, memory: 6181, top1_acc: 0.2948, top5_acc: 0.5628, loss_cls: 3.0914, loss: 3.0914, grad_norm: 2.1999 2020-09-13 00:43:33,990 - mmaction - INFO - Epoch [6][540/880] lr: 7.618e-02, eta: 10:56:23, time: 0.750, data_time: 0.010, memory: 6181, top1_acc: 0.2935, top5_acc: 0.5609, loss_cls: 3.0804, loss: 3.0804, grad_norm: 2.2998 2020-09-13 00:43:49,093 - mmaction - INFO - Epoch [6][560/880] lr: 7.615e-02, eta: 10:54:50, time: 0.753, data_time: 0.009, memory: 6181, top1_acc: 0.3159, top5_acc: 0.5687, loss_cls: 3.0142, loss: 3.0142, grad_norm: 2.3319 2020-09-13 00:44:04,185 - mmaction - INFO - Epoch [6][580/880] lr: 7.612e-02, eta: 10:53:18, time: 0.757, data_time: 0.008, memory: 6181, top1_acc: 0.2906, top5_acc: 0.5539, loss_cls: 3.1144, loss: 3.1144, grad_norm: 2.2175 2020-09-13 00:44:18,928 - mmaction - INFO - Epoch [6][600/880] lr: 7.608e-02, eta: 10:51:45, time: 0.736, data_time: 0.010, memory: 6181, top1_acc: 0.2987, top5_acc: 0.5615, loss_cls: 3.0898, loss: 3.0898, grad_norm: 2.2309 2020-09-13 00:44:33,902 - mmaction - INFO - Epoch [6][620/880] lr: 7.605e-02, eta: 10:50:13, time: 0.750, data_time: 0.008, memory: 6181, top1_acc: 0.3086, top5_acc: 0.5724, loss_cls: 2.9962, loss: 2.9962, grad_norm: 2.2586 2020-09-13 00:44:49,264 - mmaction - INFO - Epoch [6][640/880] lr: 7.602e-02, eta: 10:48:44, time: 0.763, data_time: 0.009, memory: 6181, top1_acc: 0.3094, top5_acc: 0.5904, loss_cls: 2.9860, loss: 2.9860, grad_norm: 2.3027 2020-09-13 00:45:04,058 - mmaction - INFO - Epoch [6][660/880] lr: 7.599e-02, eta: 10:47:13, time: 0.744, data_time: 0.010, memory: 6181, top1_acc: 0.2984, top5_acc: 0.5581, loss_cls: 3.0935, loss: 3.0935, grad_norm: 2.2054 2020-09-13 00:45:18,829 - mmaction - INFO - Epoch [6][680/880] lr: 7.596e-02, eta: 10:45:42, time: 0.741, data_time: 0.005, memory: 6181, top1_acc: 0.2997, top5_acc: 0.5664, loss_cls: 3.0662, loss: 3.0662, grad_norm: 2.2640 2020-09-13 00:45:33,723 - mmaction - INFO - Epoch [6][700/880] lr: 7.593e-02, eta: 10:44:12, time: 0.741, data_time: 0.010, memory: 6181, top1_acc: 0.3034, top5_acc: 0.5630, loss_cls: 3.0594, loss: 3.0594, grad_norm: 2.2341 2020-09-13 00:45:48,485 - mmaction - INFO - Epoch [6][720/880] lr: 7.590e-02, eta: 10:42:43, time: 0.741, data_time: 0.007, memory: 6181, top1_acc: 0.3104, top5_acc: 0.5687, loss_cls: 3.0215, loss: 3.0215, grad_norm: 2.3096 2020-09-13 00:46:03,203 - mmaction - INFO - Epoch [6][740/880] lr: 7.587e-02, eta: 10:41:13, time: 0.731, data_time: 0.007, memory: 6181, top1_acc: 0.2951, top5_acc: 0.5536, loss_cls: 3.0693, loss: 3.0693, grad_norm: 2.2573 2020-09-13 00:46:18,476 - mmaction - INFO - Epoch [6][760/880] lr: 7.583e-02, eta: 10:39:47, time: 0.767, data_time: 0.009, memory: 6181, top1_acc: 0.2885, top5_acc: 0.5659, loss_cls: 3.0625, loss: 3.0625, grad_norm: 2.2977 2020-09-13 00:46:33,547 - mmaction - INFO - Epoch [6][780/880] lr: 7.580e-02, eta: 10:38:21, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.3047, top5_acc: 0.5685, loss_cls: 3.0254, loss: 3.0254, grad_norm: 2.2871 2020-09-13 00:46:49,226 - mmaction - INFO - Epoch [6][800/880] lr: 7.577e-02, eta: 10:36:59, time: 0.787, data_time: 0.009, memory: 6181, top1_acc: 0.3089, top5_acc: 0.5755, loss_cls: 2.9944, loss: 2.9944, grad_norm: 2.2382 2020-09-13 00:47:03,962 - mmaction - INFO - Epoch [6][820/880] lr: 7.574e-02, eta: 10:35:31, time: 0.733, data_time: 0.009, memory: 6181, top1_acc: 0.3172, top5_acc: 0.5664, loss_cls: 3.0188, loss: 3.0188, grad_norm: 2.2930 2020-09-13 00:47:19,906 - mmaction - INFO - Epoch [6][840/880] lr: 7.571e-02, eta: 10:34:11, time: 0.794, data_time: 0.009, memory: 6181, top1_acc: 0.3086, top5_acc: 0.5596, loss_cls: 3.0871, loss: 3.0871, grad_norm: 2.2286 2020-09-13 00:47:34,114 - mmaction - INFO - Epoch [6][860/880] lr: 7.567e-02, eta: 10:32:43, time: 0.718, data_time: 0.016, memory: 6181, top1_acc: 0.3026, top5_acc: 0.5698, loss_cls: 3.0580, loss: 3.0580, grad_norm: 2.2128 2020-09-13 00:47:47,595 - mmaction - INFO - Epoch [6][880/880] lr: 7.564e-02, eta: 10:31:10, time: 0.676, data_time: 0.004, memory: 6181, top1_acc: 0.3059, top5_acc: 0.5809, loss_cls: 2.9986, loss: 2.9986, grad_norm: 2.2413 2020-09-13 00:47:59,286 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-09-13 00:55:57,913 - mmaction - INFO - Epoch [7][20/880] lr: 7.561e-02, eta: 11:13:18, time: 23.895, data_time: 22.983, memory: 6181, top1_acc: 0.2953, top5_acc: 0.5672, loss_cls: 3.0347, loss: 3.0347, grad_norm: 2.3141 2020-09-13 00:56:12,603 - mmaction - INFO - Epoch [7][40/880] lr: 7.558e-02, eta: 11:11:42, time: 0.734, data_time: 0.018, memory: 6181, top1_acc: 0.3161, top5_acc: 0.5836, loss_cls: 2.9852, loss: 2.9852, grad_norm: 2.1888 2020-09-13 00:56:27,060 - mmaction - INFO - Epoch [7][60/880] lr: 7.554e-02, eta: 11:10:06, time: 0.729, data_time: 0.010, memory: 6181, top1_acc: 0.3148, top5_acc: 0.5724, loss_cls: 3.0163, loss: 3.0163, grad_norm: 2.2759 2020-09-13 00:56:42,293 - mmaction - INFO - Epoch [7][80/880] lr: 7.551e-02, eta: 11:08:33, time: 0.757, data_time: 0.015, memory: 6181, top1_acc: 0.3083, top5_acc: 0.5794, loss_cls: 3.0064, loss: 3.0064, grad_norm: 2.2831 2020-09-13 00:56:56,871 - mmaction - INFO - Epoch [7][100/880] lr: 7.548e-02, eta: 11:06:58, time: 0.733, data_time: 0.009, memory: 6181, top1_acc: 0.3052, top5_acc: 0.5659, loss_cls: 3.0495, loss: 3.0495, grad_norm: 2.3151 2020-09-13 00:57:11,989 - mmaction - INFO - Epoch [7][120/880] lr: 7.545e-02, eta: 11:05:26, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.2961, top5_acc: 0.5768, loss_cls: 3.0467, loss: 3.0467, grad_norm: 2.2237 2020-09-13 00:57:27,803 - mmaction - INFO - Epoch [7][140/880] lr: 7.541e-02, eta: 11:04:00, time: 0.796, data_time: 0.011, memory: 6181, top1_acc: 0.3013, top5_acc: 0.5701, loss_cls: 3.0464, loss: 3.0464, grad_norm: 2.3046 2020-09-13 00:57:42,080 - mmaction - INFO - Epoch [7][160/880] lr: 7.538e-02, eta: 11:02:25, time: 0.712, data_time: 0.007, memory: 6181, top1_acc: 0.3073, top5_acc: 0.5797, loss_cls: 2.9932, loss: 2.9932, grad_norm: 2.2359 2020-09-13 00:57:56,846 - mmaction - INFO - Epoch [7][180/880] lr: 7.535e-02, eta: 11:00:53, time: 0.739, data_time: 0.008, memory: 6181, top1_acc: 0.3099, top5_acc: 0.5831, loss_cls: 2.9992, loss: 2.9992, grad_norm: 2.3124 2020-09-13 00:58:11,643 - mmaction - INFO - Epoch [7][200/880] lr: 7.531e-02, eta: 10:59:22, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.3034, top5_acc: 0.5620, loss_cls: 3.0406, loss: 3.0406, grad_norm: 2.2612 2020-09-13 00:58:26,682 - mmaction - INFO - Epoch [7][220/880] lr: 7.528e-02, eta: 10:57:53, time: 0.754, data_time: 0.008, memory: 6181, top1_acc: 0.3148, top5_acc: 0.5841, loss_cls: 2.9787, loss: 2.9787, grad_norm: 2.3049 2020-09-13 00:58:41,841 - mmaction - INFO - Epoch [7][240/880] lr: 7.524e-02, eta: 10:56:25, time: 0.758, data_time: 0.010, memory: 6181, top1_acc: 0.3078, top5_acc: 0.5685, loss_cls: 3.0204, loss: 3.0204, grad_norm: 2.3238 2020-09-13 00:58:56,612 - mmaction - INFO - Epoch [7][260/880] lr: 7.521e-02, eta: 10:54:55, time: 0.739, data_time: 0.005, memory: 6181, top1_acc: 0.2969, top5_acc: 0.5633, loss_cls: 3.0588, loss: 3.0588, grad_norm: 2.3403 2020-09-13 00:59:11,724 - mmaction - INFO - Epoch [7][280/880] lr: 7.518e-02, eta: 10:53:28, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.3159, top5_acc: 0.5773, loss_cls: 2.9991, loss: 2.9991, grad_norm: 2.2856 2020-09-13 00:59:26,333 - mmaction - INFO - Epoch [7][300/880] lr: 7.514e-02, eta: 10:51:59, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.3029, top5_acc: 0.5622, loss_cls: 3.0474, loss: 3.0474, grad_norm: 2.2627 2020-09-13 00:59:41,454 - mmaction - INFO - Epoch [7][320/880] lr: 7.511e-02, eta: 10:50:32, time: 0.752, data_time: 0.007, memory: 6181, top1_acc: 0.3104, top5_acc: 0.5680, loss_cls: 3.0134, loss: 3.0134, grad_norm: 2.2689 2020-09-13 00:59:56,420 - mmaction - INFO - Epoch [7][340/880] lr: 7.507e-02, eta: 10:49:06, time: 0.750, data_time: 0.008, memory: 6181, top1_acc: 0.3214, top5_acc: 0.5813, loss_cls: 2.9503, loss: 2.9503, grad_norm: 2.2953 2020-09-13 01:00:19,258 - mmaction - INFO - Epoch [7][360/880] lr: 7.504e-02, eta: 10:48:21, time: 1.135, data_time: 0.010, memory: 6181, top1_acc: 0.3096, top5_acc: 0.5797, loss_cls: 3.0086, loss: 3.0086, grad_norm: 2.3661 2020-09-13 01:00:34,082 - mmaction - INFO - Epoch [7][380/880] lr: 7.501e-02, eta: 10:46:55, time: 0.749, data_time: 0.023, memory: 6181, top1_acc: 0.3180, top5_acc: 0.5810, loss_cls: 3.0150, loss: 3.0150, grad_norm: 2.2948 2020-09-13 01:00:49,000 - mmaction - INFO - Epoch [7][400/880] lr: 7.497e-02, eta: 10:45:30, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.3164, top5_acc: 0.5875, loss_cls: 2.9511, loss: 2.9511, grad_norm: 2.2483 2020-09-13 01:01:03,835 - mmaction - INFO - Epoch [7][420/880] lr: 7.494e-02, eta: 10:44:05, time: 0.741, data_time: 0.003, memory: 6181, top1_acc: 0.3112, top5_acc: 0.5768, loss_cls: 3.0004, loss: 3.0004, grad_norm: 2.3458 2020-09-13 01:01:18,993 - mmaction - INFO - Epoch [7][440/880] lr: 7.490e-02, eta: 10:42:41, time: 0.754, data_time: 0.007, memory: 6181, top1_acc: 0.3107, top5_acc: 0.5883, loss_cls: 2.9811, loss: 2.9811, grad_norm: 2.2701 2020-09-13 01:01:33,812 - mmaction - INFO - Epoch [7][460/880] lr: 7.487e-02, eta: 10:41:17, time: 0.744, data_time: 0.008, memory: 6181, top1_acc: 0.3151, top5_acc: 0.5742, loss_cls: 3.0069, loss: 3.0069, grad_norm: 2.2748 2020-09-13 01:01:49,405 - mmaction - INFO - Epoch [7][480/880] lr: 7.483e-02, eta: 10:39:57, time: 0.774, data_time: 0.009, memory: 6181, top1_acc: 0.3013, top5_acc: 0.5747, loss_cls: 3.0272, loss: 3.0272, grad_norm: 2.2603 2020-09-13 01:02:04,149 - mmaction - INFO - Epoch [7][500/880] lr: 7.480e-02, eta: 10:38:33, time: 0.742, data_time: 0.011, memory: 6181, top1_acc: 0.3128, top5_acc: 0.5646, loss_cls: 3.0206, loss: 3.0206, grad_norm: 2.2724 2020-09-13 01:02:19,967 - mmaction - INFO - Epoch [7][520/880] lr: 7.476e-02, eta: 10:37:15, time: 0.788, data_time: 0.010, memory: 6181, top1_acc: 0.3237, top5_acc: 0.5849, loss_cls: 2.9775, loss: 2.9775, grad_norm: 2.3214 2020-09-13 01:02:34,654 - mmaction - INFO - Epoch [7][540/880] lr: 7.473e-02, eta: 10:35:52, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.3107, top5_acc: 0.5768, loss_cls: 2.9846, loss: 2.9846, grad_norm: 2.2151 2020-09-13 01:02:49,833 - mmaction - INFO - Epoch [7][560/880] lr: 7.469e-02, eta: 10:34:32, time: 0.760, data_time: 0.010, memory: 6181, top1_acc: 0.3203, top5_acc: 0.5711, loss_cls: 2.9864, loss: 2.9864, grad_norm: 2.3061 2020-09-13 01:03:04,692 - mmaction - INFO - Epoch [7][580/880] lr: 7.465e-02, eta: 10:33:11, time: 0.741, data_time: 0.004, memory: 6181, top1_acc: 0.3154, top5_acc: 0.5776, loss_cls: 3.0020, loss: 3.0020, grad_norm: 2.2018 2020-09-13 01:03:19,584 - mmaction - INFO - Epoch [7][600/880] lr: 7.462e-02, eta: 10:31:49, time: 0.740, data_time: 0.011, memory: 6181, top1_acc: 0.3172, top5_acc: 0.5807, loss_cls: 2.9544, loss: 2.9544, grad_norm: 2.2708 2020-09-13 01:03:34,780 - mmaction - INFO - Epoch [7][620/880] lr: 7.458e-02, eta: 10:30:31, time: 0.760, data_time: 0.010, memory: 6181, top1_acc: 0.3146, top5_acc: 0.5862, loss_cls: 2.9517, loss: 2.9517, grad_norm: 2.3069 2020-09-13 01:03:49,772 - mmaction - INFO - Epoch [7][640/880] lr: 7.455e-02, eta: 10:29:11, time: 0.746, data_time: 0.013, memory: 6181, top1_acc: 0.3211, top5_acc: 0.5857, loss_cls: 2.9808, loss: 2.9808, grad_norm: 2.3602 2020-09-13 01:04:04,813 - mmaction - INFO - Epoch [7][660/880] lr: 7.451e-02, eta: 10:27:53, time: 0.758, data_time: 0.016, memory: 6181, top1_acc: 0.3219, top5_acc: 0.5867, loss_cls: 2.9560, loss: 2.9560, grad_norm: 2.2667 2020-09-13 01:04:19,799 - mmaction - INFO - Epoch [7][680/880] lr: 7.448e-02, eta: 10:26:34, time: 0.752, data_time: 0.012, memory: 6181, top1_acc: 0.2951, top5_acc: 0.5698, loss_cls: 3.0151, loss: 3.0151, grad_norm: 2.3553 2020-09-13 01:04:35,209 - mmaction - INFO - Epoch [7][700/880] lr: 7.444e-02, eta: 10:25:18, time: 0.770, data_time: 0.005, memory: 6181, top1_acc: 0.3273, top5_acc: 0.5896, loss_cls: 2.9547, loss: 2.9547, grad_norm: 2.2382 2020-09-13 01:04:50,116 - mmaction - INFO - Epoch [7][720/880] lr: 7.440e-02, eta: 10:24:00, time: 0.741, data_time: 0.008, memory: 6181, top1_acc: 0.3172, top5_acc: 0.5747, loss_cls: 3.0001, loss: 3.0001, grad_norm: 2.2987 2020-09-13 01:05:05,495 - mmaction - INFO - Epoch [7][740/880] lr: 7.437e-02, eta: 10:22:45, time: 0.774, data_time: 0.009, memory: 6181, top1_acc: 0.3091, top5_acc: 0.5813, loss_cls: 2.9862, loss: 2.9862, grad_norm: 2.2334 2020-09-13 01:05:20,823 - mmaction - INFO - Epoch [7][760/880] lr: 7.433e-02, eta: 10:21:29, time: 0.764, data_time: 0.003, memory: 6181, top1_acc: 0.3182, top5_acc: 0.5672, loss_cls: 2.9943, loss: 2.9943, grad_norm: 2.2505 2020-09-13 01:05:35,900 - mmaction - INFO - Epoch [7][780/880] lr: 7.429e-02, eta: 10:20:13, time: 0.754, data_time: 0.010, memory: 6181, top1_acc: 0.3039, top5_acc: 0.5745, loss_cls: 3.0163, loss: 3.0163, grad_norm: 2.3075 2020-09-13 01:05:51,297 - mmaction - INFO - Epoch [7][800/880] lr: 7.426e-02, eta: 10:18:59, time: 0.771, data_time: 0.006, memory: 6181, top1_acc: 0.3151, top5_acc: 0.5820, loss_cls: 2.9694, loss: 2.9694, grad_norm: 2.2851 2020-09-13 01:06:05,572 - mmaction - INFO - Epoch [7][820/880] lr: 7.422e-02, eta: 10:17:40, time: 0.707, data_time: 0.007, memory: 6181, top1_acc: 0.3182, top5_acc: 0.5919, loss_cls: 2.9520, loss: 2.9520, grad_norm: 2.3669 2020-09-13 01:06:20,806 - mmaction - INFO - Epoch [7][840/880] lr: 7.418e-02, eta: 10:16:26, time: 0.769, data_time: 0.011, memory: 6181, top1_acc: 0.3135, top5_acc: 0.5812, loss_cls: 2.9653, loss: 2.9653, grad_norm: 2.2548 2020-09-13 01:06:35,900 - mmaction - INFO - Epoch [7][860/880] lr: 7.414e-02, eta: 10:15:11, time: 0.750, data_time: 0.008, memory: 6181, top1_acc: 0.3052, top5_acc: 0.5667, loss_cls: 3.0446, loss: 3.0446, grad_norm: 2.2106 2020-09-13 01:06:49,640 - mmaction - INFO - Epoch [7][880/880] lr: 7.411e-02, eta: 10:13:52, time: 0.693, data_time: 0.009, memory: 6181, top1_acc: 0.3143, top5_acc: 0.5804, loss_cls: 2.9844, loss: 2.9844, grad_norm: 2.3503 2020-09-13 01:07:03,861 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-09-13 01:14:49,787 - mmaction - INFO - Epoch [8][20/880] lr: 7.407e-02, eta: 10:47:48, time: 23.222, data_time: 22.394, memory: 6181, top1_acc: 0.3286, top5_acc: 0.5964, loss_cls: 2.9208, loss: 2.9208, grad_norm: 2.3041 2020-09-13 01:15:04,320 - mmaction - INFO - Epoch [8][40/880] lr: 7.403e-02, eta: 10:46:24, time: 0.729, data_time: 0.014, memory: 6181, top1_acc: 0.3052, top5_acc: 0.5750, loss_cls: 2.9832, loss: 2.9832, grad_norm: 2.2986 2020-09-13 01:15:19,207 - mmaction - INFO - Epoch [8][60/880] lr: 7.400e-02, eta: 10:45:02, time: 0.746, data_time: 0.006, memory: 6181, top1_acc: 0.3107, top5_acc: 0.5742, loss_cls: 2.9832, loss: 2.9832, grad_norm: 2.3886 2020-09-13 01:15:34,151 - mmaction - INFO - Epoch [8][80/880] lr: 7.396e-02, eta: 10:43:40, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.3195, top5_acc: 0.5815, loss_cls: 2.9535, loss: 2.9535, grad_norm: 2.3206 2020-09-13 01:15:49,143 - mmaction - INFO - Epoch [8][100/880] lr: 7.392e-02, eta: 10:42:20, time: 0.755, data_time: 0.012, memory: 6181, top1_acc: 0.3193, top5_acc: 0.5859, loss_cls: 2.9579, loss: 2.9579, grad_norm: 2.3135 2020-09-13 01:16:04,190 - mmaction - INFO - Epoch [8][120/880] lr: 7.388e-02, eta: 10:41:00, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.3331, top5_acc: 0.5956, loss_cls: 2.9325, loss: 2.9325, grad_norm: 2.3607 2020-09-13 01:16:19,020 - mmaction - INFO - Epoch [8][140/880] lr: 7.384e-02, eta: 10:39:39, time: 0.740, data_time: 0.005, memory: 6181, top1_acc: 0.3206, top5_acc: 0.5833, loss_cls: 2.9928, loss: 2.9928, grad_norm: 2.3046 2020-09-13 01:16:33,746 - mmaction - INFO - Epoch [8][160/880] lr: 7.381e-02, eta: 10:38:19, time: 0.738, data_time: 0.011, memory: 6181, top1_acc: 0.3169, top5_acc: 0.5862, loss_cls: 2.9539, loss: 2.9539, grad_norm: 2.3459 2020-09-13 01:16:48,895 - mmaction - INFO - Epoch [8][180/880] lr: 7.377e-02, eta: 10:37:01, time: 0.758, data_time: 0.005, memory: 6181, top1_acc: 0.3187, top5_acc: 0.5880, loss_cls: 2.9489, loss: 2.9489, grad_norm: 2.3580 2020-09-13 01:17:03,571 - mmaction - INFO - Epoch [8][200/880] lr: 7.373e-02, eta: 10:35:40, time: 0.731, data_time: 0.009, memory: 6181, top1_acc: 0.3214, top5_acc: 0.5943, loss_cls: 2.9424, loss: 2.9424, grad_norm: 2.3201 2020-09-13 01:17:18,133 - mmaction - INFO - Epoch [8][220/880] lr: 7.369e-02, eta: 10:34:20, time: 0.731, data_time: 0.008, memory: 6181, top1_acc: 0.3229, top5_acc: 0.5841, loss_cls: 2.9657, loss: 2.9657, grad_norm: 2.3659 2020-09-13 01:17:33,366 - mmaction - INFO - Epoch [8][240/880] lr: 7.365e-02, eta: 10:33:04, time: 0.762, data_time: 0.005, memory: 6181, top1_acc: 0.3159, top5_acc: 0.5872, loss_cls: 2.9711, loss: 2.9711, grad_norm: 2.2816 2020-09-13 01:17:48,302 - mmaction - INFO - Epoch [8][260/880] lr: 7.361e-02, eta: 10:31:46, time: 0.749, data_time: 0.009, memory: 6181, top1_acc: 0.3198, top5_acc: 0.5854, loss_cls: 2.9598, loss: 2.9598, grad_norm: 2.3266 2020-09-13 01:18:04,112 - mmaction - INFO - Epoch [8][280/880] lr: 7.357e-02, eta: 10:30:33, time: 0.790, data_time: 0.004, memory: 6181, top1_acc: 0.3206, top5_acc: 0.5906, loss_cls: 2.9685, loss: 2.9685, grad_norm: 2.3184 2020-09-13 01:18:18,721 - mmaction - INFO - Epoch [8][300/880] lr: 7.354e-02, eta: 10:29:14, time: 0.727, data_time: 0.008, memory: 6181, top1_acc: 0.3091, top5_acc: 0.5815, loss_cls: 2.9817, loss: 2.9817, grad_norm: 2.2782 2020-09-13 01:18:33,507 - mmaction - INFO - Epoch [8][320/880] lr: 7.350e-02, eta: 10:27:57, time: 0.741, data_time: 0.008, memory: 6181, top1_acc: 0.3208, top5_acc: 0.5927, loss_cls: 2.9587, loss: 2.9587, grad_norm: 2.3636 2020-09-13 01:18:48,578 - mmaction - INFO - Epoch [8][340/880] lr: 7.346e-02, eta: 10:26:42, time: 0.756, data_time: 0.010, memory: 6181, top1_acc: 0.3177, top5_acc: 0.5867, loss_cls: 2.9800, loss: 2.9800, grad_norm: 2.3723 2020-09-13 01:19:04,119 - mmaction - INFO - Epoch [8][360/880] lr: 7.342e-02, eta: 10:25:29, time: 0.777, data_time: 0.003, memory: 6181, top1_acc: 0.3185, top5_acc: 0.5828, loss_cls: 2.9574, loss: 2.9574, grad_norm: 2.2977 2020-09-13 01:19:19,426 - mmaction - INFO - Epoch [8][380/880] lr: 7.338e-02, eta: 10:24:14, time: 0.758, data_time: 0.009, memory: 6181, top1_acc: 0.3367, top5_acc: 0.6055, loss_cls: 2.8714, loss: 2.8714, grad_norm: 2.3339 2020-09-13 01:19:34,434 - mmaction - INFO - Epoch [8][400/880] lr: 7.334e-02, eta: 10:23:00, time: 0.756, data_time: 0.010, memory: 6181, top1_acc: 0.3221, top5_acc: 0.5901, loss_cls: 2.9249, loss: 2.9249, grad_norm: 2.2828 2020-09-13 01:19:49,482 - mmaction - INFO - Epoch [8][420/880] lr: 7.330e-02, eta: 10:21:45, time: 0.749, data_time: 0.009, memory: 6181, top1_acc: 0.3294, top5_acc: 0.5945, loss_cls: 2.9308, loss: 2.9308, grad_norm: 2.3879 2020-09-13 01:20:06,217 - mmaction - INFO - Epoch [8][440/880] lr: 7.326e-02, eta: 10:20:39, time: 0.840, data_time: 0.009, memory: 6181, top1_acc: 0.3260, top5_acc: 0.5898, loss_cls: 2.9518, loss: 2.9518, grad_norm: 2.3440 2020-09-13 01:20:20,122 - mmaction - INFO - Epoch [8][460/880] lr: 7.322e-02, eta: 10:19:21, time: 0.696, data_time: 0.004, memory: 6181, top1_acc: 0.3148, top5_acc: 0.5820, loss_cls: 2.9949, loss: 2.9949, grad_norm: 2.3064 2020-09-13 01:20:35,438 - mmaction - INFO - Epoch [8][480/880] lr: 7.318e-02, eta: 10:18:08, time: 0.761, data_time: 0.007, memory: 6181, top1_acc: 0.3089, top5_acc: 0.5815, loss_cls: 2.9792, loss: 2.9792, grad_norm: 2.3810 2020-09-13 01:20:50,140 - mmaction - INFO - Epoch [8][500/880] lr: 7.314e-02, eta: 10:16:55, time: 0.739, data_time: 0.009, memory: 6181, top1_acc: 0.3122, top5_acc: 0.5760, loss_cls: 2.9948, loss: 2.9948, grad_norm: 2.3420 2020-09-13 01:21:05,665 - mmaction - INFO - Epoch [8][520/880] lr: 7.310e-02, eta: 10:15:44, time: 0.776, data_time: 0.009, memory: 6181, top1_acc: 0.3250, top5_acc: 0.5927, loss_cls: 2.9037, loss: 2.9037, grad_norm: 2.3094 2020-09-13 01:21:21,145 - mmaction - INFO - Epoch [8][540/880] lr: 7.306e-02, eta: 10:14:34, time: 0.773, data_time: 0.004, memory: 6181, top1_acc: 0.3086, top5_acc: 0.5682, loss_cls: 2.9958, loss: 2.9958, grad_norm: 2.3845 2020-09-13 01:21:35,628 - mmaction - INFO - Epoch [8][560/880] lr: 7.302e-02, eta: 10:13:20, time: 0.726, data_time: 0.009, memory: 6181, top1_acc: 0.3128, top5_acc: 0.5732, loss_cls: 2.9888, loss: 2.9888, grad_norm: 2.2926 2020-09-13 01:21:50,293 - mmaction - INFO - Epoch [8][580/880] lr: 7.298e-02, eta: 10:12:07, time: 0.734, data_time: 0.004, memory: 6181, top1_acc: 0.3237, top5_acc: 0.5953, loss_cls: 2.9062, loss: 2.9062, grad_norm: 2.3278 2020-09-13 01:22:06,086 - mmaction - INFO - Epoch [8][600/880] lr: 7.294e-02, eta: 10:10:59, time: 0.785, data_time: 0.008, memory: 6181, top1_acc: 0.3240, top5_acc: 0.6034, loss_cls: 2.9065, loss: 2.9065, grad_norm: 2.3021 2020-09-13 01:22:21,142 - mmaction - INFO - Epoch [8][620/880] lr: 7.290e-02, eta: 10:09:48, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.3216, top5_acc: 0.5927, loss_cls: 2.9037, loss: 2.9037, grad_norm: 2.3238 2020-09-13 01:22:36,903 - mmaction - INFO - Epoch [8][640/880] lr: 7.286e-02, eta: 10:08:40, time: 0.783, data_time: 0.008, memory: 6181, top1_acc: 0.3359, top5_acc: 0.5961, loss_cls: 2.9227, loss: 2.9227, grad_norm: 2.3128 2020-09-13 01:22:51,184 - mmaction - INFO - Epoch [8][660/880] lr: 7.282e-02, eta: 10:07:27, time: 0.718, data_time: 0.009, memory: 6181, top1_acc: 0.3174, top5_acc: 0.5742, loss_cls: 2.9693, loss: 2.9693, grad_norm: 2.3568 2020-09-13 01:23:06,355 - mmaction - INFO - Epoch [8][680/880] lr: 7.278e-02, eta: 10:06:18, time: 0.760, data_time: 0.009, memory: 6181, top1_acc: 0.3133, top5_acc: 0.5792, loss_cls: 2.9704, loss: 2.9704, grad_norm: 2.3035 2020-09-13 01:23:21,322 - mmaction - INFO - Epoch [8][700/880] lr: 7.274e-02, eta: 10:05:08, time: 0.750, data_time: 0.005, memory: 6181, top1_acc: 0.3440, top5_acc: 0.5987, loss_cls: 2.8515, loss: 2.8515, grad_norm: 2.3820 2020-09-13 01:23:36,637 - mmaction - INFO - Epoch [8][720/880] lr: 7.270e-02, eta: 10:04:00, time: 0.766, data_time: 0.008, memory: 6181, top1_acc: 0.3323, top5_acc: 0.5990, loss_cls: 2.9158, loss: 2.9158, grad_norm: 2.3920 2020-09-13 01:23:51,524 - mmaction - INFO - Epoch [8][740/880] lr: 7.265e-02, eta: 10:02:51, time: 0.744, data_time: 0.003, memory: 6181, top1_acc: 0.3297, top5_acc: 0.6010, loss_cls: 2.9207, loss: 2.9207, grad_norm: 2.4137 2020-09-13 01:24:06,194 - mmaction - INFO - Epoch [8][760/880] lr: 7.261e-02, eta: 10:01:40, time: 0.729, data_time: 0.006, memory: 6181, top1_acc: 0.3203, top5_acc: 0.5802, loss_cls: 2.9857, loss: 2.9857, grad_norm: 2.2618 2020-09-13 01:24:21,501 - mmaction - INFO - Epoch [8][780/880] lr: 7.257e-02, eta: 10:00:33, time: 0.768, data_time: 0.008, memory: 6181, top1_acc: 0.3286, top5_acc: 0.5927, loss_cls: 2.9169, loss: 2.9169, grad_norm: 2.4080 2020-09-13 01:24:36,651 - mmaction - INFO - Epoch [8][800/880] lr: 7.253e-02, eta: 9:59:26, time: 0.759, data_time: 0.010, memory: 6181, top1_acc: 0.3323, top5_acc: 0.6073, loss_cls: 2.8859, loss: 2.8859, grad_norm: 2.4054 2020-09-13 01:24:51,621 - mmaction - INFO - Epoch [8][820/880] lr: 7.249e-02, eta: 9:58:18, time: 0.748, data_time: 0.004, memory: 6181, top1_acc: 0.3201, top5_acc: 0.5828, loss_cls: 2.9586, loss: 2.9586, grad_norm: 2.2931 2020-09-13 01:25:06,763 - mmaction - INFO - Epoch [8][840/880] lr: 7.245e-02, eta: 9:57:11, time: 0.758, data_time: 0.010, memory: 6181, top1_acc: 0.3305, top5_acc: 0.5974, loss_cls: 2.8955, loss: 2.8955, grad_norm: 2.3314 2020-09-13 01:25:21,252 - mmaction - INFO - Epoch [8][860/880] lr: 7.240e-02, eta: 9:56:02, time: 0.725, data_time: 0.004, memory: 6181, top1_acc: 0.3357, top5_acc: 0.5990, loss_cls: 2.8891, loss: 2.8891, grad_norm: 2.3060 2020-09-13 01:25:35,588 - mmaction - INFO - Epoch [8][880/880] lr: 7.236e-02, eta: 9:54:52, time: 0.716, data_time: 0.009, memory: 6181, top1_acc: 0.3209, top5_acc: 0.5806, loss_cls: 2.9420, loss: 2.9420, grad_norm: 2.2672 2020-09-13 01:25:44,154 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-09-13 01:33:35,059 - mmaction - INFO - Epoch [9][20/880] lr: 7.232e-02, eta: 10:23:59, time: 23.501, data_time: 22.626, memory: 6181, top1_acc: 0.3383, top5_acc: 0.6115, loss_cls: 2.8313, loss: 2.8313, grad_norm: 2.3935 2020-09-13 01:33:49,614 - mmaction - INFO - Epoch [9][40/880] lr: 7.228e-02, eta: 10:22:45, time: 0.733, data_time: 0.017, memory: 6181, top1_acc: 0.3289, top5_acc: 0.5932, loss_cls: 2.9046, loss: 2.9046, grad_norm: 2.3916 2020-09-13 01:34:05,086 - mmaction - INFO - Epoch [9][60/880] lr: 7.224e-02, eta: 10:21:35, time: 0.774, data_time: 0.006, memory: 6181, top1_acc: 0.3255, top5_acc: 0.5906, loss_cls: 2.9276, loss: 2.9276, grad_norm: 2.3628 2020-09-13 01:34:19,580 - mmaction - INFO - Epoch [9][80/880] lr: 7.219e-02, eta: 10:20:20, time: 0.718, data_time: 0.008, memory: 6181, top1_acc: 0.3313, top5_acc: 0.5956, loss_cls: 2.8966, loss: 2.8966, grad_norm: 2.3588 2020-09-13 01:34:34,481 - mmaction - INFO - Epoch [9][100/880] lr: 7.215e-02, eta: 10:19:08, time: 0.751, data_time: 0.011, memory: 6181, top1_acc: 0.3346, top5_acc: 0.5964, loss_cls: 2.8833, loss: 2.8833, grad_norm: 2.3823 2020-09-13 01:34:49,559 - mmaction - INFO - Epoch [9][120/880] lr: 7.211e-02, eta: 10:17:57, time: 0.749, data_time: 0.010, memory: 6181, top1_acc: 0.3289, top5_acc: 0.5940, loss_cls: 2.8934, loss: 2.8934, grad_norm: 2.3847 2020-09-13 01:35:04,146 - mmaction - INFO - Epoch [9][140/880] lr: 7.207e-02, eta: 10:16:44, time: 0.734, data_time: 0.011, memory: 6181, top1_acc: 0.3354, top5_acc: 0.5885, loss_cls: 2.9194, loss: 2.9194, grad_norm: 2.3992 2020-09-13 01:35:18,890 - mmaction - INFO - Epoch [9][160/880] lr: 7.202e-02, eta: 10:15:33, time: 0.739, data_time: 0.005, memory: 6181, top1_acc: 0.3323, top5_acc: 0.6062, loss_cls: 2.8855, loss: 2.8855, grad_norm: 2.3749 2020-09-13 01:35:34,302 - mmaction - INFO - Epoch [9][180/880] lr: 7.198e-02, eta: 10:14:24, time: 0.771, data_time: 0.010, memory: 6181, top1_acc: 0.3117, top5_acc: 0.5823, loss_cls: 2.9693, loss: 2.9693, grad_norm: 2.4441 2020-09-13 01:35:49,278 - mmaction - INFO - Epoch [9][200/880] lr: 7.194e-02, eta: 10:13:13, time: 0.745, data_time: 0.007, memory: 6181, top1_acc: 0.3318, top5_acc: 0.5906, loss_cls: 2.9270, loss: 2.9270, grad_norm: 2.3824 2020-09-13 01:36:03,921 - mmaction - INFO - Epoch [9][220/880] lr: 7.189e-02, eta: 10:12:02, time: 0.733, data_time: 0.008, memory: 6181, top1_acc: 0.3276, top5_acc: 0.5885, loss_cls: 2.9407, loss: 2.9407, grad_norm: 2.3589 2020-09-13 01:36:18,844 - mmaction - INFO - Epoch [9][240/880] lr: 7.185e-02, eta: 10:10:52, time: 0.742, data_time: 0.011, memory: 6181, top1_acc: 0.3107, top5_acc: 0.5792, loss_cls: 2.9965, loss: 2.9965, grad_norm: 2.3612 2020-09-13 01:36:33,475 - mmaction - INFO - Epoch [9][260/880] lr: 7.181e-02, eta: 10:09:42, time: 0.735, data_time: 0.009, memory: 6181, top1_acc: 0.3339, top5_acc: 0.6122, loss_cls: 2.8599, loss: 2.8599, grad_norm: 2.3354 2020-09-13 01:36:48,737 - mmaction - INFO - Epoch [9][280/880] lr: 7.177e-02, eta: 10:08:33, time: 0.760, data_time: 0.011, memory: 6181, top1_acc: 0.3503, top5_acc: 0.6070, loss_cls: 2.8503, loss: 2.8503, grad_norm: 2.3845 2020-09-13 01:37:03,761 - mmaction - INFO - Epoch [9][300/880] lr: 7.172e-02, eta: 10:07:25, time: 0.758, data_time: 0.010, memory: 6181, top1_acc: 0.3250, top5_acc: 0.6089, loss_cls: 2.8861, loss: 2.8861, grad_norm: 2.4331 2020-09-13 01:37:19,302 - mmaction - INFO - Epoch [9][320/880] lr: 7.168e-02, eta: 10:06:19, time: 0.773, data_time: 0.007, memory: 6181, top1_acc: 0.3310, top5_acc: 0.6010, loss_cls: 2.9095, loss: 2.9095, grad_norm: 2.3918 2020-09-13 01:37:33,796 - mmaction - INFO - Epoch [9][340/880] lr: 7.163e-02, eta: 10:05:09, time: 0.727, data_time: 0.009, memory: 6181, top1_acc: 0.3234, top5_acc: 0.5893, loss_cls: 2.9192, loss: 2.9192, grad_norm: 2.3788 2020-09-13 01:37:48,972 - mmaction - INFO - Epoch [9][360/880] lr: 7.159e-02, eta: 10:04:02, time: 0.760, data_time: 0.009, memory: 6181, top1_acc: 0.3253, top5_acc: 0.5906, loss_cls: 2.9516, loss: 2.9516, grad_norm: 2.3378 2020-09-13 01:38:03,790 - mmaction - INFO - Epoch [9][380/880] lr: 7.155e-02, eta: 10:02:53, time: 0.739, data_time: 0.004, memory: 6181, top1_acc: 0.3477, top5_acc: 0.6125, loss_cls: 2.8366, loss: 2.8366, grad_norm: 2.3736 2020-09-13 01:38:19,176 - mmaction - INFO - Epoch [9][400/880] lr: 7.150e-02, eta: 10:01:48, time: 0.771, data_time: 0.011, memory: 6181, top1_acc: 0.3378, top5_acc: 0.6115, loss_cls: 2.8674, loss: 2.8674, grad_norm: 2.3672 2020-09-13 01:38:34,339 - mmaction - INFO - Epoch [9][420/880] lr: 7.146e-02, eta: 10:00:41, time: 0.757, data_time: 0.004, memory: 6181, top1_acc: 0.3339, top5_acc: 0.5982, loss_cls: 2.8864, loss: 2.8864, grad_norm: 2.3701 2020-09-13 01:38:48,906 - mmaction - INFO - Epoch [9][440/880] lr: 7.141e-02, eta: 9:59:32, time: 0.720, data_time: 0.008, memory: 6181, top1_acc: 0.3219, top5_acc: 0.5911, loss_cls: 2.9238, loss: 2.9238, grad_norm: 2.4490 2020-09-13 01:39:03,724 - mmaction - INFO - Epoch [9][460/880] lr: 7.137e-02, eta: 9:58:26, time: 0.749, data_time: 0.014, memory: 6181, top1_acc: 0.3326, top5_acc: 0.6102, loss_cls: 2.8779, loss: 2.8779, grad_norm: 2.4192 2020-09-13 01:39:18,767 - mmaction - INFO - Epoch [9][480/880] lr: 7.133e-02, eta: 9:57:20, time: 0.748, data_time: 0.055, memory: 6181, top1_acc: 0.3112, top5_acc: 0.5792, loss_cls: 2.9883, loss: 2.9883, grad_norm: 2.2968 2020-09-13 01:39:34,389 - mmaction - INFO - Epoch [9][500/880] lr: 7.128e-02, eta: 9:56:16, time: 0.786, data_time: 0.011, memory: 6181, top1_acc: 0.3419, top5_acc: 0.6086, loss_cls: 2.8417, loss: 2.8417, grad_norm: 2.3855 2020-09-13 01:39:49,073 - mmaction - INFO - Epoch [9][520/880] lr: 7.124e-02, eta: 9:55:09, time: 0.729, data_time: 0.009, memory: 6181, top1_acc: 0.3313, top5_acc: 0.5995, loss_cls: 2.9216, loss: 2.9216, grad_norm: 2.3638 2020-09-13 01:40:04,325 - mmaction - INFO - Epoch [9][540/880] lr: 7.119e-02, eta: 9:54:05, time: 0.769, data_time: 0.010, memory: 6181, top1_acc: 0.3273, top5_acc: 0.5969, loss_cls: 2.9265, loss: 2.9265, grad_norm: 2.3304 2020-09-13 01:40:18,955 - mmaction - INFO - Epoch [9][560/880] lr: 7.115e-02, eta: 9:52:59, time: 0.730, data_time: 0.002, memory: 6181, top1_acc: 0.3214, top5_acc: 0.5966, loss_cls: 2.9067, loss: 2.9067, grad_norm: 2.4114 2020-09-13 01:40:34,234 - mmaction - INFO - Epoch [9][580/880] lr: 7.110e-02, eta: 9:51:55, time: 0.765, data_time: 0.009, memory: 6181, top1_acc: 0.3362, top5_acc: 0.5852, loss_cls: 2.8796, loss: 2.8796, grad_norm: 2.3290 2020-09-13 01:40:49,442 - mmaction - INFO - Epoch [9][600/880] lr: 7.106e-02, eta: 9:50:51, time: 0.759, data_time: 0.003, memory: 6181, top1_acc: 0.3271, top5_acc: 0.5977, loss_cls: 2.9180, loss: 2.9180, grad_norm: 2.3943 2020-09-13 01:41:04,105 - mmaction - INFO - Epoch [9][620/880] lr: 7.101e-02, eta: 9:49:46, time: 0.732, data_time: 0.009, memory: 6181, top1_acc: 0.3385, top5_acc: 0.6047, loss_cls: 2.8636, loss: 2.8636, grad_norm: 2.3075 2020-09-13 01:41:18,969 - mmaction - INFO - Epoch [9][640/880] lr: 7.097e-02, eta: 9:48:41, time: 0.744, data_time: 0.005, memory: 6181, top1_acc: 0.3385, top5_acc: 0.6185, loss_cls: 2.8258, loss: 2.8258, grad_norm: 2.4453 2020-09-13 01:41:34,105 - mmaction - INFO - Epoch [9][660/880] lr: 7.092e-02, eta: 9:47:38, time: 0.754, data_time: 0.008, memory: 6181, top1_acc: 0.3372, top5_acc: 0.5901, loss_cls: 2.9121, loss: 2.9121, grad_norm: 2.4098 2020-09-13 01:41:48,817 - mmaction - INFO - Epoch [9][680/880] lr: 7.088e-02, eta: 9:46:33, time: 0.737, data_time: 0.008, memory: 6181, top1_acc: 0.3313, top5_acc: 0.5898, loss_cls: 2.9170, loss: 2.9170, grad_norm: 2.2994 2020-09-13 01:42:03,771 - mmaction - INFO - Epoch [9][700/880] lr: 7.083e-02, eta: 9:45:30, time: 0.745, data_time: 0.010, memory: 6181, top1_acc: 0.3276, top5_acc: 0.5922, loss_cls: 2.9183, loss: 2.9183, grad_norm: 2.3842 2020-09-13 01:42:18,306 - mmaction - INFO - Epoch [9][720/880] lr: 7.079e-02, eta: 9:44:25, time: 0.730, data_time: 0.009, memory: 6181, top1_acc: 0.3260, top5_acc: 0.6021, loss_cls: 2.8825, loss: 2.8825, grad_norm: 2.4258 2020-09-13 01:42:33,566 - mmaction - INFO - Epoch [9][740/880] lr: 7.074e-02, eta: 9:43:23, time: 0.761, data_time: 0.009, memory: 6181, top1_acc: 0.3208, top5_acc: 0.5906, loss_cls: 2.9351, loss: 2.9351, grad_norm: 2.5033 2020-09-13 01:42:48,510 - mmaction - INFO - Epoch [9][760/880] lr: 7.070e-02, eta: 9:42:21, time: 0.748, data_time: 0.008, memory: 6181, top1_acc: 0.3359, top5_acc: 0.5997, loss_cls: 2.8665, loss: 2.8665, grad_norm: 2.3383 2020-09-13 01:43:03,359 - mmaction - INFO - Epoch [9][780/880] lr: 7.065e-02, eta: 9:41:17, time: 0.739, data_time: 0.010, memory: 6181, top1_acc: 0.3424, top5_acc: 0.6031, loss_cls: 2.8691, loss: 2.8691, grad_norm: 2.3739 2020-09-13 01:43:18,643 - mmaction - INFO - Epoch [9][800/880] lr: 7.060e-02, eta: 9:40:17, time: 0.767, data_time: 0.009, memory: 6181, top1_acc: 0.3227, top5_acc: 0.5807, loss_cls: 2.9480, loss: 2.9480, grad_norm: 2.4001 2020-09-13 01:43:33,631 - mmaction - INFO - Epoch [9][820/880] lr: 7.056e-02, eta: 9:39:15, time: 0.751, data_time: 0.011, memory: 6181, top1_acc: 0.3451, top5_acc: 0.6049, loss_cls: 2.8876, loss: 2.8876, grad_norm: 2.3822 2020-09-13 01:43:48,497 - mmaction - INFO - Epoch [9][840/880] lr: 7.051e-02, eta: 9:38:13, time: 0.739, data_time: 0.005, memory: 6181, top1_acc: 0.3349, top5_acc: 0.6081, loss_cls: 2.8452, loss: 2.8452, grad_norm: 2.3283 2020-09-13 01:44:03,976 - mmaction - INFO - Epoch [9][860/880] lr: 7.046e-02, eta: 9:37:13, time: 0.773, data_time: 0.013, memory: 6181, top1_acc: 0.3263, top5_acc: 0.5964, loss_cls: 2.9177, loss: 2.9177, grad_norm: 2.3021 2020-09-13 01:44:17,672 - mmaction - INFO - Epoch [9][880/880] lr: 7.042e-02, eta: 9:36:08, time: 0.692, data_time: 0.010, memory: 6181, top1_acc: 0.3424, top5_acc: 0.6050, loss_cls: 2.8448, loss: 2.8448, grad_norm: 2.4220 2020-09-13 01:44:30,247 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-09-13 01:52:26,447 - mmaction - INFO - Epoch [10][20/880] lr: 7.037e-02, eta: 10:01:25, time: 23.727, data_time: 22.843, memory: 6181, top1_acc: 0.3414, top5_acc: 0.6008, loss_cls: 2.8604, loss: 2.8604, grad_norm: 2.3496 2020-09-13 01:52:41,146 - mmaction - INFO - Epoch [10][40/880] lr: 7.033e-02, eta: 10:00:18, time: 0.735, data_time: 0.012, memory: 6181, top1_acc: 0.3492, top5_acc: 0.6240, loss_cls: 2.8002, loss: 2.8002, grad_norm: 2.4030 2020-09-13 01:52:55,994 - mmaction - INFO - Epoch [10][60/880] lr: 7.028e-02, eta: 9:59:12, time: 0.745, data_time: 0.005, memory: 6181, top1_acc: 0.3505, top5_acc: 0.6253, loss_cls: 2.7767, loss: 2.7767, grad_norm: 2.4146 2020-09-13 01:53:10,672 - mmaction - INFO - Epoch [10][80/880] lr: 7.023e-02, eta: 9:58:05, time: 0.731, data_time: 0.004, memory: 6181, top1_acc: 0.3365, top5_acc: 0.6102, loss_cls: 2.8401, loss: 2.8401, grad_norm: 2.4868 2020-09-13 01:53:25,703 - mmaction - INFO - Epoch [10][100/880] lr: 7.019e-02, eta: 9:57:00, time: 0.749, data_time: 0.012, memory: 6181, top1_acc: 0.3432, top5_acc: 0.6089, loss_cls: 2.8567, loss: 2.8567, grad_norm: 2.3012 2020-09-13 01:53:40,488 - mmaction - INFO - Epoch [10][120/880] lr: 7.014e-02, eta: 9:55:55, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.3383, top5_acc: 0.6031, loss_cls: 2.8734, loss: 2.8734, grad_norm: 2.3495 2020-09-13 01:53:55,355 - mmaction - INFO - Epoch [10][140/880] lr: 7.009e-02, eta: 9:54:50, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.3362, top5_acc: 0.5948, loss_cls: 2.8909, loss: 2.8909, grad_norm: 2.4007 2020-09-13 01:54:10,357 - mmaction - INFO - Epoch [10][160/880] lr: 7.004e-02, eta: 9:53:46, time: 0.757, data_time: 0.011, memory: 6181, top1_acc: 0.3440, top5_acc: 0.6117, loss_cls: 2.8156, loss: 2.8156, grad_norm: 2.4531 2020-09-13 01:54:25,816 - mmaction - INFO - Epoch [10][180/880] lr: 7.000e-02, eta: 9:52:43, time: 0.769, data_time: 0.008, memory: 6181, top1_acc: 0.3391, top5_acc: 0.6138, loss_cls: 2.8482, loss: 2.8482, grad_norm: 2.4404 2020-09-13 01:54:40,422 - mmaction - INFO - Epoch [10][200/880] lr: 6.995e-02, eta: 9:51:39, time: 0.734, data_time: 0.008, memory: 6181, top1_acc: 0.3365, top5_acc: 0.5992, loss_cls: 2.8899, loss: 2.8899, grad_norm: 2.4414 2020-09-13 01:54:55,603 - mmaction - INFO - Epoch [10][220/880] lr: 6.990e-02, eta: 9:50:35, time: 0.751, data_time: 0.008, memory: 6181, top1_acc: 0.3474, top5_acc: 0.6130, loss_cls: 2.8358, loss: 2.8358, grad_norm: 2.4793 2020-09-13 01:55:10,892 - mmaction - INFO - Epoch [10][240/880] lr: 6.986e-02, eta: 9:49:33, time: 0.771, data_time: 0.011, memory: 6181, top1_acc: 0.3310, top5_acc: 0.6062, loss_cls: 2.9094, loss: 2.9094, grad_norm: 2.4198 2020-09-13 01:55:25,721 - mmaction - INFO - Epoch [10][260/880] lr: 6.981e-02, eta: 9:48:30, time: 0.740, data_time: 0.009, memory: 6181, top1_acc: 0.3375, top5_acc: 0.6143, loss_cls: 2.8462, loss: 2.8462, grad_norm: 2.4073 2020-09-13 01:55:40,787 - mmaction - INFO - Epoch [10][280/880] lr: 6.976e-02, eta: 9:47:27, time: 0.754, data_time: 0.010, memory: 6181, top1_acc: 0.3417, top5_acc: 0.6089, loss_cls: 2.8706, loss: 2.8706, grad_norm: 2.4072 2020-09-13 01:55:55,692 - mmaction - INFO - Epoch [10][300/880] lr: 6.971e-02, eta: 9:46:24, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.3365, top5_acc: 0.6120, loss_cls: 2.8081, loss: 2.8081, grad_norm: 2.4438 2020-09-13 01:56:10,184 - mmaction - INFO - Epoch [10][320/880] lr: 6.966e-02, eta: 9:45:20, time: 0.728, data_time: 0.009, memory: 6181, top1_acc: 0.3448, top5_acc: 0.6154, loss_cls: 2.8119, loss: 2.8119, grad_norm: 2.4171 2020-09-13 01:56:25,860 - mmaction - INFO - Epoch [10][340/880] lr: 6.962e-02, eta: 9:44:20, time: 0.780, data_time: 0.010, memory: 6181, top1_acc: 0.3492, top5_acc: 0.6073, loss_cls: 2.8353, loss: 2.8353, grad_norm: 2.4674 2020-09-13 01:56:40,278 - mmaction - INFO - Epoch [10][360/880] lr: 6.957e-02, eta: 9:43:16, time: 0.724, data_time: 0.010, memory: 6181, top1_acc: 0.3419, top5_acc: 0.6036, loss_cls: 2.8755, loss: 2.8755, grad_norm: 2.4366 2020-09-13 01:56:56,048 - mmaction - INFO - Epoch [10][380/880] lr: 6.952e-02, eta: 9:42:17, time: 0.787, data_time: 0.011, memory: 6181, top1_acc: 0.3438, top5_acc: 0.6146, loss_cls: 2.8336, loss: 2.8336, grad_norm: 2.4038 2020-09-13 01:57:10,649 - mmaction - INFO - Epoch [10][400/880] lr: 6.947e-02, eta: 9:41:15, time: 0.734, data_time: 0.009, memory: 6181, top1_acc: 0.3336, top5_acc: 0.6104, loss_cls: 2.8461, loss: 2.8461, grad_norm: 2.4163 2020-09-13 01:57:25,503 - mmaction - INFO - Epoch [10][420/880] lr: 6.942e-02, eta: 9:40:13, time: 0.736, data_time: 0.008, memory: 6181, top1_acc: 0.3451, top5_acc: 0.6247, loss_cls: 2.8081, loss: 2.8081, grad_norm: 2.3878 2020-09-13 01:57:40,863 - mmaction - INFO - Epoch [10][440/880] lr: 6.938e-02, eta: 9:39:13, time: 0.773, data_time: 0.010, memory: 6181, top1_acc: 0.3365, top5_acc: 0.5966, loss_cls: 2.8869, loss: 2.8869, grad_norm: 2.4030 2020-09-13 01:57:55,962 - mmaction - INFO - Epoch [10][460/880] lr: 6.933e-02, eta: 9:38:12, time: 0.750, data_time: 0.008, memory: 6181, top1_acc: 0.3349, top5_acc: 0.5917, loss_cls: 2.8891, loss: 2.8891, grad_norm: 2.3851 2020-09-13 01:58:10,552 - mmaction - INFO - Epoch [10][480/880] lr: 6.928e-02, eta: 9:37:11, time: 0.736, data_time: 0.010, memory: 6181, top1_acc: 0.3432, top5_acc: 0.6034, loss_cls: 2.8500, loss: 2.8500, grad_norm: 2.3399 2020-09-13 01:58:25,579 - mmaction - INFO - Epoch [10][500/880] lr: 6.923e-02, eta: 9:36:10, time: 0.744, data_time: 0.007, memory: 6181, top1_acc: 0.3469, top5_acc: 0.6125, loss_cls: 2.8119, loss: 2.8119, grad_norm: 2.4398 2020-09-13 01:58:40,655 - mmaction - INFO - Epoch [10][520/880] lr: 6.918e-02, eta: 9:35:11, time: 0.759, data_time: 0.010, memory: 6181, top1_acc: 0.3305, top5_acc: 0.6052, loss_cls: 2.8558, loss: 2.8558, grad_norm: 2.4256 2020-09-13 01:58:55,804 - mmaction - INFO - Epoch [10][540/880] lr: 6.913e-02, eta: 9:34:11, time: 0.759, data_time: 0.008, memory: 6181, top1_acc: 0.3313, top5_acc: 0.6083, loss_cls: 2.8390, loss: 2.8390, grad_norm: 2.4182 2020-09-13 01:59:10,702 - mmaction - INFO - Epoch [10][560/880] lr: 6.908e-02, eta: 9:33:11, time: 0.743, data_time: 0.004, memory: 6181, top1_acc: 0.3424, top5_acc: 0.6055, loss_cls: 2.8816, loss: 2.8816, grad_norm: 2.3301 2020-09-13 01:59:25,728 - mmaction - INFO - Epoch [10][580/880] lr: 6.903e-02, eta: 9:32:12, time: 0.748, data_time: 0.011, memory: 6181, top1_acc: 0.3430, top5_acc: 0.6143, loss_cls: 2.8439, loss: 2.8439, grad_norm: 2.4147 2020-09-13 01:59:40,658 - mmaction - INFO - Epoch [10][600/880] lr: 6.898e-02, eta: 9:31:12, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.3552, top5_acc: 0.6102, loss_cls: 2.8031, loss: 2.8031, grad_norm: 2.4585 2020-09-13 01:59:55,503 - mmaction - INFO - Epoch [10][620/880] lr: 6.894e-02, eta: 9:30:13, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.3279, top5_acc: 0.5924, loss_cls: 2.8864, loss: 2.8864, grad_norm: 2.4426 2020-09-13 02:00:16,430 - mmaction - INFO - Epoch [10][640/880] lr: 6.889e-02, eta: 9:29:32, time: 1.037, data_time: 0.018, memory: 6181, top1_acc: 0.3393, top5_acc: 0.6164, loss_cls: 2.8375, loss: 2.8375, grad_norm: 2.4186 2020-09-13 02:00:31,355 - mmaction - INFO - Epoch [10][660/880] lr: 6.884e-02, eta: 9:28:33, time: 0.755, data_time: 0.027, memory: 6181, top1_acc: 0.3380, top5_acc: 0.6201, loss_cls: 2.8164, loss: 2.8164, grad_norm: 2.5088 2020-09-13 02:00:45,891 - mmaction - INFO - Epoch [10][680/880] lr: 6.879e-02, eta: 9:27:33, time: 0.729, data_time: 0.011, memory: 6181, top1_acc: 0.3375, top5_acc: 0.6047, loss_cls: 2.8513, loss: 2.8513, grad_norm: 2.3809 2020-09-13 02:01:01,018 - mmaction - INFO - Epoch [10][700/880] lr: 6.874e-02, eta: 9:26:35, time: 0.755, data_time: 0.012, memory: 6181, top1_acc: 0.3596, top5_acc: 0.6224, loss_cls: 2.7676, loss: 2.7676, grad_norm: 2.4078 2020-09-13 02:01:15,541 - mmaction - INFO - Epoch [10][720/880] lr: 6.869e-02, eta: 9:25:36, time: 0.730, data_time: 0.011, memory: 6181, top1_acc: 0.3422, top5_acc: 0.6070, loss_cls: 2.8397, loss: 2.8397, grad_norm: 2.4189 2020-09-13 02:01:31,048 - mmaction - INFO - Epoch [10][740/880] lr: 6.864e-02, eta: 9:24:40, time: 0.773, data_time: 0.010, memory: 6181, top1_acc: 0.3469, top5_acc: 0.6096, loss_cls: 2.8286, loss: 2.8286, grad_norm: 2.3742 2020-09-13 02:01:45,679 - mmaction - INFO - Epoch [10][760/880] lr: 6.859e-02, eta: 9:23:41, time: 0.735, data_time: 0.008, memory: 6181, top1_acc: 0.3333, top5_acc: 0.6117, loss_cls: 2.8258, loss: 2.8258, grad_norm: 2.4628 2020-09-13 02:02:00,827 - mmaction - INFO - Epoch [10][780/880] lr: 6.854e-02, eta: 9:22:44, time: 0.754, data_time: 0.008, memory: 6181, top1_acc: 0.3401, top5_acc: 0.6094, loss_cls: 2.8410, loss: 2.8410, grad_norm: 2.4113 2020-09-13 02:02:15,673 - mmaction - INFO - Epoch [10][800/880] lr: 6.849e-02, eta: 9:21:46, time: 0.745, data_time: 0.007, memory: 6181, top1_acc: 0.3385, top5_acc: 0.6109, loss_cls: 2.8385, loss: 2.8385, grad_norm: 2.4162 2020-09-13 02:02:31,009 - mmaction - INFO - Epoch [10][820/880] lr: 6.844e-02, eta: 9:20:50, time: 0.764, data_time: 0.009, memory: 6181, top1_acc: 0.3534, top5_acc: 0.6211, loss_cls: 2.8096, loss: 2.8096, grad_norm: 2.4843 2020-09-13 02:02:45,613 - mmaction - INFO - Epoch [10][840/880] lr: 6.839e-02, eta: 9:19:51, time: 0.727, data_time: 0.007, memory: 6181, top1_acc: 0.3398, top5_acc: 0.6130, loss_cls: 2.8571, loss: 2.8571, grad_norm: 2.4576 2020-09-13 02:03:01,078 - mmaction - INFO - Epoch [10][860/880] lr: 6.834e-02, eta: 9:18:56, time: 0.774, data_time: 0.015, memory: 6181, top1_acc: 0.3474, top5_acc: 0.6185, loss_cls: 2.8234, loss: 2.8234, grad_norm: 2.4480 2020-09-13 02:03:14,000 - mmaction - INFO - Epoch [10][880/880] lr: 6.829e-02, eta: 9:17:54, time: 0.652, data_time: 0.009, memory: 6181, top1_acc: 0.3438, top5_acc: 0.6263, loss_cls: 2.7925, loss: 2.7925, grad_norm: 2.4699 2020-09-13 02:03:28,654 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-09-13 02:11:16,398 - mmaction - INFO - Epoch [11][20/880] lr: 6.824e-02, eta: 9:39:29, time: 23.350, data_time: 22.522, memory: 6181, top1_acc: 0.3346, top5_acc: 0.6062, loss_cls: 2.8760, loss: 2.8760, grad_norm: 2.4731 2020-09-13 02:11:31,164 - mmaction - INFO - Epoch [11][40/880] lr: 6.819e-02, eta: 9:38:28, time: 0.736, data_time: 0.019, memory: 6181, top1_acc: 0.3591, top5_acc: 0.6237, loss_cls: 2.7496, loss: 2.7496, grad_norm: 2.4009 2020-09-13 02:11:46,140 - mmaction - INFO - Epoch [11][60/880] lr: 6.813e-02, eta: 9:37:29, time: 0.755, data_time: 0.011, memory: 6181, top1_acc: 0.3464, top5_acc: 0.6253, loss_cls: 2.7773, loss: 2.7773, grad_norm: 2.4727 2020-09-13 02:12:01,584 - mmaction - INFO - Epoch [11][80/880] lr: 6.808e-02, eta: 9:36:30, time: 0.771, data_time: 0.008, memory: 6181, top1_acc: 0.3677, top5_acc: 0.6255, loss_cls: 2.7470, loss: 2.7470, grad_norm: 2.5118 2020-09-13 02:12:15,973 - mmaction - INFO - Epoch [11][100/880] lr: 6.803e-02, eta: 9:35:29, time: 0.720, data_time: 0.005, memory: 6181, top1_acc: 0.3508, top5_acc: 0.6193, loss_cls: 2.7971, loss: 2.7971, grad_norm: 2.4250 2020-09-13 02:12:32,101 - mmaction - INFO - Epoch [11][120/880] lr: 6.798e-02, eta: 9:34:32, time: 0.803, data_time: 0.008, memory: 6181, top1_acc: 0.3456, top5_acc: 0.6122, loss_cls: 2.8351, loss: 2.8351, grad_norm: 2.5222 2020-09-13 02:12:46,783 - mmaction - INFO - Epoch [11][140/880] lr: 6.793e-02, eta: 9:33:32, time: 0.738, data_time: 0.008, memory: 6181, top1_acc: 0.3419, top5_acc: 0.6073, loss_cls: 2.8657, loss: 2.8657, grad_norm: 2.5707 2020-09-13 02:13:01,516 - mmaction - INFO - Epoch [11][160/880] lr: 6.788e-02, eta: 9:32:32, time: 0.731, data_time: 0.008, memory: 6181, top1_acc: 0.3378, top5_acc: 0.6094, loss_cls: 2.8477, loss: 2.8477, grad_norm: 2.4409 2020-09-13 02:13:16,447 - mmaction - INFO - Epoch [11][180/880] lr: 6.783e-02, eta: 9:31:33, time: 0.751, data_time: 0.011, memory: 6181, top1_acc: 0.3534, top5_acc: 0.6146, loss_cls: 2.7942, loss: 2.7942, grad_norm: 2.3059 2020-09-13 02:13:31,249 - mmaction - INFO - Epoch [11][200/880] lr: 6.778e-02, eta: 9:30:34, time: 0.741, data_time: 0.023, memory: 6181, top1_acc: 0.3667, top5_acc: 0.6208, loss_cls: 2.7619, loss: 2.7619, grad_norm: 2.4528 2020-09-13 02:13:46,279 - mmaction - INFO - Epoch [11][220/880] lr: 6.773e-02, eta: 9:29:36, time: 0.752, data_time: 0.004, memory: 6181, top1_acc: 0.3479, top5_acc: 0.6221, loss_cls: 2.8017, loss: 2.8017, grad_norm: 2.4438 2020-09-13 02:14:01,208 - mmaction - INFO - Epoch [11][240/880] lr: 6.767e-02, eta: 9:28:37, time: 0.744, data_time: 0.008, memory: 6181, top1_acc: 0.3492, top5_acc: 0.6180, loss_cls: 2.7983, loss: 2.7983, grad_norm: 2.4907 2020-09-13 02:14:16,499 - mmaction - INFO - Epoch [11][260/880] lr: 6.762e-02, eta: 9:27:40, time: 0.764, data_time: 0.008, memory: 6181, top1_acc: 0.3664, top5_acc: 0.6367, loss_cls: 2.7175, loss: 2.7175, grad_norm: 2.4641 2020-09-13 02:14:31,956 - mmaction - INFO - Epoch [11][280/880] lr: 6.757e-02, eta: 9:26:44, time: 0.776, data_time: 0.012, memory: 6181, top1_acc: 0.3612, top5_acc: 0.6284, loss_cls: 2.7461, loss: 2.7461, grad_norm: 2.5203 2020-09-13 02:14:46,801 - mmaction - INFO - Epoch [11][300/880] lr: 6.752e-02, eta: 9:25:45, time: 0.741, data_time: 0.004, memory: 6181, top1_acc: 0.3516, top5_acc: 0.6299, loss_cls: 2.7610, loss: 2.7610, grad_norm: 2.4525 2020-09-13 02:15:01,857 - mmaction - INFO - Epoch [11][320/880] lr: 6.747e-02, eta: 9:24:48, time: 0.747, data_time: 0.010, memory: 6181, top1_acc: 0.3529, top5_acc: 0.6198, loss_cls: 2.7987, loss: 2.7987, grad_norm: 2.4726 2020-09-13 02:15:16,566 - mmaction - INFO - Epoch [11][340/880] lr: 6.742e-02, eta: 9:23:50, time: 0.742, data_time: 0.010, memory: 6181, top1_acc: 0.3521, top5_acc: 0.6167, loss_cls: 2.8034, loss: 2.8034, grad_norm: 2.4312 2020-09-13 02:15:31,649 - mmaction - INFO - Epoch [11][360/880] lr: 6.736e-02, eta: 9:22:53, time: 0.749, data_time: 0.010, memory: 6181, top1_acc: 0.3576, top5_acc: 0.6263, loss_cls: 2.7813, loss: 2.7813, grad_norm: 2.4505 2020-09-13 02:15:46,668 - mmaction - INFO - Epoch [11][380/880] lr: 6.731e-02, eta: 9:21:56, time: 0.756, data_time: 0.010, memory: 6181, top1_acc: 0.3388, top5_acc: 0.6156, loss_cls: 2.8669, loss: 2.8669, grad_norm: 2.4618 2020-09-13 02:16:01,635 - mmaction - INFO - Epoch [11][400/880] lr: 6.726e-02, eta: 9:20:59, time: 0.743, data_time: 0.008, memory: 6181, top1_acc: 0.3549, top5_acc: 0.6208, loss_cls: 2.7867, loss: 2.7867, grad_norm: 2.4170 2020-09-13 02:16:16,478 - mmaction - INFO - Epoch [11][420/880] lr: 6.721e-02, eta: 9:20:02, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.3544, top5_acc: 0.6286, loss_cls: 2.7758, loss: 2.7758, grad_norm: 2.3967 2020-09-13 02:16:31,529 - mmaction - INFO - Epoch [11][440/880] lr: 6.715e-02, eta: 9:19:06, time: 0.752, data_time: 0.008, memory: 6181, top1_acc: 0.3555, top5_acc: 0.6203, loss_cls: 2.7901, loss: 2.7901, grad_norm: 2.3967 2020-09-13 02:16:46,730 - mmaction - INFO - Epoch [11][460/880] lr: 6.710e-02, eta: 9:18:10, time: 0.760, data_time: 0.006, memory: 6181, top1_acc: 0.3474, top5_acc: 0.6193, loss_cls: 2.7955, loss: 2.7955, grad_norm: 2.4482 2020-09-13 02:17:02,212 - mmaction - INFO - Epoch [11][480/880] lr: 6.705e-02, eta: 9:17:16, time: 0.776, data_time: 0.009, memory: 6181, top1_acc: 0.3479, top5_acc: 0.6273, loss_cls: 2.7840, loss: 2.7840, grad_norm: 2.4349 2020-09-13 02:17:16,828 - mmaction - INFO - Epoch [11][500/880] lr: 6.700e-02, eta: 9:16:19, time: 0.731, data_time: 0.003, memory: 6181, top1_acc: 0.3560, top5_acc: 0.6187, loss_cls: 2.7699, loss: 2.7699, grad_norm: 2.4708 2020-09-13 02:17:32,001 - mmaction - INFO - Epoch [11][520/880] lr: 6.694e-02, eta: 9:15:23, time: 0.752, data_time: 0.007, memory: 6181, top1_acc: 0.3591, top5_acc: 0.6161, loss_cls: 2.7737, loss: 2.7737, grad_norm: 2.5184 2020-09-13 02:17:46,890 - mmaction - INFO - Epoch [11][540/880] lr: 6.689e-02, eta: 9:14:28, time: 0.750, data_time: 0.011, memory: 6181, top1_acc: 0.3581, top5_acc: 0.6195, loss_cls: 2.7551, loss: 2.7551, grad_norm: 2.4894 2020-09-13 02:18:01,854 - mmaction - INFO - Epoch [11][560/880] lr: 6.684e-02, eta: 9:13:32, time: 0.744, data_time: 0.007, memory: 6181, top1_acc: 0.3620, top5_acc: 0.6281, loss_cls: 2.7698, loss: 2.7698, grad_norm: 2.5192 2020-09-13 02:18:16,989 - mmaction - INFO - Epoch [11][580/880] lr: 6.679e-02, eta: 9:12:37, time: 0.761, data_time: 0.008, memory: 6181, top1_acc: 0.3505, top5_acc: 0.6211, loss_cls: 2.7784, loss: 2.7784, grad_norm: 2.4318 2020-09-13 02:18:31,887 - mmaction - INFO - Epoch [11][600/880] lr: 6.673e-02, eta: 9:11:42, time: 0.738, data_time: 0.007, memory: 6181, top1_acc: 0.3523, top5_acc: 0.6172, loss_cls: 2.8110, loss: 2.8110, grad_norm: 2.5068 2020-09-13 02:18:48,320 - mmaction - INFO - Epoch [11][620/880] lr: 6.668e-02, eta: 9:10:51, time: 0.828, data_time: 0.010, memory: 6181, top1_acc: 0.3484, top5_acc: 0.6190, loss_cls: 2.7845, loss: 2.7845, grad_norm: 2.5035 2020-09-13 02:19:02,508 - mmaction - INFO - Epoch [11][640/880] lr: 6.663e-02, eta: 9:09:54, time: 0.708, data_time: 0.007, memory: 6181, top1_acc: 0.3422, top5_acc: 0.6107, loss_cls: 2.8160, loss: 2.8160, grad_norm: 2.4021 2020-09-13 02:19:17,220 - mmaction - INFO - Epoch [11][660/880] lr: 6.657e-02, eta: 9:08:59, time: 0.736, data_time: 0.005, memory: 6181, top1_acc: 0.3599, top5_acc: 0.6177, loss_cls: 2.7794, loss: 2.7794, grad_norm: 2.4928 2020-09-13 02:19:32,458 - mmaction - INFO - Epoch [11][680/880] lr: 6.652e-02, eta: 9:08:05, time: 0.763, data_time: 0.010, memory: 6181, top1_acc: 0.3469, top5_acc: 0.6135, loss_cls: 2.8127, loss: 2.8127, grad_norm: 2.5271 2020-09-13 02:19:47,275 - mmaction - INFO - Epoch [11][700/880] lr: 6.647e-02, eta: 9:07:11, time: 0.741, data_time: 0.003, memory: 6181, top1_acc: 0.3549, top5_acc: 0.6120, loss_cls: 2.8221, loss: 2.8221, grad_norm: 2.4646 2020-09-13 02:20:02,623 - mmaction - INFO - Epoch [11][720/880] lr: 6.641e-02, eta: 9:06:18, time: 0.765, data_time: 0.007, memory: 6181, top1_acc: 0.3547, top5_acc: 0.6180, loss_cls: 2.8150, loss: 2.8150, grad_norm: 2.4719 2020-09-13 02:20:17,163 - mmaction - INFO - Epoch [11][740/880] lr: 6.636e-02, eta: 9:05:22, time: 0.727, data_time: 0.004, memory: 6181, top1_acc: 0.3469, top5_acc: 0.6141, loss_cls: 2.8147, loss: 2.8147, grad_norm: 2.5215 2020-09-13 02:20:32,388 - mmaction - INFO - Epoch [11][760/880] lr: 6.630e-02, eta: 9:04:29, time: 0.760, data_time: 0.010, memory: 6181, top1_acc: 0.3477, top5_acc: 0.6130, loss_cls: 2.8272, loss: 2.8272, grad_norm: 2.4687 2020-09-13 02:20:47,436 - mmaction - INFO - Epoch [11][780/880] lr: 6.625e-02, eta: 9:03:36, time: 0.755, data_time: 0.008, memory: 6181, top1_acc: 0.3409, top5_acc: 0.6107, loss_cls: 2.8275, loss: 2.8275, grad_norm: 2.5575 2020-09-13 02:21:02,565 - mmaction - INFO - Epoch [11][800/880] lr: 6.620e-02, eta: 9:02:43, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.3406, top5_acc: 0.6122, loss_cls: 2.8305, loss: 2.8305, grad_norm: 2.4701 2020-09-13 02:21:17,410 - mmaction - INFO - Epoch [11][820/880] lr: 6.614e-02, eta: 9:01:49, time: 0.744, data_time: 0.012, memory: 6181, top1_acc: 0.3664, top5_acc: 0.6195, loss_cls: 2.7606, loss: 2.7606, grad_norm: 2.5118 2020-09-13 02:21:32,559 - mmaction - INFO - Epoch [11][840/880] lr: 6.609e-02, eta: 9:00:57, time: 0.759, data_time: 0.012, memory: 6181, top1_acc: 0.3406, top5_acc: 0.5958, loss_cls: 2.8756, loss: 2.8756, grad_norm: 2.5332 2020-09-13 02:21:47,532 - mmaction - INFO - Epoch [11][860/880] lr: 6.603e-02, eta: 9:00:04, time: 0.749, data_time: 0.005, memory: 6181, top1_acc: 0.3516, top5_acc: 0.6094, loss_cls: 2.8166, loss: 2.8166, grad_norm: 2.4726 2020-09-13 02:22:01,326 - mmaction - INFO - Epoch [11][880/880] lr: 6.598e-02, eta: 8:59:08, time: 0.689, data_time: 0.008, memory: 6181, top1_acc: 0.3424, top5_acc: 0.6295, loss_cls: 2.7692, loss: 2.7692, grad_norm: 2.5417 2020-09-13 02:22:13,969 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-09-13 02:30:03,949 - mmaction - INFO - Epoch [12][20/880] lr: 6.593e-02, eta: 9:18:09, time: 23.448, data_time: 22.443, memory: 6181, top1_acc: 0.3536, top5_acc: 0.6125, loss_cls: 2.8095, loss: 2.8095, grad_norm: 2.5826 2020-09-13 02:30:18,144 - mmaction - INFO - Epoch [12][40/880] lr: 6.587e-02, eta: 9:17:11, time: 0.714, data_time: 0.010, memory: 6181, top1_acc: 0.3547, top5_acc: 0.6372, loss_cls: 2.7328, loss: 2.7328, grad_norm: 2.5160 2020-09-13 02:30:33,129 - mmaction - INFO - Epoch [12][60/880] lr: 6.582e-02, eta: 9:16:15, time: 0.744, data_time: 0.010, memory: 6181, top1_acc: 0.3612, top5_acc: 0.6323, loss_cls: 2.7293, loss: 2.7293, grad_norm: 2.5712 2020-09-13 02:30:48,517 - mmaction - INFO - Epoch [12][80/880] lr: 6.576e-02, eta: 9:15:21, time: 0.774, data_time: 0.010, memory: 6181, top1_acc: 0.3565, top5_acc: 0.6221, loss_cls: 2.7827, loss: 2.7827, grad_norm: 2.5206 2020-09-13 02:31:03,087 - mmaction - INFO - Epoch [12][100/880] lr: 6.571e-02, eta: 9:14:24, time: 0.723, data_time: 0.011, memory: 6181, top1_acc: 0.3529, top5_acc: 0.6346, loss_cls: 2.7436, loss: 2.7436, grad_norm: 2.5741 2020-09-13 02:31:17,838 - mmaction - INFO - Epoch [12][120/880] lr: 6.565e-02, eta: 9:13:29, time: 0.744, data_time: 0.011, memory: 6181, top1_acc: 0.3568, top5_acc: 0.6299, loss_cls: 2.7686, loss: 2.7686, grad_norm: 2.5465 2020-09-13 02:31:33,214 - mmaction - INFO - Epoch [12][140/880] lr: 6.560e-02, eta: 9:12:35, time: 0.769, data_time: 0.010, memory: 6181, top1_acc: 0.3503, top5_acc: 0.6312, loss_cls: 2.7330, loss: 2.7330, grad_norm: 2.5658 2020-09-13 02:31:48,097 - mmaction - INFO - Epoch [12][160/880] lr: 6.554e-02, eta: 9:11:40, time: 0.743, data_time: 0.004, memory: 6181, top1_acc: 0.3479, top5_acc: 0.6201, loss_cls: 2.7980, loss: 2.7980, grad_norm: 2.4462 2020-09-13 02:32:03,155 - mmaction - INFO - Epoch [12][180/880] lr: 6.549e-02, eta: 9:10:45, time: 0.755, data_time: 0.010, memory: 6181, top1_acc: 0.3451, top5_acc: 0.6115, loss_cls: 2.8183, loss: 2.8183, grad_norm: 2.5726 2020-09-13 02:32:18,583 - mmaction - INFO - Epoch [12][200/880] lr: 6.543e-02, eta: 9:09:52, time: 0.771, data_time: 0.003, memory: 6181, top1_acc: 0.3487, top5_acc: 0.6151, loss_cls: 2.8193, loss: 2.8193, grad_norm: 2.4750 2020-09-13 02:32:33,460 - mmaction - INFO - Epoch [12][220/880] lr: 6.538e-02, eta: 9:08:57, time: 0.737, data_time: 0.007, memory: 6181, top1_acc: 0.3492, top5_acc: 0.6146, loss_cls: 2.7981, loss: 2.7981, grad_norm: 2.5578 2020-09-13 02:32:48,428 - mmaction - INFO - Epoch [12][240/880] lr: 6.532e-02, eta: 9:08:03, time: 0.754, data_time: 0.011, memory: 6181, top1_acc: 0.3557, top5_acc: 0.6292, loss_cls: 2.7274, loss: 2.7274, grad_norm: 2.5097 2020-09-13 02:33:03,301 - mmaction - INFO - Epoch [12][260/880] lr: 6.527e-02, eta: 9:07:08, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.3815, top5_acc: 0.6391, loss_cls: 2.6852, loss: 2.6852, grad_norm: 2.5192 2020-09-13 02:33:18,373 - mmaction - INFO - Epoch [12][280/880] lr: 6.521e-02, eta: 9:06:15, time: 0.761, data_time: 0.011, memory: 6181, top1_acc: 0.3427, top5_acc: 0.6227, loss_cls: 2.7920, loss: 2.7920, grad_norm: 2.5696 2020-09-13 02:33:33,067 - mmaction - INFO - Epoch [12][300/880] lr: 6.516e-02, eta: 9:05:20, time: 0.729, data_time: 0.008, memory: 6181, top1_acc: 0.3396, top5_acc: 0.6107, loss_cls: 2.8297, loss: 2.8297, grad_norm: 2.5112 2020-09-13 02:33:48,400 - mmaction - INFO - Epoch [12][320/880] lr: 6.510e-02, eta: 9:04:28, time: 0.772, data_time: 0.009, memory: 6181, top1_acc: 0.3542, top5_acc: 0.6148, loss_cls: 2.7661, loss: 2.7661, grad_norm: 2.5391 2020-09-13 02:34:03,506 - mmaction - INFO - Epoch [12][340/880] lr: 6.505e-02, eta: 9:03:34, time: 0.750, data_time: 0.008, memory: 6181, top1_acc: 0.3487, top5_acc: 0.6193, loss_cls: 2.7739, loss: 2.7739, grad_norm: 2.4862 2020-09-13 02:34:18,862 - mmaction - INFO - Epoch [12][360/880] lr: 6.499e-02, eta: 9:02:42, time: 0.773, data_time: 0.009, memory: 6181, top1_acc: 0.3534, top5_acc: 0.6250, loss_cls: 2.7639, loss: 2.7639, grad_norm: 2.5030 2020-09-13 02:34:33,647 - mmaction - INFO - Epoch [12][380/880] lr: 6.493e-02, eta: 9:01:49, time: 0.739, data_time: 0.009, memory: 6181, top1_acc: 0.3609, top5_acc: 0.6286, loss_cls: 2.7508, loss: 2.7508, grad_norm: 2.4623 2020-09-13 02:34:49,235 - mmaction - INFO - Epoch [12][400/880] lr: 6.488e-02, eta: 9:00:57, time: 0.779, data_time: 0.004, memory: 6181, top1_acc: 0.3378, top5_acc: 0.6102, loss_cls: 2.8478, loss: 2.8478, grad_norm: 2.4848 2020-09-13 02:35:03,899 - mmaction - INFO - Epoch [12][420/880] lr: 6.482e-02, eta: 9:00:04, time: 0.733, data_time: 0.010, memory: 6181, top1_acc: 0.3612, top5_acc: 0.6378, loss_cls: 2.7310, loss: 2.7310, grad_norm: 2.4786 2020-09-13 02:35:18,647 - mmaction - INFO - Epoch [12][440/880] lr: 6.477e-02, eta: 8:59:10, time: 0.737, data_time: 0.005, memory: 6181, top1_acc: 0.3654, top5_acc: 0.6266, loss_cls: 2.7352, loss: 2.7352, grad_norm: 2.5110 2020-09-13 02:35:34,292 - mmaction - INFO - Epoch [12][460/880] lr: 6.471e-02, eta: 8:58:19, time: 0.778, data_time: 0.011, memory: 6181, top1_acc: 0.3669, top5_acc: 0.6375, loss_cls: 2.7164, loss: 2.7164, grad_norm: 2.5087 2020-09-13 02:35:48,814 - mmaction - INFO - Epoch [12][480/880] lr: 6.465e-02, eta: 8:57:26, time: 0.730, data_time: 0.010, memory: 6181, top1_acc: 0.3586, top5_acc: 0.6401, loss_cls: 2.6920, loss: 2.6920, grad_norm: 2.5151 2020-09-13 02:36:03,931 - mmaction - INFO - Epoch [12][500/880] lr: 6.460e-02, eta: 8:56:34, time: 0.751, data_time: 0.011, memory: 6181, top1_acc: 0.3424, top5_acc: 0.6302, loss_cls: 2.8110, loss: 2.8110, grad_norm: 2.5697 2020-09-13 02:36:19,334 - mmaction - INFO - Epoch [12][520/880] lr: 6.454e-02, eta: 8:55:43, time: 0.776, data_time: 0.010, memory: 6181, top1_acc: 0.3555, top5_acc: 0.6151, loss_cls: 2.7920, loss: 2.7920, grad_norm: 2.5145 2020-09-13 02:36:33,678 - mmaction - INFO - Epoch [12][540/880] lr: 6.449e-02, eta: 8:54:49, time: 0.718, data_time: 0.009, memory: 6181, top1_acc: 0.3672, top5_acc: 0.6305, loss_cls: 2.7255, loss: 2.7255, grad_norm: 2.5277 2020-09-13 02:36:48,835 - mmaction - INFO - Epoch [12][560/880] lr: 6.443e-02, eta: 8:53:58, time: 0.759, data_time: 0.003, memory: 6181, top1_acc: 0.3680, top5_acc: 0.6365, loss_cls: 2.7193, loss: 2.7193, grad_norm: 2.5614 2020-09-13 02:37:03,619 - mmaction - INFO - Epoch [12][580/880] lr: 6.437e-02, eta: 8:53:06, time: 0.737, data_time: 0.008, memory: 6181, top1_acc: 0.3492, top5_acc: 0.6188, loss_cls: 2.7862, loss: 2.7862, grad_norm: 2.4944 2020-09-13 02:37:18,311 - mmaction - INFO - Epoch [12][600/880] lr: 6.432e-02, eta: 8:52:14, time: 0.735, data_time: 0.005, memory: 6181, top1_acc: 0.3633, top5_acc: 0.6339, loss_cls: 2.7137, loss: 2.7137, grad_norm: 2.5491 2020-09-13 02:37:33,590 - mmaction - INFO - Epoch [12][620/880] lr: 6.426e-02, eta: 8:51:23, time: 0.763, data_time: 0.010, memory: 6181, top1_acc: 0.3492, top5_acc: 0.6193, loss_cls: 2.7910, loss: 2.7910, grad_norm: 2.5003 2020-09-13 02:37:49,219 - mmaction - INFO - Epoch [12][640/880] lr: 6.420e-02, eta: 8:50:33, time: 0.781, data_time: 0.006, memory: 6181, top1_acc: 0.3440, top5_acc: 0.6211, loss_cls: 2.7977, loss: 2.7977, grad_norm: 2.5994 2020-09-13 02:38:03,746 - mmaction - INFO - Epoch [12][660/880] lr: 6.415e-02, eta: 8:49:41, time: 0.724, data_time: 0.010, memory: 6181, top1_acc: 0.3745, top5_acc: 0.6438, loss_cls: 2.6922, loss: 2.6922, grad_norm: 2.5168 2020-09-13 02:38:18,765 - mmaction - INFO - Epoch [12][680/880] lr: 6.409e-02, eta: 8:48:50, time: 0.754, data_time: 0.009, memory: 6181, top1_acc: 0.3495, top5_acc: 0.6060, loss_cls: 2.8156, loss: 2.8156, grad_norm: 2.5458 2020-09-13 02:38:34,159 - mmaction - INFO - Epoch [12][700/880] lr: 6.403e-02, eta: 8:48:00, time: 0.769, data_time: 0.010, memory: 6181, top1_acc: 0.3562, top5_acc: 0.6185, loss_cls: 2.7734, loss: 2.7734, grad_norm: 2.4495 2020-09-13 02:38:48,589 - mmaction - INFO - Epoch [12][720/880] lr: 6.397e-02, eta: 8:47:08, time: 0.722, data_time: 0.006, memory: 6181, top1_acc: 0.3536, top5_acc: 0.6299, loss_cls: 2.7354, loss: 2.7354, grad_norm: 2.4736 2020-09-13 02:39:03,262 - mmaction - INFO - Epoch [12][740/880] lr: 6.392e-02, eta: 8:46:17, time: 0.729, data_time: 0.010, memory: 6181, top1_acc: 0.3651, top5_acc: 0.6362, loss_cls: 2.7284, loss: 2.7284, grad_norm: 2.5129 2020-09-13 02:39:18,165 - mmaction - INFO - Epoch [12][760/880] lr: 6.386e-02, eta: 8:45:27, time: 0.753, data_time: 0.011, memory: 6181, top1_acc: 0.3560, top5_acc: 0.6156, loss_cls: 2.7922, loss: 2.7922, grad_norm: 2.5194 2020-09-13 02:39:33,985 - mmaction - INFO - Epoch [12][780/880] lr: 6.380e-02, eta: 8:44:38, time: 0.785, data_time: 0.007, memory: 6181, top1_acc: 0.3534, top5_acc: 0.6281, loss_cls: 2.7646, loss: 2.7646, grad_norm: 2.5400 2020-09-13 02:39:48,611 - mmaction - INFO - Epoch [12][800/880] lr: 6.374e-02, eta: 8:43:47, time: 0.735, data_time: 0.008, memory: 6181, top1_acc: 0.3641, top5_acc: 0.6411, loss_cls: 2.7090, loss: 2.7090, grad_norm: 2.5318 2020-09-13 02:40:04,661 - mmaction - INFO - Epoch [12][820/880] lr: 6.369e-02, eta: 8:43:00, time: 0.802, data_time: 0.009, memory: 6181, top1_acc: 0.3531, top5_acc: 0.6240, loss_cls: 2.7643, loss: 2.7643, grad_norm: 2.4497 2020-09-13 02:40:19,881 - mmaction - INFO - Epoch [12][840/880] lr: 6.363e-02, eta: 8:42:10, time: 0.759, data_time: 0.005, memory: 6181, top1_acc: 0.3703, top5_acc: 0.6279, loss_cls: 2.7120, loss: 2.7120, grad_norm: 2.5338 2020-09-13 02:40:34,416 - mmaction - INFO - Epoch [12][860/880] lr: 6.357e-02, eta: 8:41:20, time: 0.730, data_time: 0.011, memory: 6181, top1_acc: 0.3594, top5_acc: 0.6229, loss_cls: 2.7518, loss: 2.7518, grad_norm: 2.5052 2020-09-13 02:40:47,222 - mmaction - INFO - Epoch [12][880/880] lr: 6.351e-02, eta: 8:40:25, time: 0.642, data_time: 0.004, memory: 6181, top1_acc: 0.3606, top5_acc: 0.6339, loss_cls: 2.7306, loss: 2.7306, grad_norm: 2.5398 2020-09-13 02:40:58,599 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-09-13 02:48:35,262 - mmaction - INFO - Epoch [13][20/880] lr: 6.346e-02, eta: 8:56:42, time: 22.796, data_time: 21.959, memory: 6181, top1_acc: 0.3656, top5_acc: 0.6404, loss_cls: 2.7021, loss: 2.7021, grad_norm: 2.5046 2020-09-13 02:48:49,991 - mmaction - INFO - Epoch [13][40/880] lr: 6.340e-02, eta: 8:55:49, time: 0.733, data_time: 0.014, memory: 6181, top1_acc: 0.3680, top5_acc: 0.6422, loss_cls: 2.7019, loss: 2.7019, grad_norm: 2.5560 2020-09-13 02:49:04,978 - mmaction - INFO - Epoch [13][60/880] lr: 6.334e-02, eta: 8:54:57, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.3565, top5_acc: 0.6312, loss_cls: 2.7263, loss: 2.7263, grad_norm: 2.5800 2020-09-13 02:49:19,815 - mmaction - INFO - Epoch [13][80/880] lr: 6.328e-02, eta: 8:54:05, time: 0.738, data_time: 0.006, memory: 6181, top1_acc: 0.3628, top5_acc: 0.6302, loss_cls: 2.7539, loss: 2.7539, grad_norm: 2.5834 2020-09-13 02:49:34,699 - mmaction - INFO - Epoch [13][100/880] lr: 6.322e-02, eta: 8:53:13, time: 0.745, data_time: 0.008, memory: 6181, top1_acc: 0.3615, top5_acc: 0.6305, loss_cls: 2.7540, loss: 2.7540, grad_norm: 2.5462 2020-09-13 02:49:50,066 - mmaction - INFO - Epoch [13][120/880] lr: 6.317e-02, eta: 8:52:22, time: 0.768, data_time: 0.011, memory: 6181, top1_acc: 0.3729, top5_acc: 0.6417, loss_cls: 2.6661, loss: 2.6661, grad_norm: 2.5606 2020-09-13 02:50:05,470 - mmaction - INFO - Epoch [13][140/880] lr: 6.311e-02, eta: 8:51:32, time: 0.771, data_time: 0.008, memory: 6181, top1_acc: 0.3651, top5_acc: 0.6299, loss_cls: 2.7436, loss: 2.7436, grad_norm: 2.7204 2020-09-13 02:50:20,082 - mmaction - INFO - Epoch [13][160/880] lr: 6.305e-02, eta: 8:50:40, time: 0.732, data_time: 0.005, memory: 6181, top1_acc: 0.3654, top5_acc: 0.6359, loss_cls: 2.7501, loss: 2.7501, grad_norm: 2.5633 2020-09-13 02:50:35,282 - mmaction - INFO - Epoch [13][180/880] lr: 6.299e-02, eta: 8:49:49, time: 0.758, data_time: 0.012, memory: 6181, top1_acc: 0.3719, top5_acc: 0.6268, loss_cls: 2.7060, loss: 2.7060, grad_norm: 2.4867 2020-09-13 02:50:50,409 - mmaction - INFO - Epoch [13][200/880] lr: 6.293e-02, eta: 8:48:59, time: 0.758, data_time: 0.006, memory: 6181, top1_acc: 0.3518, top5_acc: 0.6229, loss_cls: 2.7603, loss: 2.7603, grad_norm: 2.5492 2020-09-13 02:51:05,535 - mmaction - INFO - Epoch [13][220/880] lr: 6.287e-02, eta: 8:48:08, time: 0.753, data_time: 0.007, memory: 6181, top1_acc: 0.3596, top5_acc: 0.6305, loss_cls: 2.7353, loss: 2.7353, grad_norm: 2.5526 2020-09-13 02:51:19,987 - mmaction - INFO - Epoch [13][240/880] lr: 6.282e-02, eta: 8:47:16, time: 0.726, data_time: 0.009, memory: 6181, top1_acc: 0.3617, top5_acc: 0.6281, loss_cls: 2.7200, loss: 2.7200, grad_norm: 2.6050 2020-09-13 02:51:34,856 - mmaction - INFO - Epoch [13][260/880] lr: 6.276e-02, eta: 8:46:25, time: 0.744, data_time: 0.008, memory: 6181, top1_acc: 0.3831, top5_acc: 0.6495, loss_cls: 2.6383, loss: 2.6383, grad_norm: 2.6015 2020-09-13 02:51:49,595 - mmaction - INFO - Epoch [13][280/880] lr: 6.270e-02, eta: 8:45:34, time: 0.736, data_time: 0.004, memory: 6181, top1_acc: 0.3664, top5_acc: 0.6477, loss_cls: 2.6754, loss: 2.6754, grad_norm: 2.5327 2020-09-13 02:52:04,844 - mmaction - INFO - Epoch [13][300/880] lr: 6.264e-02, eta: 8:44:44, time: 0.758, data_time: 0.009, memory: 6181, top1_acc: 0.3628, top5_acc: 0.6271, loss_cls: 2.7475, loss: 2.7475, grad_norm: 2.5461 2020-09-13 02:52:19,723 - mmaction - INFO - Epoch [13][320/880] lr: 6.258e-02, eta: 8:43:54, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.3648, top5_acc: 0.6409, loss_cls: 2.6995, loss: 2.6995, grad_norm: 2.5534 2020-09-13 02:52:34,849 - mmaction - INFO - Epoch [13][340/880] lr: 6.252e-02, eta: 8:43:04, time: 0.754, data_time: 0.010, memory: 6181, top1_acc: 0.3609, top5_acc: 0.6375, loss_cls: 2.7369, loss: 2.7369, grad_norm: 2.6057 2020-09-13 02:52:50,920 - mmaction - INFO - Epoch [13][360/880] lr: 6.246e-02, eta: 8:42:17, time: 0.805, data_time: 0.009, memory: 6181, top1_acc: 0.3661, top5_acc: 0.6380, loss_cls: 2.6693, loss: 2.6693, grad_norm: 2.5493 2020-09-13 02:53:05,297 - mmaction - INFO - Epoch [13][380/880] lr: 6.240e-02, eta: 8:41:26, time: 0.721, data_time: 0.009, memory: 6181, top1_acc: 0.3612, top5_acc: 0.6378, loss_cls: 2.7223, loss: 2.7223, grad_norm: 2.6678 2020-09-13 02:53:20,414 - mmaction - INFO - Epoch [13][400/880] lr: 6.234e-02, eta: 8:40:36, time: 0.755, data_time: 0.004, memory: 6181, top1_acc: 0.3544, top5_acc: 0.6344, loss_cls: 2.7290, loss: 2.7290, grad_norm: 2.6122 2020-09-13 02:53:36,017 - mmaction - INFO - Epoch [13][420/880] lr: 6.229e-02, eta: 8:39:48, time: 0.776, data_time: 0.009, memory: 6181, top1_acc: 0.3539, top5_acc: 0.6234, loss_cls: 2.7695, loss: 2.7695, grad_norm: 2.5877 2020-09-13 02:53:51,304 - mmaction - INFO - Epoch [13][440/880] lr: 6.223e-02, eta: 8:38:59, time: 0.770, data_time: 0.010, memory: 6181, top1_acc: 0.3742, top5_acc: 0.6435, loss_cls: 2.6951, loss: 2.6951, grad_norm: 2.5533 2020-09-13 02:54:06,152 - mmaction - INFO - Epoch [13][460/880] lr: 6.217e-02, eta: 8:38:10, time: 0.741, data_time: 0.003, memory: 6181, top1_acc: 0.3656, top5_acc: 0.6385, loss_cls: 2.7129, loss: 2.7129, grad_norm: 2.5564 2020-09-13 02:54:21,167 - mmaction - INFO - Epoch [13][480/880] lr: 6.211e-02, eta: 8:37:20, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.3706, top5_acc: 0.6466, loss_cls: 2.6872, loss: 2.6872, grad_norm: 2.4927 2020-09-13 02:54:35,635 - mmaction - INFO - Epoch [13][500/880] lr: 6.205e-02, eta: 8:36:30, time: 0.724, data_time: 0.004, memory: 6181, top1_acc: 0.3638, top5_acc: 0.6299, loss_cls: 2.7494, loss: 2.7494, grad_norm: 2.6224 2020-09-13 02:54:51,113 - mmaction - INFO - Epoch [13][520/880] lr: 6.199e-02, eta: 8:35:42, time: 0.767, data_time: 0.008, memory: 6181, top1_acc: 0.3536, top5_acc: 0.6237, loss_cls: 2.7986, loss: 2.7986, grad_norm: 2.5765 2020-09-13 02:55:06,106 - mmaction - INFO - Epoch [13][540/880] lr: 6.193e-02, eta: 8:34:54, time: 0.755, data_time: 0.011, memory: 6181, top1_acc: 0.3583, top5_acc: 0.6333, loss_cls: 2.7219, loss: 2.7219, grad_norm: 2.4887 2020-09-13 02:55:21,295 - mmaction - INFO - Epoch [13][560/880] lr: 6.187e-02, eta: 8:34:05, time: 0.759, data_time: 0.005, memory: 6181, top1_acc: 0.3721, top5_acc: 0.6346, loss_cls: 2.7038, loss: 2.7038, grad_norm: 2.4870 2020-09-13 02:55:36,475 - mmaction - INFO - Epoch [13][580/880] lr: 6.181e-02, eta: 8:33:17, time: 0.752, data_time: 0.011, memory: 6181, top1_acc: 0.3596, top5_acc: 0.6375, loss_cls: 2.7008, loss: 2.7008, grad_norm: 2.5256 2020-09-13 02:55:51,397 - mmaction - INFO - Epoch [13][600/880] lr: 6.175e-02, eta: 8:32:28, time: 0.754, data_time: 0.012, memory: 6181, top1_acc: 0.3659, top5_acc: 0.6424, loss_cls: 2.6856, loss: 2.6856, grad_norm: 2.6177 2020-09-13 02:56:06,409 - mmaction - INFO - Epoch [13][620/880] lr: 6.169e-02, eta: 8:31:40, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.3620, top5_acc: 0.6359, loss_cls: 2.7319, loss: 2.7319, grad_norm: 2.6184 2020-09-13 02:56:21,559 - mmaction - INFO - Epoch [13][640/880] lr: 6.163e-02, eta: 8:30:52, time: 0.764, data_time: 0.010, memory: 6181, top1_acc: 0.3568, top5_acc: 0.6331, loss_cls: 2.7037, loss: 2.7037, grad_norm: 2.4783 2020-09-13 02:56:36,683 - mmaction - INFO - Epoch [13][660/880] lr: 6.157e-02, eta: 8:30:04, time: 0.749, data_time: 0.008, memory: 6181, top1_acc: 0.3693, top5_acc: 0.6440, loss_cls: 2.6795, loss: 2.6795, grad_norm: 2.6474 2020-09-13 02:56:52,358 - mmaction - INFO - Epoch [13][680/880] lr: 6.151e-02, eta: 8:29:18, time: 0.790, data_time: 0.011, memory: 6181, top1_acc: 0.3740, top5_acc: 0.6367, loss_cls: 2.7139, loss: 2.7139, grad_norm: 2.5836 2020-09-13 02:57:07,836 - mmaction - INFO - Epoch [13][700/880] lr: 6.145e-02, eta: 8:28:31, time: 0.772, data_time: 0.009, memory: 6181, top1_acc: 0.3826, top5_acc: 0.6396, loss_cls: 2.6632, loss: 2.6632, grad_norm: 2.6026 2020-09-13 02:57:22,482 - mmaction - INFO - Epoch [13][720/880] lr: 6.139e-02, eta: 8:27:43, time: 0.735, data_time: 0.007, memory: 6181, top1_acc: 0.3688, top5_acc: 0.6310, loss_cls: 2.7209, loss: 2.7209, grad_norm: 2.5812 2020-09-13 02:57:37,646 - mmaction - INFO - Epoch [13][740/880] lr: 6.133e-02, eta: 8:26:55, time: 0.753, data_time: 0.007, memory: 6181, top1_acc: 0.3672, top5_acc: 0.6349, loss_cls: 2.7078, loss: 2.7078, grad_norm: 2.5793 2020-09-13 02:57:52,461 - mmaction - INFO - Epoch [13][760/880] lr: 6.127e-02, eta: 8:26:08, time: 0.745, data_time: 0.010, memory: 6181, top1_acc: 0.3695, top5_acc: 0.6448, loss_cls: 2.6980, loss: 2.6980, grad_norm: 2.5024 2020-09-13 02:58:08,265 - mmaction - INFO - Epoch [13][780/880] lr: 6.121e-02, eta: 8:25:22, time: 0.787, data_time: 0.009, memory: 6181, top1_acc: 0.3698, top5_acc: 0.6398, loss_cls: 2.6939, loss: 2.6939, grad_norm: 2.6335 2020-09-13 02:58:22,632 - mmaction - INFO - Epoch [13][800/880] lr: 6.115e-02, eta: 8:24:33, time: 0.723, data_time: 0.009, memory: 6181, top1_acc: 0.3620, top5_acc: 0.6388, loss_cls: 2.7180, loss: 2.7180, grad_norm: 2.5292 2020-09-13 02:58:37,465 - mmaction - INFO - Epoch [13][820/880] lr: 6.109e-02, eta: 8:23:46, time: 0.741, data_time: 0.009, memory: 6181, top1_acc: 0.3781, top5_acc: 0.6435, loss_cls: 2.6438, loss: 2.6438, grad_norm: 2.6611 2020-09-13 02:58:52,678 - mmaction - INFO - Epoch [13][840/880] lr: 6.102e-02, eta: 8:22:59, time: 0.758, data_time: 0.005, memory: 6181, top1_acc: 0.3628, top5_acc: 0.6310, loss_cls: 2.7291, loss: 2.7291, grad_norm: 2.5660 2020-09-13 02:59:08,141 - mmaction - INFO - Epoch [13][860/880] lr: 6.096e-02, eta: 8:22:13, time: 0.773, data_time: 0.011, memory: 6181, top1_acc: 0.3685, top5_acc: 0.6315, loss_cls: 2.7315, loss: 2.7315, grad_norm: 2.6465 2020-09-13 02:59:21,115 - mmaction - INFO - Epoch [13][880/880] lr: 6.090e-02, eta: 8:21:22, time: 0.653, data_time: 0.007, memory: 6181, top1_acc: 0.3579, top5_acc: 0.6358, loss_cls: 2.7344, loss: 2.7344, grad_norm: 2.6355 2020-09-13 02:59:29,991 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-09-13 03:07:23,730 - mmaction - INFO - Epoch [14][20/880] lr: 6.084e-02, eta: 8:36:23, time: 23.619, data_time: 22.771, memory: 6181, top1_acc: 0.3693, top5_acc: 0.6357, loss_cls: 2.6684, loss: 2.6684, grad_norm: 2.5913 2020-09-13 03:07:38,323 - mmaction - INFO - Epoch [14][40/880] lr: 6.078e-02, eta: 8:35:33, time: 0.734, data_time: 0.026, memory: 6181, top1_acc: 0.3740, top5_acc: 0.6557, loss_cls: 2.6521, loss: 2.6521, grad_norm: 2.6084 2020-09-13 03:07:53,266 - mmaction - INFO - Epoch [14][60/880] lr: 6.072e-02, eta: 8:34:45, time: 0.757, data_time: 0.014, memory: 6181, top1_acc: 0.3680, top5_acc: 0.6419, loss_cls: 2.6756, loss: 2.6756, grad_norm: 2.6604 2020-09-13 03:08:07,791 - mmaction - INFO - Epoch [14][80/880] lr: 6.066e-02, eta: 8:33:55, time: 0.721, data_time: 0.007, memory: 6181, top1_acc: 0.3839, top5_acc: 0.6500, loss_cls: 2.6068, loss: 2.6068, grad_norm: 2.5812 2020-09-13 03:08:22,858 - mmaction - INFO - Epoch [14][100/880] lr: 6.060e-02, eta: 8:33:06, time: 0.759, data_time: 0.010, memory: 6181, top1_acc: 0.3654, top5_acc: 0.6495, loss_cls: 2.6808, loss: 2.6808, grad_norm: 2.6736 2020-09-13 03:08:39,136 - mmaction - INFO - Epoch [14][120/880] lr: 6.054e-02, eta: 8:32:20, time: 0.814, data_time: 0.009, memory: 6181, top1_acc: 0.3661, top5_acc: 0.6391, loss_cls: 2.6739, loss: 2.6739, grad_norm: 2.6278 2020-09-13 03:08:53,798 - mmaction - INFO - Epoch [14][140/880] lr: 6.048e-02, eta: 8:31:31, time: 0.733, data_time: 0.005, memory: 6181, top1_acc: 0.3620, top5_acc: 0.6474, loss_cls: 2.6880, loss: 2.6880, grad_norm: 2.5635 2020-09-13 03:09:08,417 - mmaction - INFO - Epoch [14][160/880] lr: 6.041e-02, eta: 8:30:42, time: 0.731, data_time: 0.008, memory: 6181, top1_acc: 0.3698, top5_acc: 0.6398, loss_cls: 2.6935, loss: 2.6935, grad_norm: 2.5512 2020-09-13 03:09:23,202 - mmaction - INFO - Epoch [14][180/880] lr: 6.035e-02, eta: 8:29:53, time: 0.737, data_time: 0.004, memory: 6181, top1_acc: 0.3794, top5_acc: 0.6521, loss_cls: 2.6518, loss: 2.6518, grad_norm: 2.6163 2020-09-13 03:09:37,862 - mmaction - INFO - Epoch [14][200/880] lr: 6.029e-02, eta: 8:29:04, time: 0.729, data_time: 0.010, memory: 6181, top1_acc: 0.3797, top5_acc: 0.6549, loss_cls: 2.6375, loss: 2.6375, grad_norm: 2.5967 2020-09-13 03:09:53,021 - mmaction - INFO - Epoch [14][220/880] lr: 6.023e-02, eta: 8:28:17, time: 0.765, data_time: 0.010, memory: 6181, top1_acc: 0.3846, top5_acc: 0.6568, loss_cls: 2.6172, loss: 2.6172, grad_norm: 2.5926 2020-09-13 03:10:08,801 - mmaction - INFO - Epoch [14][240/880] lr: 6.017e-02, eta: 8:27:30, time: 0.783, data_time: 0.008, memory: 6181, top1_acc: 0.3797, top5_acc: 0.6479, loss_cls: 2.6499, loss: 2.6499, grad_norm: 2.5957 2020-09-13 03:10:23,172 - mmaction - INFO - Epoch [14][260/880] lr: 6.011e-02, eta: 8:26:41, time: 0.720, data_time: 0.008, memory: 6181, top1_acc: 0.3737, top5_acc: 0.6391, loss_cls: 2.6984, loss: 2.6984, grad_norm: 2.6186 2020-09-13 03:10:38,570 - mmaction - INFO - Epoch [14][280/880] lr: 6.004e-02, eta: 8:25:55, time: 0.770, data_time: 0.011, memory: 6181, top1_acc: 0.3680, top5_acc: 0.6388, loss_cls: 2.6792, loss: 2.6792, grad_norm: 2.6191 2020-09-13 03:10:53,416 - mmaction - INFO - Epoch [14][300/880] lr: 5.998e-02, eta: 8:25:07, time: 0.741, data_time: 0.008, memory: 6181, top1_acc: 0.3760, top5_acc: 0.6365, loss_cls: 2.6872, loss: 2.6872, grad_norm: 2.6321 2020-09-13 03:11:08,523 - mmaction - INFO - Epoch [14][320/880] lr: 5.992e-02, eta: 8:24:19, time: 0.755, data_time: 0.013, memory: 6181, top1_acc: 0.3703, top5_acc: 0.6424, loss_cls: 2.6691, loss: 2.6691, grad_norm: 2.6537 2020-09-13 03:11:23,123 - mmaction - INFO - Epoch [14][340/880] lr: 5.986e-02, eta: 8:23:31, time: 0.734, data_time: 0.010, memory: 6181, top1_acc: 0.3711, top5_acc: 0.6354, loss_cls: 2.7038, loss: 2.7038, grad_norm: 2.5992 2020-09-13 03:11:38,748 - mmaction - INFO - Epoch [14][360/880] lr: 5.980e-02, eta: 8:22:45, time: 0.777, data_time: 0.010, memory: 6181, top1_acc: 0.3581, top5_acc: 0.6331, loss_cls: 2.7350, loss: 2.7350, grad_norm: 2.6524 2020-09-13 03:11:54,149 - mmaction - INFO - Epoch [14][380/880] lr: 5.973e-02, eta: 8:21:59, time: 0.775, data_time: 0.009, memory: 6181, top1_acc: 0.3716, top5_acc: 0.6354, loss_cls: 2.6880, loss: 2.6880, grad_norm: 2.6023 2020-09-13 03:12:09,430 - mmaction - INFO - Epoch [14][400/880] lr: 5.967e-02, eta: 8:21:13, time: 0.766, data_time: 0.010, memory: 6181, top1_acc: 0.3583, top5_acc: 0.6365, loss_cls: 2.7268, loss: 2.7268, grad_norm: 2.6151 2020-09-13 03:12:24,262 - mmaction - INFO - Epoch [14][420/880] lr: 5.961e-02, eta: 8:20:25, time: 0.740, data_time: 0.003, memory: 6181, top1_acc: 0.3685, top5_acc: 0.6279, loss_cls: 2.6849, loss: 2.6849, grad_norm: 2.5221 2020-09-13 03:12:39,408 - mmaction - INFO - Epoch [14][440/880] lr: 5.955e-02, eta: 8:19:39, time: 0.757, data_time: 0.009, memory: 6181, top1_acc: 0.3857, top5_acc: 0.6505, loss_cls: 2.6315, loss: 2.6315, grad_norm: 2.5982 2020-09-13 03:12:54,154 - mmaction - INFO - Epoch [14][460/880] lr: 5.949e-02, eta: 8:18:51, time: 0.729, data_time: 0.004, memory: 6181, top1_acc: 0.3708, top5_acc: 0.6495, loss_cls: 2.6780, loss: 2.6780, grad_norm: 2.6051 2020-09-13 03:13:09,236 - mmaction - INFO - Epoch [14][480/880] lr: 5.942e-02, eta: 8:18:05, time: 0.765, data_time: 0.017, memory: 6181, top1_acc: 0.3786, top5_acc: 0.6495, loss_cls: 2.6514, loss: 2.6514, grad_norm: 2.6341 2020-09-13 03:13:24,233 - mmaction - INFO - Epoch [14][500/880] lr: 5.936e-02, eta: 8:17:19, time: 0.748, data_time: 0.003, memory: 6181, top1_acc: 0.3714, top5_acc: 0.6396, loss_cls: 2.7047, loss: 2.7047, grad_norm: 2.6379 2020-09-13 03:13:39,523 - mmaction - INFO - Epoch [14][520/880] lr: 5.930e-02, eta: 8:16:33, time: 0.762, data_time: 0.011, memory: 6181, top1_acc: 0.3669, top5_acc: 0.6326, loss_cls: 2.7209, loss: 2.7209, grad_norm: 2.6646 2020-09-13 03:13:54,352 - mmaction - INFO - Epoch [14][540/880] lr: 5.924e-02, eta: 8:15:46, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.3565, top5_acc: 0.6461, loss_cls: 2.6939, loss: 2.6939, grad_norm: 2.6439 2020-09-13 03:14:09,906 - mmaction - INFO - Epoch [14][560/880] lr: 5.917e-02, eta: 8:15:01, time: 0.776, data_time: 0.011, memory: 6181, top1_acc: 0.3721, top5_acc: 0.6354, loss_cls: 2.7238, loss: 2.7238, grad_norm: 2.5704 2020-09-13 03:14:25,095 - mmaction - INFO - Epoch [14][580/880] lr: 5.911e-02, eta: 8:14:16, time: 0.761, data_time: 0.009, memory: 6181, top1_acc: 0.3883, top5_acc: 0.6552, loss_cls: 2.6174, loss: 2.6174, grad_norm: 2.6180 2020-09-13 03:14:39,751 - mmaction - INFO - Epoch [14][600/880] lr: 5.905e-02, eta: 8:13:29, time: 0.727, data_time: 0.009, memory: 6181, top1_acc: 0.3839, top5_acc: 0.6487, loss_cls: 2.6650, loss: 2.6650, grad_norm: 2.5847 2020-09-13 03:14:54,399 - mmaction - INFO - Epoch [14][620/880] lr: 5.898e-02, eta: 8:12:43, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.3828, top5_acc: 0.6516, loss_cls: 2.6196, loss: 2.6196, grad_norm: 2.5915 2020-09-13 03:15:09,515 - mmaction - INFO - Epoch [14][640/880] lr: 5.892e-02, eta: 8:11:57, time: 0.751, data_time: 0.008, memory: 6181, top1_acc: 0.3708, top5_acc: 0.6464, loss_cls: 2.6684, loss: 2.6684, grad_norm: 2.6077 2020-09-13 03:15:24,246 - mmaction - INFO - Epoch [14][660/880] lr: 5.886e-02, eta: 8:11:11, time: 0.741, data_time: 0.011, memory: 6181, top1_acc: 0.3714, top5_acc: 0.6344, loss_cls: 2.7083, loss: 2.7083, grad_norm: 2.6320 2020-09-13 03:15:39,948 - mmaction - INFO - Epoch [14][680/880] lr: 5.880e-02, eta: 8:10:27, time: 0.785, data_time: 0.010, memory: 6181, top1_acc: 0.3690, top5_acc: 0.6375, loss_cls: 2.6979, loss: 2.6979, grad_norm: 2.6074 2020-09-13 03:15:54,585 - mmaction - INFO - Epoch [14][700/880] lr: 5.873e-02, eta: 8:09:41, time: 0.732, data_time: 0.005, memory: 6181, top1_acc: 0.3701, top5_acc: 0.6474, loss_cls: 2.6685, loss: 2.6685, grad_norm: 2.5827 2020-09-13 03:16:09,767 - mmaction - INFO - Epoch [14][720/880] lr: 5.867e-02, eta: 8:08:56, time: 0.759, data_time: 0.008, memory: 6181, top1_acc: 0.3768, top5_acc: 0.6534, loss_cls: 2.6543, loss: 2.6543, grad_norm: 2.6766 2020-09-13 03:16:25,197 - mmaction - INFO - Epoch [14][740/880] lr: 5.861e-02, eta: 8:08:11, time: 0.771, data_time: 0.005, memory: 6181, top1_acc: 0.3742, top5_acc: 0.6440, loss_cls: 2.6744, loss: 2.6744, grad_norm: 2.6257 2020-09-13 03:16:39,994 - mmaction - INFO - Epoch [14][760/880] lr: 5.854e-02, eta: 8:07:26, time: 0.740, data_time: 0.008, memory: 6181, top1_acc: 0.3904, top5_acc: 0.6456, loss_cls: 2.6228, loss: 2.6228, grad_norm: 2.7001 2020-09-13 03:16:55,296 - mmaction - INFO - Epoch [14][780/880] lr: 5.848e-02, eta: 8:06:41, time: 0.767, data_time: 0.005, memory: 6181, top1_acc: 0.3716, top5_acc: 0.6432, loss_cls: 2.6789, loss: 2.6789, grad_norm: 2.7608 2020-09-13 03:17:10,343 - mmaction - INFO - Epoch [14][800/880] lr: 5.842e-02, eta: 8:05:56, time: 0.745, data_time: 0.007, memory: 6181, top1_acc: 0.3799, top5_acc: 0.6388, loss_cls: 2.6675, loss: 2.6675, grad_norm: 2.5904 2020-09-13 03:17:25,248 - mmaction - INFO - Epoch [14][820/880] lr: 5.835e-02, eta: 8:05:11, time: 0.749, data_time: 0.011, memory: 6181, top1_acc: 0.3807, top5_acc: 0.6503, loss_cls: 2.6473, loss: 2.6473, grad_norm: 2.6198 2020-09-13 03:17:40,309 - mmaction - INFO - Epoch [14][840/880] lr: 5.829e-02, eta: 8:04:27, time: 0.755, data_time: 0.011, memory: 6181, top1_acc: 0.3669, top5_acc: 0.6393, loss_cls: 2.6981, loss: 2.6981, grad_norm: 2.6462 2020-09-13 03:17:55,198 - mmaction - INFO - Epoch [14][860/880] lr: 5.823e-02, eta: 8:03:42, time: 0.742, data_time: 0.005, memory: 6181, top1_acc: 0.3849, top5_acc: 0.6458, loss_cls: 2.6383, loss: 2.6383, grad_norm: 2.6407 2020-09-13 03:18:09,161 - mmaction - INFO - Epoch [14][880/880] lr: 5.816e-02, eta: 8:02:55, time: 0.696, data_time: 0.011, memory: 6181, top1_acc: 0.3627, top5_acc: 0.6313, loss_cls: 2.7264, loss: 2.7264, grad_norm: 2.5898 2020-09-13 03:18:19,398 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-09-13 03:26:04,519 - mmaction - INFO - Epoch [15][20/880] lr: 5.810e-02, eta: 8:16:03, time: 23.211, data_time: 22.406, memory: 6181, top1_acc: 0.3891, top5_acc: 0.6484, loss_cls: 2.6209, loss: 2.6209, grad_norm: 2.5610 2020-09-13 03:26:19,308 - mmaction - INFO - Epoch [15][40/880] lr: 5.804e-02, eta: 8:15:16, time: 0.739, data_time: 0.016, memory: 6181, top1_acc: 0.3740, top5_acc: 0.6589, loss_cls: 2.6361, loss: 2.6361, grad_norm: 2.7312 2020-09-13 03:26:34,109 - mmaction - INFO - Epoch [15][60/880] lr: 5.797e-02, eta: 8:14:29, time: 0.744, data_time: 0.009, memory: 6181, top1_acc: 0.3792, top5_acc: 0.6534, loss_cls: 2.6278, loss: 2.6278, grad_norm: 2.7176 2020-09-13 03:26:49,979 - mmaction - INFO - Epoch [15][80/880] lr: 5.791e-02, eta: 8:13:45, time: 0.795, data_time: 0.011, memory: 6181, top1_acc: 0.3729, top5_acc: 0.6393, loss_cls: 2.6890, loss: 2.6890, grad_norm: 2.6057 2020-09-13 03:27:04,179 - mmaction - INFO - Epoch [15][100/880] lr: 5.784e-02, eta: 8:12:57, time: 0.709, data_time: 0.004, memory: 6181, top1_acc: 0.3721, top5_acc: 0.6479, loss_cls: 2.6604, loss: 2.6604, grad_norm: 2.6326 2020-09-13 03:27:19,635 - mmaction - INFO - Epoch [15][120/880] lr: 5.778e-02, eta: 8:12:12, time: 0.768, data_time: 0.008, memory: 6181, top1_acc: 0.3911, top5_acc: 0.6536, loss_cls: 2.5956, loss: 2.5956, grad_norm: 2.5453 2020-09-13 03:27:35,241 - mmaction - INFO - Epoch [15][140/880] lr: 5.772e-02, eta: 8:11:27, time: 0.783, data_time: 0.009, memory: 6181, top1_acc: 0.3961, top5_acc: 0.6568, loss_cls: 2.6185, loss: 2.6185, grad_norm: 2.7500 2020-09-13 03:27:49,911 - mmaction - INFO - Epoch [15][160/880] lr: 5.765e-02, eta: 8:10:41, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.3831, top5_acc: 0.6492, loss_cls: 2.6368, loss: 2.6368, grad_norm: 2.6451 2020-09-13 03:28:04,844 - mmaction - INFO - Epoch [15][180/880] lr: 5.759e-02, eta: 8:09:55, time: 0.744, data_time: 0.005, memory: 6181, top1_acc: 0.3841, top5_acc: 0.6604, loss_cls: 2.6124, loss: 2.6124, grad_norm: 2.6791 2020-09-13 03:28:19,321 - mmaction - INFO - Epoch [15][200/880] lr: 5.752e-02, eta: 8:09:08, time: 0.723, data_time: 0.012, memory: 6181, top1_acc: 0.3844, top5_acc: 0.6367, loss_cls: 2.6596, loss: 2.6596, grad_norm: 2.6243 2020-09-13 03:28:34,188 - mmaction - INFO - Epoch [15][220/880] lr: 5.746e-02, eta: 8:08:22, time: 0.747, data_time: 0.008, memory: 6181, top1_acc: 0.3852, top5_acc: 0.6583, loss_cls: 2.6047, loss: 2.6047, grad_norm: 2.7444 2020-09-13 03:28:49,167 - mmaction - INFO - Epoch [15][240/880] lr: 5.740e-02, eta: 8:07:37, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.3716, top5_acc: 0.6555, loss_cls: 2.6323, loss: 2.6323, grad_norm: 2.7182 2020-09-13 03:29:04,052 - mmaction - INFO - Epoch [15][260/880] lr: 5.733e-02, eta: 8:06:51, time: 0.750, data_time: 0.008, memory: 6181, top1_acc: 0.3826, top5_acc: 0.6396, loss_cls: 2.6733, loss: 2.6733, grad_norm: 2.7016 2020-09-13 03:29:19,615 - mmaction - INFO - Epoch [15][280/880] lr: 5.727e-02, eta: 8:06:07, time: 0.777, data_time: 0.008, memory: 6181, top1_acc: 0.3839, top5_acc: 0.6482, loss_cls: 2.6443, loss: 2.6443, grad_norm: 2.7152 2020-09-13 03:29:34,890 - mmaction - INFO - Epoch [15][300/880] lr: 5.720e-02, eta: 8:05:23, time: 0.764, data_time: 0.004, memory: 6181, top1_acc: 0.3724, top5_acc: 0.6370, loss_cls: 2.6771, loss: 2.6771, grad_norm: 2.7229 2020-09-13 03:29:49,298 - mmaction - INFO - Epoch [15][320/880] lr: 5.714e-02, eta: 8:04:36, time: 0.721, data_time: 0.008, memory: 6181, top1_acc: 0.3839, top5_acc: 0.6435, loss_cls: 2.6585, loss: 2.6585, grad_norm: 2.7073 2020-09-13 03:30:04,814 - mmaction - INFO - Epoch [15][340/880] lr: 5.707e-02, eta: 8:03:52, time: 0.774, data_time: 0.003, memory: 6181, top1_acc: 0.3706, top5_acc: 0.6505, loss_cls: 2.6509, loss: 2.6509, grad_norm: 2.6721 2020-09-13 03:30:20,108 - mmaction - INFO - Epoch [15][360/880] lr: 5.701e-02, eta: 8:03:08, time: 0.765, data_time: 0.006, memory: 6181, top1_acc: 0.3685, top5_acc: 0.6383, loss_cls: 2.6845, loss: 2.6845, grad_norm: 2.7444 2020-09-13 03:30:35,007 - mmaction - INFO - Epoch [15][380/880] lr: 5.694e-02, eta: 8:02:23, time: 0.744, data_time: 0.010, memory: 6181, top1_acc: 0.3763, top5_acc: 0.6458, loss_cls: 2.6707, loss: 2.6707, grad_norm: 2.6499 2020-09-13 03:30:49,966 - mmaction - INFO - Epoch [15][400/880] lr: 5.688e-02, eta: 8:01:38, time: 0.748, data_time: 0.007, memory: 6181, top1_acc: 0.3815, top5_acc: 0.6385, loss_cls: 2.6535, loss: 2.6535, grad_norm: 2.7413 2020-09-13 03:31:04,915 - mmaction - INFO - Epoch [15][420/880] lr: 5.681e-02, eta: 8:00:53, time: 0.744, data_time: 0.011, memory: 6181, top1_acc: 0.3813, top5_acc: 0.6508, loss_cls: 2.6481, loss: 2.6481, grad_norm: 2.7680 2020-09-13 03:31:19,782 - mmaction - INFO - Epoch [15][440/880] lr: 5.675e-02, eta: 8:00:09, time: 0.750, data_time: 0.009, memory: 6181, top1_acc: 0.3648, top5_acc: 0.6448, loss_cls: 2.7040, loss: 2.7040, grad_norm: 2.7436 2020-09-13 03:31:35,147 - mmaction - INFO - Epoch [15][460/880] lr: 5.668e-02, eta: 7:59:25, time: 0.765, data_time: 0.007, memory: 6181, top1_acc: 0.3867, top5_acc: 0.6586, loss_cls: 2.6202, loss: 2.6202, grad_norm: 2.6915 2020-09-13 03:31:49,783 - mmaction - INFO - Epoch [15][480/880] lr: 5.662e-02, eta: 7:58:40, time: 0.730, data_time: 0.006, memory: 6181, top1_acc: 0.3846, top5_acc: 0.6542, loss_cls: 2.6160, loss: 2.6160, grad_norm: 2.7241 2020-09-13 03:32:05,026 - mmaction - INFO - Epoch [15][500/880] lr: 5.655e-02, eta: 7:57:56, time: 0.766, data_time: 0.014, memory: 6181, top1_acc: 0.3753, top5_acc: 0.6557, loss_cls: 2.6446, loss: 2.6446, grad_norm: 2.6808 2020-09-13 03:32:19,994 - mmaction - INFO - Epoch [15][520/880] lr: 5.649e-02, eta: 7:57:12, time: 0.748, data_time: 0.004, memory: 6181, top1_acc: 0.3797, top5_acc: 0.6391, loss_cls: 2.6471, loss: 2.6471, grad_norm: 2.6905 2020-09-13 03:32:34,787 - mmaction - INFO - Epoch [15][540/880] lr: 5.642e-02, eta: 7:56:28, time: 0.741, data_time: 0.008, memory: 6181, top1_acc: 0.3862, top5_acc: 0.6552, loss_cls: 2.6267, loss: 2.6267, grad_norm: 2.6850 2020-09-13 03:32:50,100 - mmaction - INFO - Epoch [15][560/880] lr: 5.636e-02, eta: 7:55:44, time: 0.764, data_time: 0.003, memory: 6181, top1_acc: 0.3729, top5_acc: 0.6378, loss_cls: 2.6732, loss: 2.6732, grad_norm: 2.7082 2020-09-13 03:33:04,969 - mmaction - INFO - Epoch [15][580/880] lr: 5.629e-02, eta: 7:55:00, time: 0.741, data_time: 0.010, memory: 6181, top1_acc: 0.4018, top5_acc: 0.6677, loss_cls: 2.5469, loss: 2.5469, grad_norm: 2.7466 2020-09-13 03:33:19,592 - mmaction - INFO - Epoch [15][600/880] lr: 5.623e-02, eta: 7:54:16, time: 0.734, data_time: 0.009, memory: 6181, top1_acc: 0.3784, top5_acc: 0.6484, loss_cls: 2.6294, loss: 2.6294, grad_norm: 2.7317 2020-09-13 03:33:34,603 - mmaction - INFO - Epoch [15][620/880] lr: 5.616e-02, eta: 7:53:32, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.3745, top5_acc: 0.6471, loss_cls: 2.6575, loss: 2.6575, grad_norm: 2.6209 2020-09-13 03:33:49,442 - mmaction - INFO - Epoch [15][640/880] lr: 5.610e-02, eta: 7:52:48, time: 0.744, data_time: 0.009, memory: 6181, top1_acc: 0.3805, top5_acc: 0.6573, loss_cls: 2.6286, loss: 2.6286, grad_norm: 2.6760 2020-09-13 03:34:04,427 - mmaction - INFO - Epoch [15][660/880] lr: 5.603e-02, eta: 7:52:05, time: 0.750, data_time: 0.011, memory: 6181, top1_acc: 0.3841, top5_acc: 0.6539, loss_cls: 2.6458, loss: 2.6458, grad_norm: 2.6332 2020-09-13 03:34:19,767 - mmaction - INFO - Epoch [15][680/880] lr: 5.597e-02, eta: 7:51:22, time: 0.768, data_time: 0.005, memory: 6181, top1_acc: 0.3711, top5_acc: 0.6484, loss_cls: 2.6839, loss: 2.6839, grad_norm: 2.7379 2020-09-13 03:34:34,843 - mmaction - INFO - Epoch [15][700/880] lr: 5.590e-02, eta: 7:50:39, time: 0.749, data_time: 0.008, memory: 6181, top1_acc: 0.3807, top5_acc: 0.6612, loss_cls: 2.6095, loss: 2.6095, grad_norm: 2.6620 2020-09-13 03:34:49,736 - mmaction - INFO - Epoch [15][720/880] lr: 5.584e-02, eta: 7:49:55, time: 0.750, data_time: 0.009, memory: 6181, top1_acc: 0.3760, top5_acc: 0.6563, loss_cls: 2.6268, loss: 2.6268, grad_norm: 2.7101 2020-09-13 03:35:04,838 - mmaction - INFO - Epoch [15][740/880] lr: 5.577e-02, eta: 7:49:12, time: 0.752, data_time: 0.007, memory: 6181, top1_acc: 0.3938, top5_acc: 0.6591, loss_cls: 2.5835, loss: 2.5835, grad_norm: 2.7064 2020-09-13 03:35:19,750 - mmaction - INFO - Epoch [15][760/880] lr: 5.571e-02, eta: 7:48:29, time: 0.748, data_time: 0.006, memory: 6181, top1_acc: 0.3862, top5_acc: 0.6466, loss_cls: 2.6116, loss: 2.6116, grad_norm: 2.7028 2020-09-13 03:35:35,518 - mmaction - INFO - Epoch [15][780/880] lr: 5.564e-02, eta: 7:47:47, time: 0.780, data_time: 0.009, memory: 6181, top1_acc: 0.3750, top5_acc: 0.6602, loss_cls: 2.6074, loss: 2.6074, grad_norm: 2.6866 2020-09-13 03:35:49,732 - mmaction - INFO - Epoch [15][800/880] lr: 5.557e-02, eta: 7:47:03, time: 0.718, data_time: 0.012, memory: 6181, top1_acc: 0.3839, top5_acc: 0.6461, loss_cls: 2.6445, loss: 2.6445, grad_norm: 2.6247 2020-09-13 03:36:05,158 - mmaction - INFO - Epoch [15][820/880] lr: 5.551e-02, eta: 7:46:21, time: 0.767, data_time: 0.011, memory: 6181, top1_acc: 0.3885, top5_acc: 0.6615, loss_cls: 2.5983, loss: 2.5983, grad_norm: 2.6878 2020-09-13 03:36:19,750 - mmaction - INFO - Epoch [15][840/880] lr: 5.544e-02, eta: 7:45:38, time: 0.732, data_time: 0.011, memory: 6181, top1_acc: 0.3846, top5_acc: 0.6513, loss_cls: 2.5907, loss: 2.5907, grad_norm: 2.7132 2020-09-13 03:36:35,072 - mmaction - INFO - Epoch [15][860/880] lr: 5.538e-02, eta: 7:44:55, time: 0.763, data_time: 0.011, memory: 6181, top1_acc: 0.4060, top5_acc: 0.6674, loss_cls: 2.5581, loss: 2.5581, grad_norm: 2.7159 2020-09-13 03:36:48,598 - mmaction - INFO - Epoch [15][880/880] lr: 5.531e-02, eta: 7:44:11, time: 0.683, data_time: 0.009, memory: 6181, top1_acc: 0.3944, top5_acc: 0.6654, loss_cls: 2.5663, loss: 2.5663, grad_norm: 2.7713 2020-09-13 03:36:57,036 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-09-13 03:44:35,865 - mmaction - INFO - Epoch [16][20/880] lr: 5.524e-02, eta: 7:55:45, time: 22.909, data_time: 22.123, memory: 6181, top1_acc: 0.3727, top5_acc: 0.6539, loss_cls: 2.6384, loss: 2.6384, grad_norm: 2.6992 2020-09-13 03:44:50,819 - mmaction - INFO - Epoch [16][40/880] lr: 5.518e-02, eta: 7:55:01, time: 0.750, data_time: 0.014, memory: 6181, top1_acc: 0.3906, top5_acc: 0.6581, loss_cls: 2.6028, loss: 2.6028, grad_norm: 2.7012 2020-09-13 03:45:05,744 - mmaction - INFO - Epoch [16][60/880] lr: 5.511e-02, eta: 7:54:17, time: 0.748, data_time: 0.005, memory: 6181, top1_acc: 0.3898, top5_acc: 0.6620, loss_cls: 2.5888, loss: 2.5888, grad_norm: 2.7197 2020-09-13 03:45:20,305 - mmaction - INFO - Epoch [16][80/880] lr: 5.505e-02, eta: 7:53:32, time: 0.726, data_time: 0.003, memory: 6181, top1_acc: 0.3862, top5_acc: 0.6667, loss_cls: 2.5938, loss: 2.5938, grad_norm: 2.7731 2020-09-13 03:45:35,464 - mmaction - INFO - Epoch [16][100/880] lr: 5.498e-02, eta: 7:52:48, time: 0.757, data_time: 0.011, memory: 6181, top1_acc: 0.3938, top5_acc: 0.6570, loss_cls: 2.5971, loss: 2.5971, grad_norm: 2.7253 2020-09-13 03:45:50,168 - mmaction - INFO - Epoch [16][120/880] lr: 5.491e-02, eta: 7:52:04, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.3917, top5_acc: 0.6594, loss_cls: 2.5652, loss: 2.5652, grad_norm: 2.7540 2020-09-13 03:46:05,252 - mmaction - INFO - Epoch [16][140/880] lr: 5.485e-02, eta: 7:51:20, time: 0.749, data_time: 0.010, memory: 6181, top1_acc: 0.3875, top5_acc: 0.6477, loss_cls: 2.6404, loss: 2.6404, grad_norm: 2.7332 2020-09-13 03:46:19,924 - mmaction - INFO - Epoch [16][160/880] lr: 5.478e-02, eta: 7:50:36, time: 0.739, data_time: 0.011, memory: 6181, top1_acc: 0.3917, top5_acc: 0.6576, loss_cls: 2.5973, loss: 2.5973, grad_norm: 2.6760 2020-09-13 03:46:35,126 - mmaction - INFO - Epoch [16][180/880] lr: 5.472e-02, eta: 7:49:53, time: 0.759, data_time: 0.008, memory: 6181, top1_acc: 0.4008, top5_acc: 0.6596, loss_cls: 2.5582, loss: 2.5582, grad_norm: 2.7149 2020-09-13 03:46:50,514 - mmaction - INFO - Epoch [16][200/880] lr: 5.465e-02, eta: 7:49:10, time: 0.772, data_time: 0.005, memory: 6181, top1_acc: 0.3789, top5_acc: 0.6474, loss_cls: 2.6700, loss: 2.6700, grad_norm: 2.7499 2020-09-13 03:47:05,532 - mmaction - INFO - Epoch [16][220/880] lr: 5.458e-02, eta: 7:48:26, time: 0.745, data_time: 0.006, memory: 6181, top1_acc: 0.3805, top5_acc: 0.6526, loss_cls: 2.6174, loss: 2.6174, grad_norm: 2.8067 2020-09-13 03:47:20,597 - mmaction - INFO - Epoch [16][240/880] lr: 5.452e-02, eta: 7:47:43, time: 0.756, data_time: 0.010, memory: 6181, top1_acc: 0.3995, top5_acc: 0.6609, loss_cls: 2.5729, loss: 2.5729, grad_norm: 2.6610 2020-09-13 03:47:35,936 - mmaction - INFO - Epoch [16][260/880] lr: 5.445e-02, eta: 7:47:01, time: 0.769, data_time: 0.010, memory: 6181, top1_acc: 0.3766, top5_acc: 0.6424, loss_cls: 2.6660, loss: 2.6660, grad_norm: 2.7028 2020-09-13 03:47:50,566 - mmaction - INFO - Epoch [16][280/880] lr: 5.438e-02, eta: 7:46:17, time: 0.730, data_time: 0.004, memory: 6181, top1_acc: 0.3732, top5_acc: 0.6492, loss_cls: 2.6502, loss: 2.6502, grad_norm: 2.6886 2020-09-13 03:48:05,705 - mmaction - INFO - Epoch [16][300/880] lr: 5.432e-02, eta: 7:45:34, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.3919, top5_acc: 0.6620, loss_cls: 2.5646, loss: 2.5646, grad_norm: 2.6849 2020-09-13 03:48:20,368 - mmaction - INFO - Epoch [16][320/880] lr: 5.425e-02, eta: 7:44:51, time: 0.740, data_time: 0.011, memory: 6181, top1_acc: 0.3820, top5_acc: 0.6469, loss_cls: 2.6076, loss: 2.6076, grad_norm: 2.7679 2020-09-13 03:48:35,021 - mmaction - INFO - Epoch [16][340/880] lr: 5.418e-02, eta: 7:44:07, time: 0.729, data_time: 0.009, memory: 6181, top1_acc: 0.3794, top5_acc: 0.6562, loss_cls: 2.6302, loss: 2.6302, grad_norm: 2.7156 2020-09-13 03:48:49,671 - mmaction - INFO - Epoch [16][360/880] lr: 5.412e-02, eta: 7:43:24, time: 0.736, data_time: 0.009, memory: 6181, top1_acc: 0.3940, top5_acc: 0.6612, loss_cls: 2.5731, loss: 2.5731, grad_norm: 2.7061 2020-09-13 03:49:05,029 - mmaction - INFO - Epoch [16][380/880] lr: 5.405e-02, eta: 7:42:42, time: 0.764, data_time: 0.009, memory: 6181, top1_acc: 0.3917, top5_acc: 0.6539, loss_cls: 2.5664, loss: 2.5664, grad_norm: 2.6805 2020-09-13 03:49:19,733 - mmaction - INFO - Epoch [16][400/880] lr: 5.398e-02, eta: 7:41:59, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.3932, top5_acc: 0.6510, loss_cls: 2.6061, loss: 2.6061, grad_norm: 2.7527 2020-09-13 03:49:35,089 - mmaction - INFO - Epoch [16][420/880] lr: 5.391e-02, eta: 7:41:17, time: 0.768, data_time: 0.010, memory: 6181, top1_acc: 0.3969, top5_acc: 0.6638, loss_cls: 2.5844, loss: 2.5844, grad_norm: 2.7001 2020-09-13 03:49:49,801 - mmaction - INFO - Epoch [16][440/880] lr: 5.385e-02, eta: 7:40:34, time: 0.735, data_time: 0.004, memory: 6181, top1_acc: 0.3820, top5_acc: 0.6607, loss_cls: 2.5771, loss: 2.5771, grad_norm: 2.7123 2020-09-13 03:50:05,115 - mmaction - INFO - Epoch [16][460/880] lr: 5.378e-02, eta: 7:39:52, time: 0.766, data_time: 0.010, memory: 6181, top1_acc: 0.3852, top5_acc: 0.6685, loss_cls: 2.5592, loss: 2.5592, grad_norm: 2.7522 2020-09-13 03:50:19,965 - mmaction - INFO - Epoch [16][480/880] lr: 5.371e-02, eta: 7:39:09, time: 0.742, data_time: 0.006, memory: 6181, top1_acc: 0.3846, top5_acc: 0.6687, loss_cls: 2.5457, loss: 2.5457, grad_norm: 2.7548 2020-09-13 03:50:34,917 - mmaction - INFO - Epoch [16][500/880] lr: 5.365e-02, eta: 7:38:27, time: 0.750, data_time: 0.011, memory: 6181, top1_acc: 0.3732, top5_acc: 0.6589, loss_cls: 2.6095, loss: 2.6095, grad_norm: 2.7620 2020-09-13 03:50:49,671 - mmaction - INFO - Epoch [16][520/880] lr: 5.358e-02, eta: 7:37:44, time: 0.736, data_time: 0.003, memory: 6181, top1_acc: 0.4049, top5_acc: 0.6641, loss_cls: 2.5459, loss: 2.5459, grad_norm: 2.7545 2020-09-13 03:51:04,701 - mmaction - INFO - Epoch [16][540/880] lr: 5.351e-02, eta: 7:37:02, time: 0.749, data_time: 0.010, memory: 6181, top1_acc: 0.3932, top5_acc: 0.6464, loss_cls: 2.6227, loss: 2.6227, grad_norm: 2.7714 2020-09-13 03:51:19,914 - mmaction - INFO - Epoch [16][560/880] lr: 5.345e-02, eta: 7:36:21, time: 0.763, data_time: 0.009, memory: 6181, top1_acc: 0.3763, top5_acc: 0.6500, loss_cls: 2.6653, loss: 2.6653, grad_norm: 2.7622 2020-09-13 03:51:34,972 - mmaction - INFO - Epoch [16][580/880] lr: 5.338e-02, eta: 7:35:39, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.3784, top5_acc: 0.6591, loss_cls: 2.6209, loss: 2.6209, grad_norm: 2.7884 2020-09-13 03:51:50,001 - mmaction - INFO - Epoch [16][600/880] lr: 5.331e-02, eta: 7:34:57, time: 0.751, data_time: 0.005, memory: 6181, top1_acc: 0.3974, top5_acc: 0.6604, loss_cls: 2.5728, loss: 2.5728, grad_norm: 2.7657 2020-09-13 03:52:05,168 - mmaction - INFO - Epoch [16][620/880] lr: 5.324e-02, eta: 7:34:15, time: 0.760, data_time: 0.011, memory: 6181, top1_acc: 0.3953, top5_acc: 0.6703, loss_cls: 2.5605, loss: 2.5605, grad_norm: 2.8449 2020-09-13 03:52:20,098 - mmaction - INFO - Epoch [16][640/880] lr: 5.318e-02, eta: 7:33:34, time: 0.747, data_time: 0.004, memory: 6181, top1_acc: 0.4021, top5_acc: 0.6672, loss_cls: 2.5550, loss: 2.5550, grad_norm: 2.7075 2020-09-13 03:52:35,186 - mmaction - INFO - Epoch [16][660/880] lr: 5.311e-02, eta: 7:32:52, time: 0.750, data_time: 0.013, memory: 6181, top1_acc: 0.3893, top5_acc: 0.6495, loss_cls: 2.6201, loss: 2.6201, grad_norm: 2.7948 2020-09-13 03:52:49,904 - mmaction - INFO - Epoch [16][680/880] lr: 5.304e-02, eta: 7:32:10, time: 0.742, data_time: 0.009, memory: 6181, top1_acc: 0.3750, top5_acc: 0.6552, loss_cls: 2.6169, loss: 2.6169, grad_norm: 2.7130 2020-09-13 03:53:05,245 - mmaction - INFO - Epoch [16][700/880] lr: 5.297e-02, eta: 7:31:29, time: 0.764, data_time: 0.009, memory: 6181, top1_acc: 0.3836, top5_acc: 0.6682, loss_cls: 2.5544, loss: 2.5544, grad_norm: 2.7622 2020-09-13 03:53:19,863 - mmaction - INFO - Epoch [16][720/880] lr: 5.291e-02, eta: 7:30:47, time: 0.732, data_time: 0.006, memory: 6181, top1_acc: 0.3969, top5_acc: 0.6573, loss_cls: 2.5924, loss: 2.5924, grad_norm: 2.7033 2020-09-13 03:53:34,944 - mmaction - INFO - Epoch [16][740/880] lr: 5.284e-02, eta: 7:30:06, time: 0.749, data_time: 0.009, memory: 6181, top1_acc: 0.3784, top5_acc: 0.6466, loss_cls: 2.6146, loss: 2.6146, grad_norm: 2.8157 2020-09-13 03:53:49,797 - mmaction - INFO - Epoch [16][760/880] lr: 5.277e-02, eta: 7:29:25, time: 0.749, data_time: 0.009, memory: 6181, top1_acc: 0.3867, top5_acc: 0.6562, loss_cls: 2.5885, loss: 2.5885, grad_norm: 2.7832 2020-09-13 03:54:05,332 - mmaction - INFO - Epoch [16][780/880] lr: 5.270e-02, eta: 7:28:44, time: 0.777, data_time: 0.008, memory: 6181, top1_acc: 0.3924, top5_acc: 0.6651, loss_cls: 2.5440, loss: 2.5440, grad_norm: 2.7469 2020-09-13 03:54:19,626 - mmaction - INFO - Epoch [16][800/880] lr: 5.264e-02, eta: 7:28:02, time: 0.713, data_time: 0.004, memory: 6181, top1_acc: 0.3896, top5_acc: 0.6581, loss_cls: 2.5874, loss: 2.5874, grad_norm: 2.7319 2020-09-13 03:54:34,889 - mmaction - INFO - Epoch [16][820/880] lr: 5.257e-02, eta: 7:27:21, time: 0.764, data_time: 0.010, memory: 6181, top1_acc: 0.3839, top5_acc: 0.6589, loss_cls: 2.6232, loss: 2.6232, grad_norm: 2.7224 2020-09-13 03:54:50,208 - mmaction - INFO - Epoch [16][840/880] lr: 5.250e-02, eta: 7:26:41, time: 0.759, data_time: 0.005, memory: 6181, top1_acc: 0.3740, top5_acc: 0.6526, loss_cls: 2.6359, loss: 2.6359, grad_norm: 2.7173 2020-09-13 03:55:05,258 - mmaction - INFO - Epoch [16][860/880] lr: 5.243e-02, eta: 7:26:00, time: 0.759, data_time: 0.016, memory: 6181, top1_acc: 0.3865, top5_acc: 0.6495, loss_cls: 2.6088, loss: 2.6088, grad_norm: 2.7369 2020-09-13 03:55:19,026 - mmaction - INFO - Epoch [16][880/880] lr: 5.236e-02, eta: 7:25:17, time: 0.688, data_time: 0.005, memory: 6181, top1_acc: 0.4099, top5_acc: 0.6746, loss_cls: 2.5073, loss: 2.5073, grad_norm: 2.7941 2020-09-13 03:55:27,626 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-09-13 04:03:18,554 - mmaction - INFO - Epoch [17][20/880] lr: 5.230e-02, eta: 7:35:56, time: 23.461, data_time: 22.632, memory: 6181, top1_acc: 0.4240, top5_acc: 0.6789, loss_cls: 2.4747, loss: 2.4747, grad_norm: 2.6997 2020-09-13 04:03:33,498 - mmaction - INFO - Epoch [17][40/880] lr: 5.223e-02, eta: 7:35:14, time: 0.744, data_time: 0.014, memory: 6181, top1_acc: 0.4039, top5_acc: 0.6750, loss_cls: 2.4993, loss: 2.4993, grad_norm: 2.7502 2020-09-13 04:03:48,456 - mmaction - INFO - Epoch [17][60/880] lr: 5.216e-02, eta: 7:34:32, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.3909, top5_acc: 0.6768, loss_cls: 2.5063, loss: 2.5063, grad_norm: 2.8090 2020-09-13 04:04:03,602 - mmaction - INFO - Epoch [17][80/880] lr: 5.209e-02, eta: 7:33:50, time: 0.755, data_time: 0.009, memory: 6181, top1_acc: 0.4086, top5_acc: 0.6805, loss_cls: 2.4901, loss: 2.4901, grad_norm: 2.7831 2020-09-13 04:04:18,294 - mmaction - INFO - Epoch [17][100/880] lr: 5.202e-02, eta: 7:33:08, time: 0.740, data_time: 0.008, memory: 6181, top1_acc: 0.4000, top5_acc: 0.6685, loss_cls: 2.5535, loss: 2.5535, grad_norm: 2.8645 2020-09-13 04:04:32,905 - mmaction - INFO - Epoch [17][120/880] lr: 5.196e-02, eta: 7:32:25, time: 0.723, data_time: 0.006, memory: 6181, top1_acc: 0.4057, top5_acc: 0.6708, loss_cls: 2.5155, loss: 2.5155, grad_norm: 2.7993 2020-09-13 04:04:48,138 - mmaction - INFO - Epoch [17][140/880] lr: 5.189e-02, eta: 7:31:44, time: 0.768, data_time: 0.010, memory: 6181, top1_acc: 0.3995, top5_acc: 0.6703, loss_cls: 2.5302, loss: 2.5302, grad_norm: 2.8438 2020-09-13 04:05:02,966 - mmaction - INFO - Epoch [17][160/880] lr: 5.182e-02, eta: 7:31:02, time: 0.741, data_time: 0.008, memory: 6181, top1_acc: 0.3906, top5_acc: 0.6596, loss_cls: 2.5920, loss: 2.5920, grad_norm: 2.8750 2020-09-13 04:05:17,752 - mmaction - INFO - Epoch [17][180/880] lr: 5.175e-02, eta: 7:30:19, time: 0.737, data_time: 0.004, memory: 6181, top1_acc: 0.3945, top5_acc: 0.6568, loss_cls: 2.5919, loss: 2.5919, grad_norm: 2.7242 2020-09-13 04:05:32,990 - mmaction - INFO - Epoch [17][200/880] lr: 5.168e-02, eta: 7:29:38, time: 0.759, data_time: 0.010, memory: 6181, top1_acc: 0.4057, top5_acc: 0.6721, loss_cls: 2.5258, loss: 2.5258, grad_norm: 2.8578 2020-09-13 04:05:47,889 - mmaction - INFO - Epoch [17][220/880] lr: 5.161e-02, eta: 7:28:56, time: 0.746, data_time: 0.009, memory: 6181, top1_acc: 0.3870, top5_acc: 0.6594, loss_cls: 2.5771, loss: 2.5771, grad_norm: 2.8293 2020-09-13 04:06:03,023 - mmaction - INFO - Epoch [17][240/880] lr: 5.155e-02, eta: 7:28:15, time: 0.755, data_time: 0.012, memory: 6181, top1_acc: 0.4143, top5_acc: 0.6716, loss_cls: 2.5251, loss: 2.5251, grad_norm: 2.7361 2020-09-13 04:06:17,556 - mmaction - INFO - Epoch [17][260/880] lr: 5.148e-02, eta: 7:27:33, time: 0.732, data_time: 0.009, memory: 6181, top1_acc: 0.3990, top5_acc: 0.6594, loss_cls: 2.5686, loss: 2.5686, grad_norm: 2.8126 2020-09-13 04:06:32,283 - mmaction - INFO - Epoch [17][280/880] lr: 5.141e-02, eta: 7:26:51, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.3971, top5_acc: 0.6690, loss_cls: 2.5341, loss: 2.5341, grad_norm: 2.8002 2020-09-13 04:06:47,258 - mmaction - INFO - Epoch [17][300/880] lr: 5.134e-02, eta: 7:26:10, time: 0.747, data_time: 0.003, memory: 6181, top1_acc: 0.3979, top5_acc: 0.6557, loss_cls: 2.5841, loss: 2.5841, grad_norm: 2.8168 2020-09-13 04:07:02,035 - mmaction - INFO - Epoch [17][320/880] lr: 5.127e-02, eta: 7:25:28, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.3906, top5_acc: 0.6661, loss_cls: 2.5610, loss: 2.5610, grad_norm: 2.7281 2020-09-13 04:07:17,283 - mmaction - INFO - Epoch [17][340/880] lr: 5.120e-02, eta: 7:24:48, time: 0.767, data_time: 0.009, memory: 6181, top1_acc: 0.3880, top5_acc: 0.6596, loss_cls: 2.5879, loss: 2.5879, grad_norm: 2.8167 2020-09-13 04:07:32,327 - mmaction - INFO - Epoch [17][360/880] lr: 5.114e-02, eta: 7:24:07, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.3977, top5_acc: 0.6698, loss_cls: 2.5329, loss: 2.5329, grad_norm: 2.9059 2020-09-13 04:07:47,594 - mmaction - INFO - Epoch [17][380/880] lr: 5.107e-02, eta: 7:23:26, time: 0.769, data_time: 0.009, memory: 6181, top1_acc: 0.3992, top5_acc: 0.6747, loss_cls: 2.5303, loss: 2.5303, grad_norm: 2.8480 2020-09-13 04:08:02,456 - mmaction - INFO - Epoch [17][400/880] lr: 5.100e-02, eta: 7:22:45, time: 0.740, data_time: 0.006, memory: 6181, top1_acc: 0.4099, top5_acc: 0.6648, loss_cls: 2.5205, loss: 2.5205, grad_norm: 2.7659 2020-09-13 04:08:16,967 - mmaction - INFO - Epoch [17][420/880] lr: 5.093e-02, eta: 7:22:04, time: 0.726, data_time: 0.005, memory: 6181, top1_acc: 0.3977, top5_acc: 0.6672, loss_cls: 2.5529, loss: 2.5529, grad_norm: 2.8081 2020-09-13 04:08:31,976 - mmaction - INFO - Epoch [17][440/880] lr: 5.086e-02, eta: 7:21:23, time: 0.747, data_time: 0.010, memory: 6181, top1_acc: 0.3911, top5_acc: 0.6630, loss_cls: 2.5492, loss: 2.5492, grad_norm: 2.8672 2020-09-13 04:08:47,098 - mmaction - INFO - Epoch [17][460/880] lr: 5.079e-02, eta: 7:20:42, time: 0.760, data_time: 0.009, memory: 6181, top1_acc: 0.3906, top5_acc: 0.6591, loss_cls: 2.5780, loss: 2.5780, grad_norm: 2.8635 2020-09-13 04:09:02,207 - mmaction - INFO - Epoch [17][480/880] lr: 5.072e-02, eta: 7:20:02, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.3932, top5_acc: 0.6664, loss_cls: 2.5468, loss: 2.5468, grad_norm: 2.7749 2020-09-13 04:09:16,999 - mmaction - INFO - Epoch [17][500/880] lr: 5.065e-02, eta: 7:19:21, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.3854, top5_acc: 0.6557, loss_cls: 2.6058, loss: 2.6058, grad_norm: 2.8468 2020-09-13 04:09:31,746 - mmaction - INFO - Epoch [17][520/880] lr: 5.059e-02, eta: 7:18:40, time: 0.733, data_time: 0.007, memory: 6181, top1_acc: 0.4013, top5_acc: 0.6648, loss_cls: 2.5629, loss: 2.5629, grad_norm: 2.8283 2020-09-13 04:09:46,827 - mmaction - INFO - Epoch [17][540/880] lr: 5.052e-02, eta: 7:18:00, time: 0.757, data_time: 0.008, memory: 6181, top1_acc: 0.3995, top5_acc: 0.6695, loss_cls: 2.5331, loss: 2.5331, grad_norm: 2.8614 2020-09-13 04:10:01,500 - mmaction - INFO - Epoch [17][560/880] lr: 5.045e-02, eta: 7:17:19, time: 0.735, data_time: 0.009, memory: 6181, top1_acc: 0.3870, top5_acc: 0.6591, loss_cls: 2.5745, loss: 2.5745, grad_norm: 2.8178 2020-09-13 04:10:16,653 - mmaction - INFO - Epoch [17][580/880] lr: 5.038e-02, eta: 7:16:39, time: 0.757, data_time: 0.004, memory: 6181, top1_acc: 0.3974, top5_acc: 0.6560, loss_cls: 2.5668, loss: 2.5668, grad_norm: 2.8385 2020-09-13 04:10:31,748 - mmaction - INFO - Epoch [17][600/880] lr: 5.031e-02, eta: 7:15:59, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.3979, top5_acc: 0.6672, loss_cls: 2.5411, loss: 2.5411, grad_norm: 2.8324 2020-09-13 04:10:46,735 - mmaction - INFO - Epoch [17][620/880] lr: 5.024e-02, eta: 7:15:19, time: 0.751, data_time: 0.006, memory: 6181, top1_acc: 0.3878, top5_acc: 0.6607, loss_cls: 2.5530, loss: 2.5530, grad_norm: 2.7828 2020-09-13 04:11:01,916 - mmaction - INFO - Epoch [17][640/880] lr: 5.017e-02, eta: 7:14:39, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.3888, top5_acc: 0.6536, loss_cls: 2.5906, loss: 2.5906, grad_norm: 2.8314 2020-09-13 04:11:16,865 - mmaction - INFO - Epoch [17][660/880] lr: 5.010e-02, eta: 7:13:59, time: 0.754, data_time: 0.011, memory: 6181, top1_acc: 0.3904, top5_acc: 0.6638, loss_cls: 2.5519, loss: 2.5519, grad_norm: 2.7731 2020-09-13 04:11:32,247 - mmaction - INFO - Epoch [17][680/880] lr: 5.003e-02, eta: 7:13:19, time: 0.764, data_time: 0.009, memory: 6181, top1_acc: 0.4070, top5_acc: 0.6797, loss_cls: 2.5088, loss: 2.5088, grad_norm: 2.8185 2020-09-13 04:11:47,498 - mmaction - INFO - Epoch [17][700/880] lr: 4.996e-02, eta: 7:12:40, time: 0.768, data_time: 0.010, memory: 6181, top1_acc: 0.3927, top5_acc: 0.6716, loss_cls: 2.5607, loss: 2.5607, grad_norm: 2.9318 2020-09-13 04:12:02,470 - mmaction - INFO - Epoch [17][720/880] lr: 4.990e-02, eta: 7:12:00, time: 0.742, data_time: 0.005, memory: 6181, top1_acc: 0.4016, top5_acc: 0.6685, loss_cls: 2.5467, loss: 2.5467, grad_norm: 2.8244 2020-09-13 04:12:17,650 - mmaction - INFO - Epoch [17][740/880] lr: 4.983e-02, eta: 7:11:21, time: 0.763, data_time: 0.016, memory: 6181, top1_acc: 0.3919, top5_acc: 0.6622, loss_cls: 2.5743, loss: 2.5743, grad_norm: 2.8419 2020-09-13 04:12:32,475 - mmaction - INFO - Epoch [17][760/880] lr: 4.976e-02, eta: 7:10:41, time: 0.740, data_time: 0.007, memory: 6181, top1_acc: 0.3911, top5_acc: 0.6555, loss_cls: 2.6110, loss: 2.6110, grad_norm: 2.7892 2020-09-13 04:12:47,521 - mmaction - INFO - Epoch [17][780/880] lr: 4.969e-02, eta: 7:10:01, time: 0.757, data_time: 0.012, memory: 6181, top1_acc: 0.4094, top5_acc: 0.6742, loss_cls: 2.5166, loss: 2.5166, grad_norm: 2.7513 2020-09-13 04:13:02,335 - mmaction - INFO - Epoch [17][800/880] lr: 4.962e-02, eta: 7:09:21, time: 0.740, data_time: 0.004, memory: 6181, top1_acc: 0.3969, top5_acc: 0.6724, loss_cls: 2.5174, loss: 2.5174, grad_norm: 2.8655 2020-09-13 04:13:17,159 - mmaction - INFO - Epoch [17][820/880] lr: 4.955e-02, eta: 7:08:42, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.3888, top5_acc: 0.6682, loss_cls: 2.5643, loss: 2.5643, grad_norm: 2.9424 2020-09-13 04:13:32,314 - mmaction - INFO - Epoch [17][840/880] lr: 4.948e-02, eta: 7:08:02, time: 0.758, data_time: 0.009, memory: 6181, top1_acc: 0.3922, top5_acc: 0.6622, loss_cls: 2.5620, loss: 2.5620, grad_norm: 2.8523 2020-09-13 04:13:47,712 - mmaction - INFO - Epoch [17][860/880] lr: 4.941e-02, eta: 7:07:24, time: 0.769, data_time: 0.011, memory: 6181, top1_acc: 0.3940, top5_acc: 0.6693, loss_cls: 2.5607, loss: 2.5607, grad_norm: 2.8127 2020-09-13 04:14:01,113 - mmaction - INFO - Epoch [17][880/880] lr: 4.934e-02, eta: 7:06:42, time: 0.677, data_time: 0.009, memory: 6181, top1_acc: 0.4089, top5_acc: 0.6736, loss_cls: 2.4966, loss: 2.4966, grad_norm: 2.9048 2020-09-13 04:14:10,977 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-09-13 04:21:41,762 - mmaction - INFO - Epoch [18][20/880] lr: 4.927e-02, eta: 7:15:49, time: 22.469, data_time: 21.626, memory: 6181, top1_acc: 0.4060, top5_acc: 0.6909, loss_cls: 2.4787, loss: 2.4787, grad_norm: 2.8437 2020-09-13 04:21:56,458 - mmaction - INFO - Epoch [18][40/880] lr: 4.920e-02, eta: 7:15:09, time: 0.735, data_time: 0.017, memory: 6181, top1_acc: 0.3938, top5_acc: 0.6664, loss_cls: 2.5217, loss: 2.5217, grad_norm: 2.8485 2020-09-13 04:22:11,353 - mmaction - INFO - Epoch [18][60/880] lr: 4.913e-02, eta: 7:14:28, time: 0.745, data_time: 0.008, memory: 6181, top1_acc: 0.4151, top5_acc: 0.6919, loss_cls: 2.4153, loss: 2.4153, grad_norm: 2.8769 2020-09-13 04:22:26,125 - mmaction - INFO - Epoch [18][80/880] lr: 4.906e-02, eta: 7:13:47, time: 0.740, data_time: 0.007, memory: 6181, top1_acc: 0.4146, top5_acc: 0.6958, loss_cls: 2.4478, loss: 2.4478, grad_norm: 2.8528 2020-09-13 04:22:41,040 - mmaction - INFO - Epoch [18][100/880] lr: 4.899e-02, eta: 7:13:07, time: 0.742, data_time: 0.011, memory: 6181, top1_acc: 0.4055, top5_acc: 0.6810, loss_cls: 2.4798, loss: 2.4798, grad_norm: 2.8827 2020-09-13 04:22:56,426 - mmaction - INFO - Epoch [18][120/880] lr: 4.892e-02, eta: 7:12:27, time: 0.772, data_time: 0.009, memory: 6181, top1_acc: 0.4049, top5_acc: 0.6753, loss_cls: 2.4973, loss: 2.4973, grad_norm: 2.8651 2020-09-13 04:23:11,063 - mmaction - INFO - Epoch [18][140/880] lr: 4.885e-02, eta: 7:11:47, time: 0.735, data_time: 0.009, memory: 6181, top1_acc: 0.4026, top5_acc: 0.6802, loss_cls: 2.4878, loss: 2.4878, grad_norm: 2.8129 2020-09-13 04:23:25,953 - mmaction - INFO - Epoch [18][160/880] lr: 4.878e-02, eta: 7:11:06, time: 0.742, data_time: 0.002, memory: 6181, top1_acc: 0.3909, top5_acc: 0.6766, loss_cls: 2.5426, loss: 2.5426, grad_norm: 2.8222 2020-09-13 04:23:40,939 - mmaction - INFO - Epoch [18][180/880] lr: 4.872e-02, eta: 7:10:26, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.4102, top5_acc: 0.6724, loss_cls: 2.5208, loss: 2.5208, grad_norm: 2.8535 2020-09-13 04:23:55,916 - mmaction - INFO - Epoch [18][200/880] lr: 4.865e-02, eta: 7:09:46, time: 0.748, data_time: 0.003, memory: 6181, top1_acc: 0.4138, top5_acc: 0.6888, loss_cls: 2.4516, loss: 2.4516, grad_norm: 2.8655 2020-09-13 04:24:11,188 - mmaction - INFO - Epoch [18][220/880] lr: 4.858e-02, eta: 7:09:07, time: 0.761, data_time: 0.008, memory: 6181, top1_acc: 0.3961, top5_acc: 0.6659, loss_cls: 2.5589, loss: 2.5589, grad_norm: 2.9140 2020-09-13 04:24:26,039 - mmaction - INFO - Epoch [18][240/880] lr: 4.851e-02, eta: 7:08:27, time: 0.745, data_time: 0.008, memory: 6181, top1_acc: 0.4115, top5_acc: 0.6742, loss_cls: 2.5050, loss: 2.5050, grad_norm: 2.9117 2020-09-13 04:24:41,104 - mmaction - INFO - Epoch [18][260/880] lr: 4.844e-02, eta: 7:07:47, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.4081, top5_acc: 0.6789, loss_cls: 2.4853, loss: 2.4853, grad_norm: 2.8688 2020-09-13 04:24:56,258 - mmaction - INFO - Epoch [18][280/880] lr: 4.837e-02, eta: 7:07:08, time: 0.762, data_time: 0.011, memory: 6181, top1_acc: 0.4185, top5_acc: 0.6901, loss_cls: 2.4583, loss: 2.4583, grad_norm: 2.9133 2020-09-13 04:25:11,767 - mmaction - INFO - Epoch [18][300/880] lr: 4.830e-02, eta: 7:06:28, time: 0.772, data_time: 0.010, memory: 6181, top1_acc: 0.4065, top5_acc: 0.6690, loss_cls: 2.5415, loss: 2.5415, grad_norm: 2.8590 2020-09-13 04:25:26,152 - mmaction - INFO - Epoch [18][320/880] lr: 4.823e-02, eta: 7:05:48, time: 0.723, data_time: 0.010, memory: 6181, top1_acc: 0.3997, top5_acc: 0.6786, loss_cls: 2.5261, loss: 2.5261, grad_norm: 2.8604 2020-09-13 04:25:41,615 - mmaction - INFO - Epoch [18][340/880] lr: 4.816e-02, eta: 7:05:09, time: 0.769, data_time: 0.010, memory: 6181, top1_acc: 0.4167, top5_acc: 0.6766, loss_cls: 2.4837, loss: 2.4837, grad_norm: 2.8929 2020-09-13 04:25:56,694 - mmaction - INFO - Epoch [18][360/880] lr: 4.809e-02, eta: 7:04:30, time: 0.758, data_time: 0.010, memory: 6181, top1_acc: 0.4086, top5_acc: 0.6711, loss_cls: 2.5173, loss: 2.5173, grad_norm: 2.8628 2020-09-13 04:26:11,769 - mmaction - INFO - Epoch [18][380/880] lr: 4.802e-02, eta: 7:03:51, time: 0.749, data_time: 0.009, memory: 6181, top1_acc: 0.4224, top5_acc: 0.6859, loss_cls: 2.4303, loss: 2.4303, grad_norm: 2.8663 2020-09-13 04:26:26,199 - mmaction - INFO - Epoch [18][400/880] lr: 4.795e-02, eta: 7:03:11, time: 0.726, data_time: 0.010, memory: 6181, top1_acc: 0.4057, top5_acc: 0.6906, loss_cls: 2.4989, loss: 2.4989, grad_norm: 2.8908 2020-09-13 04:26:41,144 - mmaction - INFO - Epoch [18][420/880] lr: 4.788e-02, eta: 7:02:31, time: 0.745, data_time: 0.010, memory: 6181, top1_acc: 0.3971, top5_acc: 0.6688, loss_cls: 2.5243, loss: 2.5243, grad_norm: 2.8064 2020-09-13 04:26:56,541 - mmaction - INFO - Epoch [18][440/880] lr: 4.781e-02, eta: 7:01:53, time: 0.772, data_time: 0.008, memory: 6181, top1_acc: 0.4133, top5_acc: 0.6820, loss_cls: 2.5013, loss: 2.5013, grad_norm: 2.8972 2020-09-13 04:27:11,247 - mmaction - INFO - Epoch [18][460/880] lr: 4.774e-02, eta: 7:01:13, time: 0.730, data_time: 0.009, memory: 6181, top1_acc: 0.3987, top5_acc: 0.6659, loss_cls: 2.5783, loss: 2.5783, grad_norm: 2.8500 2020-09-13 04:27:26,216 - mmaction - INFO - Epoch [18][480/880] lr: 4.767e-02, eta: 7:00:34, time: 0.754, data_time: 0.010, memory: 6181, top1_acc: 0.3984, top5_acc: 0.6711, loss_cls: 2.4914, loss: 2.4914, grad_norm: 2.8398 2020-09-13 04:27:41,403 - mmaction - INFO - Epoch [18][500/880] lr: 4.760e-02, eta: 6:59:55, time: 0.754, data_time: 0.009, memory: 6181, top1_acc: 0.4141, top5_acc: 0.6776, loss_cls: 2.4682, loss: 2.4682, grad_norm: 2.8579 2020-09-13 04:27:56,299 - mmaction - INFO - Epoch [18][520/880] lr: 4.753e-02, eta: 6:59:16, time: 0.750, data_time: 0.012, memory: 6181, top1_acc: 0.4016, top5_acc: 0.6706, loss_cls: 2.5205, loss: 2.5205, grad_norm: 2.8642 2020-09-13 04:28:11,294 - mmaction - INFO - Epoch [18][540/880] lr: 4.746e-02, eta: 6:58:37, time: 0.750, data_time: 0.010, memory: 6181, top1_acc: 0.4161, top5_acc: 0.6594, loss_cls: 2.5456, loss: 2.5456, grad_norm: 2.8241 2020-09-13 04:28:26,188 - mmaction - INFO - Epoch [18][560/880] lr: 4.739e-02, eta: 6:57:58, time: 0.745, data_time: 0.004, memory: 6181, top1_acc: 0.4164, top5_acc: 0.6789, loss_cls: 2.4632, loss: 2.4632, grad_norm: 2.8301 2020-09-13 04:28:40,774 - mmaction - INFO - Epoch [18][580/880] lr: 4.732e-02, eta: 6:57:19, time: 0.723, data_time: 0.009, memory: 6181, top1_acc: 0.4068, top5_acc: 0.6875, loss_cls: 2.4846, loss: 2.4846, grad_norm: 2.8605 2020-09-13 04:28:56,313 - mmaction - INFO - Epoch [18][600/880] lr: 4.725e-02, eta: 6:56:41, time: 0.782, data_time: 0.011, memory: 6181, top1_acc: 0.4044, top5_acc: 0.6885, loss_cls: 2.4739, loss: 2.4739, grad_norm: 2.8666 2020-09-13 04:29:10,766 - mmaction - INFO - Epoch [18][620/880] lr: 4.718e-02, eta: 6:56:02, time: 0.719, data_time: 0.008, memory: 6181, top1_acc: 0.3833, top5_acc: 0.6682, loss_cls: 2.5563, loss: 2.5563, grad_norm: 2.8575 2020-09-13 04:29:25,795 - mmaction - INFO - Epoch [18][640/880] lr: 4.711e-02, eta: 6:55:23, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.4063, top5_acc: 0.6891, loss_cls: 2.4660, loss: 2.4660, grad_norm: 2.8395 2020-09-13 04:29:41,258 - mmaction - INFO - Epoch [18][660/880] lr: 4.704e-02, eta: 6:54:45, time: 0.772, data_time: 0.008, memory: 6181, top1_acc: 0.4008, top5_acc: 0.6667, loss_cls: 2.5337, loss: 2.5337, grad_norm: 2.8660 2020-09-13 04:29:55,877 - mmaction - INFO - Epoch [18][680/880] lr: 4.697e-02, eta: 6:54:06, time: 0.729, data_time: 0.005, memory: 6181, top1_acc: 0.4198, top5_acc: 0.6883, loss_cls: 2.4533, loss: 2.4533, grad_norm: 2.9154 2020-09-13 04:30:11,398 - mmaction - INFO - Epoch [18][700/880] lr: 4.689e-02, eta: 6:53:29, time: 0.778, data_time: 0.011, memory: 6181, top1_acc: 0.4109, top5_acc: 0.6846, loss_cls: 2.4972, loss: 2.4972, grad_norm: 2.8791 2020-09-13 04:30:26,393 - mmaction - INFO - Epoch [18][720/880] lr: 4.682e-02, eta: 6:52:50, time: 0.743, data_time: 0.005, memory: 6181, top1_acc: 0.4008, top5_acc: 0.6682, loss_cls: 2.5472, loss: 2.5472, grad_norm: 2.8427 2020-09-13 04:30:41,008 - mmaction - INFO - Epoch [18][740/880] lr: 4.675e-02, eta: 6:52:12, time: 0.739, data_time: 0.015, memory: 6181, top1_acc: 0.4120, top5_acc: 0.6797, loss_cls: 2.4814, loss: 2.4814, grad_norm: 2.7666 2020-09-13 04:30:55,880 - mmaction - INFO - Epoch [18][760/880] lr: 4.668e-02, eta: 6:51:33, time: 0.742, data_time: 0.004, memory: 6181, top1_acc: 0.4091, top5_acc: 0.6828, loss_cls: 2.4595, loss: 2.4595, grad_norm: 2.9563 2020-09-13 04:31:10,879 - mmaction - INFO - Epoch [18][780/880] lr: 4.661e-02, eta: 6:50:55, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.4286, top5_acc: 0.6977, loss_cls: 2.4088, loss: 2.4088, grad_norm: 2.9682 2020-09-13 04:31:25,678 - mmaction - INFO - Epoch [18][800/880] lr: 4.654e-02, eta: 6:50:17, time: 0.741, data_time: 0.004, memory: 6181, top1_acc: 0.4081, top5_acc: 0.6724, loss_cls: 2.5232, loss: 2.5232, grad_norm: 2.8306 2020-09-13 04:31:41,059 - mmaction - INFO - Epoch [18][820/880] lr: 4.647e-02, eta: 6:49:39, time: 0.762, data_time: 0.009, memory: 6181, top1_acc: 0.4109, top5_acc: 0.6724, loss_cls: 2.5004, loss: 2.5004, grad_norm: 2.8440 2020-09-13 04:31:56,496 - mmaction - INFO - Epoch [18][840/880] lr: 4.640e-02, eta: 6:49:02, time: 0.777, data_time: 0.010, memory: 6181, top1_acc: 0.4143, top5_acc: 0.6807, loss_cls: 2.4406, loss: 2.4406, grad_norm: 2.8942 2020-09-13 04:32:11,702 - mmaction - INFO - Epoch [18][860/880] lr: 4.633e-02, eta: 6:48:24, time: 0.760, data_time: 0.009, memory: 6181, top1_acc: 0.4031, top5_acc: 0.6701, loss_cls: 2.5399, loss: 2.5399, grad_norm: 2.9151 2020-09-13 04:32:25,989 - mmaction - INFO - Epoch [18][880/880] lr: 4.626e-02, eta: 6:47:45, time: 0.717, data_time: 0.007, memory: 6181, top1_acc: 0.4070, top5_acc: 0.6647, loss_cls: 2.5072, loss: 2.5072, grad_norm: 2.9282 2020-09-13 04:32:38,079 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-09-13 04:40:10,335 - mmaction - INFO - Epoch [19][20/880] lr: 4.619e-02, eta: 6:56:00, time: 22.570, data_time: 21.702, memory: 6181, top1_acc: 0.4180, top5_acc: 0.6797, loss_cls: 2.4632, loss: 2.4632, grad_norm: 2.9728 2020-09-13 04:40:25,028 - mmaction - INFO - Epoch [19][40/880] lr: 4.612e-02, eta: 6:55:20, time: 0.738, data_time: 0.012, memory: 6181, top1_acc: 0.4151, top5_acc: 0.6786, loss_cls: 2.4744, loss: 2.4744, grad_norm: 2.9111 2020-09-13 04:40:40,581 - mmaction - INFO - Epoch [19][60/880] lr: 4.605e-02, eta: 6:54:42, time: 0.776, data_time: 0.011, memory: 6181, top1_acc: 0.4138, top5_acc: 0.6867, loss_cls: 2.4559, loss: 2.4559, grad_norm: 2.9057 2020-09-13 04:40:55,534 - mmaction - INFO - Epoch [19][80/880] lr: 4.598e-02, eta: 6:54:03, time: 0.751, data_time: 0.008, memory: 6181, top1_acc: 0.4182, top5_acc: 0.6878, loss_cls: 2.4214, loss: 2.4214, grad_norm: 2.9386 2020-09-13 04:41:10,919 - mmaction - INFO - Epoch [19][100/880] lr: 4.591e-02, eta: 6:53:25, time: 0.770, data_time: 0.010, memory: 6181, top1_acc: 0.4138, top5_acc: 0.6911, loss_cls: 2.4510, loss: 2.4510, grad_norm: 3.0113 2020-09-13 04:41:25,088 - mmaction - INFO - Epoch [19][120/880] lr: 4.584e-02, eta: 6:52:45, time: 0.708, data_time: 0.004, memory: 6181, top1_acc: 0.4234, top5_acc: 0.6956, loss_cls: 2.4149, loss: 2.4149, grad_norm: 2.9622 2020-09-13 04:41:40,385 - mmaction - INFO - Epoch [19][140/880] lr: 4.577e-02, eta: 6:52:07, time: 0.765, data_time: 0.009, memory: 6181, top1_acc: 0.4133, top5_acc: 0.6734, loss_cls: 2.5083, loss: 2.5083, grad_norm: 2.9358 2020-09-13 04:41:54,911 - mmaction - INFO - Epoch [19][160/880] lr: 4.570e-02, eta: 6:51:28, time: 0.728, data_time: 0.005, memory: 6181, top1_acc: 0.4151, top5_acc: 0.6831, loss_cls: 2.4749, loss: 2.4749, grad_norm: 2.9608 2020-09-13 04:42:09,945 - mmaction - INFO - Epoch [19][180/880] lr: 4.563e-02, eta: 6:50:49, time: 0.751, data_time: 0.023, memory: 6181, top1_acc: 0.4141, top5_acc: 0.6839, loss_cls: 2.4338, loss: 2.4338, grad_norm: 2.8756 2020-09-13 04:42:24,846 - mmaction - INFO - Epoch [19][200/880] lr: 4.555e-02, eta: 6:50:11, time: 0.743, data_time: 0.004, memory: 6181, top1_acc: 0.4203, top5_acc: 0.6875, loss_cls: 2.4415, loss: 2.4415, grad_norm: 2.9885 2020-09-13 04:42:39,829 - mmaction - INFO - Epoch [19][220/880] lr: 4.548e-02, eta: 6:49:32, time: 0.750, data_time: 0.006, memory: 6181, top1_acc: 0.4169, top5_acc: 0.6826, loss_cls: 2.4816, loss: 2.4816, grad_norm: 2.9837 2020-09-13 04:42:54,683 - mmaction - INFO - Epoch [19][240/880] lr: 4.541e-02, eta: 6:48:54, time: 0.742, data_time: 0.005, memory: 6181, top1_acc: 0.4201, top5_acc: 0.6862, loss_cls: 2.4787, loss: 2.4787, grad_norm: 2.9181 2020-09-13 04:43:09,587 - mmaction - INFO - Epoch [19][260/880] lr: 4.534e-02, eta: 6:48:15, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.4216, top5_acc: 0.6911, loss_cls: 2.4529, loss: 2.4529, grad_norm: 2.9012 2020-09-13 04:43:24,658 - mmaction - INFO - Epoch [19][280/880] lr: 4.527e-02, eta: 6:47:37, time: 0.757, data_time: 0.008, memory: 6181, top1_acc: 0.4154, top5_acc: 0.6940, loss_cls: 2.4469, loss: 2.4469, grad_norm: 2.9176 2020-09-13 04:43:40,106 - mmaction - INFO - Epoch [19][300/880] lr: 4.520e-02, eta: 6:46:59, time: 0.770, data_time: 0.008, memory: 6181, top1_acc: 0.4055, top5_acc: 0.6839, loss_cls: 2.4841, loss: 2.4841, grad_norm: 2.9987 2020-09-13 04:43:54,851 - mmaction - INFO - Epoch [19][320/880] lr: 4.513e-02, eta: 6:46:21, time: 0.738, data_time: 0.007, memory: 6181, top1_acc: 0.4253, top5_acc: 0.6932, loss_cls: 2.4208, loss: 2.4208, grad_norm: 2.8816 2020-09-13 04:44:09,952 - mmaction - INFO - Epoch [19][340/880] lr: 4.506e-02, eta: 6:45:43, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.4305, top5_acc: 0.6969, loss_cls: 2.4273, loss: 2.4273, grad_norm: 2.8881 2020-09-13 04:44:24,666 - mmaction - INFO - Epoch [19][360/880] lr: 4.499e-02, eta: 6:45:05, time: 0.741, data_time: 0.010, memory: 6181, top1_acc: 0.4208, top5_acc: 0.6982, loss_cls: 2.4048, loss: 2.4048, grad_norm: 2.9433 2020-09-13 04:44:39,454 - mmaction - INFO - Epoch [19][380/880] lr: 4.492e-02, eta: 6:44:26, time: 0.733, data_time: 0.008, memory: 6181, top1_acc: 0.4198, top5_acc: 0.6792, loss_cls: 2.4360, loss: 2.4360, grad_norm: 2.9867 2020-09-13 04:44:54,993 - mmaction - INFO - Epoch [19][400/880] lr: 4.485e-02, eta: 6:43:49, time: 0.782, data_time: 0.010, memory: 6181, top1_acc: 0.4135, top5_acc: 0.6961, loss_cls: 2.4252, loss: 2.4252, grad_norm: 3.1004 2020-09-13 04:45:09,945 - mmaction - INFO - Epoch [19][420/880] lr: 4.478e-02, eta: 6:43:11, time: 0.748, data_time: 0.008, memory: 6181, top1_acc: 0.4247, top5_acc: 0.6885, loss_cls: 2.4409, loss: 2.4409, grad_norm: 2.9208 2020-09-13 04:45:25,647 - mmaction - INFO - Epoch [19][440/880] lr: 4.471e-02, eta: 6:42:34, time: 0.784, data_time: 0.004, memory: 6181, top1_acc: 0.4073, top5_acc: 0.6872, loss_cls: 2.4626, loss: 2.4626, grad_norm: 3.0322 2020-09-13 04:45:40,724 - mmaction - INFO - Epoch [19][460/880] lr: 4.463e-02, eta: 6:41:56, time: 0.749, data_time: 0.008, memory: 6181, top1_acc: 0.4104, top5_acc: 0.6839, loss_cls: 2.4911, loss: 2.4911, grad_norm: 2.9767 2020-09-13 04:45:56,148 - mmaction - INFO - Epoch [19][480/880] lr: 4.456e-02, eta: 6:41:19, time: 0.777, data_time: 0.009, memory: 6181, top1_acc: 0.4154, top5_acc: 0.6714, loss_cls: 2.4784, loss: 2.4784, grad_norm: 2.9515 2020-09-13 04:46:10,655 - mmaction - INFO - Epoch [19][500/880] lr: 4.449e-02, eta: 6:40:41, time: 0.718, data_time: 0.008, memory: 6181, top1_acc: 0.4117, top5_acc: 0.6677, loss_cls: 2.5041, loss: 2.5041, grad_norm: 2.9531 2020-09-13 04:46:26,105 - mmaction - INFO - Epoch [19][520/880] lr: 4.442e-02, eta: 6:40:04, time: 0.777, data_time: 0.010, memory: 6181, top1_acc: 0.4138, top5_acc: 0.6831, loss_cls: 2.4700, loss: 2.4700, grad_norm: 2.9566 2020-09-13 04:46:41,064 - mmaction - INFO - Epoch [19][540/880] lr: 4.435e-02, eta: 6:39:27, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.4161, top5_acc: 0.6948, loss_cls: 2.4160, loss: 2.4160, grad_norm: 2.9665 2020-09-13 04:46:55,846 - mmaction - INFO - Epoch [19][560/880] lr: 4.428e-02, eta: 6:38:49, time: 0.741, data_time: 0.006, memory: 6181, top1_acc: 0.4182, top5_acc: 0.6828, loss_cls: 2.4700, loss: 2.4700, grad_norm: 2.9919 2020-09-13 04:47:11,340 - mmaction - INFO - Epoch [19][580/880] lr: 4.421e-02, eta: 6:38:12, time: 0.771, data_time: 0.009, memory: 6181, top1_acc: 0.4292, top5_acc: 0.6937, loss_cls: 2.4316, loss: 2.4316, grad_norm: 2.8799 2020-09-13 04:47:26,635 - mmaction - INFO - Epoch [19][600/880] lr: 4.414e-02, eta: 6:37:35, time: 0.769, data_time: 0.009, memory: 6181, top1_acc: 0.4284, top5_acc: 0.6948, loss_cls: 2.3891, loss: 2.3891, grad_norm: 3.0017 2020-09-13 04:47:41,225 - mmaction - INFO - Epoch [19][620/880] lr: 4.407e-02, eta: 6:36:57, time: 0.729, data_time: 0.009, memory: 6181, top1_acc: 0.4125, top5_acc: 0.6854, loss_cls: 2.4855, loss: 2.4855, grad_norm: 2.9022 2020-09-13 04:47:56,276 - mmaction - INFO - Epoch [19][640/880] lr: 4.400e-02, eta: 6:36:20, time: 0.753, data_time: 0.005, memory: 6181, top1_acc: 0.4185, top5_acc: 0.6997, loss_cls: 2.4022, loss: 2.4022, grad_norm: 2.8978 2020-09-13 04:48:11,896 - mmaction - INFO - Epoch [19][660/880] lr: 4.392e-02, eta: 6:35:43, time: 0.775, data_time: 0.009, memory: 6181, top1_acc: 0.4299, top5_acc: 0.6966, loss_cls: 2.3643, loss: 2.3643, grad_norm: 2.9409 2020-09-13 04:48:26,271 - mmaction - INFO - Epoch [19][680/880] lr: 4.385e-02, eta: 6:35:06, time: 0.723, data_time: 0.010, memory: 6181, top1_acc: 0.4245, top5_acc: 0.6914, loss_cls: 2.4354, loss: 2.4354, grad_norm: 3.0487 2020-09-13 04:48:41,311 - mmaction - INFO - Epoch [19][700/880] lr: 4.378e-02, eta: 6:34:29, time: 0.750, data_time: 0.010, memory: 6181, top1_acc: 0.4193, top5_acc: 0.6844, loss_cls: 2.4507, loss: 2.4507, grad_norm: 2.9990 2020-09-13 04:48:56,370 - mmaction - INFO - Epoch [19][720/880] lr: 4.371e-02, eta: 6:33:52, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.4063, top5_acc: 0.6724, loss_cls: 2.4845, loss: 2.4845, grad_norm: 3.0103 2020-09-13 04:49:11,823 - mmaction - INFO - Epoch [19][740/880] lr: 4.364e-02, eta: 6:33:15, time: 0.773, data_time: 0.009, memory: 6181, top1_acc: 0.4312, top5_acc: 0.7003, loss_cls: 2.3842, loss: 2.3842, grad_norm: 2.9165 2020-09-13 04:49:26,360 - mmaction - INFO - Epoch [19][760/880] lr: 4.357e-02, eta: 6:32:38, time: 0.726, data_time: 0.004, memory: 6181, top1_acc: 0.4180, top5_acc: 0.6927, loss_cls: 2.4373, loss: 2.4373, grad_norm: 2.9222 2020-09-13 04:49:41,693 - mmaction - INFO - Epoch [19][780/880] lr: 4.350e-02, eta: 6:32:01, time: 0.762, data_time: 0.009, memory: 6181, top1_acc: 0.4076, top5_acc: 0.6654, loss_cls: 2.5109, loss: 2.5109, grad_norm: 2.9823 2020-09-13 04:49:56,606 - mmaction - INFO - Epoch [19][800/880] lr: 4.343e-02, eta: 6:31:24, time: 0.749, data_time: 0.010, memory: 6181, top1_acc: 0.4073, top5_acc: 0.6872, loss_cls: 2.4858, loss: 2.4858, grad_norm: 3.0535 2020-09-13 04:50:11,840 - mmaction - INFO - Epoch [19][820/880] lr: 4.336e-02, eta: 6:30:48, time: 0.760, data_time: 0.010, memory: 6181, top1_acc: 0.4159, top5_acc: 0.6872, loss_cls: 2.4891, loss: 2.4891, grad_norm: 3.0262 2020-09-13 04:50:26,897 - mmaction - INFO - Epoch [19][840/880] lr: 4.328e-02, eta: 6:30:11, time: 0.757, data_time: 0.010, memory: 6181, top1_acc: 0.4229, top5_acc: 0.6901, loss_cls: 2.4293, loss: 2.4293, grad_norm: 3.0070 2020-09-13 04:50:41,960 - mmaction - INFO - Epoch [19][860/880] lr: 4.321e-02, eta: 6:29:34, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.4232, top5_acc: 0.6898, loss_cls: 2.4320, loss: 2.4320, grad_norm: 2.9323 2020-09-13 04:50:55,033 - mmaction - INFO - Epoch [19][880/880] lr: 4.314e-02, eta: 6:28:56, time: 0.661, data_time: 0.009, memory: 6181, top1_acc: 0.4312, top5_acc: 0.7006, loss_cls: 2.4058, loss: 2.4058, grad_norm: 3.0031 2020-09-13 04:51:03,660 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-09-13 04:58:28,102 - mmaction - INFO - Epoch [20][20/880] lr: 4.307e-02, eta: 6:36:10, time: 22.089, data_time: 21.226, memory: 6181, top1_acc: 0.4318, top5_acc: 0.6943, loss_cls: 2.3769, loss: 2.3769, grad_norm: 2.9358 2020-09-13 04:58:42,754 - mmaction - INFO - Epoch [20][40/880] lr: 4.300e-02, eta: 6:35:32, time: 0.731, data_time: 0.016, memory: 6181, top1_acc: 0.4315, top5_acc: 0.6990, loss_cls: 2.3637, loss: 2.3637, grad_norm: 3.0288 2020-09-13 04:58:57,405 - mmaction - INFO - Epoch [20][60/880] lr: 4.293e-02, eta: 6:34:54, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.4190, top5_acc: 0.6854, loss_cls: 2.4397, loss: 2.4397, grad_norm: 3.0594 2020-09-13 04:59:12,300 - mmaction - INFO - Epoch [20][80/880] lr: 4.286e-02, eta: 6:34:16, time: 0.745, data_time: 0.010, memory: 6181, top1_acc: 0.4188, top5_acc: 0.6891, loss_cls: 2.4446, loss: 2.4446, grad_norm: 2.9901 2020-09-13 04:59:26,804 - mmaction - INFO - Epoch [20][100/880] lr: 4.279e-02, eta: 6:33:38, time: 0.722, data_time: 0.004, memory: 6181, top1_acc: 0.4120, top5_acc: 0.6727, loss_cls: 2.4889, loss: 2.4889, grad_norm: 2.9867 2020-09-13 04:59:42,012 - mmaction - INFO - Epoch [20][120/880] lr: 4.271e-02, eta: 6:33:01, time: 0.758, data_time: 0.013, memory: 6181, top1_acc: 0.4193, top5_acc: 0.6812, loss_cls: 2.4496, loss: 2.4496, grad_norm: 3.0451 2020-09-13 04:59:56,837 - mmaction - INFO - Epoch [20][140/880] lr: 4.264e-02, eta: 6:32:24, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.4214, top5_acc: 0.6919, loss_cls: 2.3992, loss: 2.3992, grad_norm: 3.0221 2020-09-13 05:00:18,432 - mmaction - INFO - Epoch [20][160/880] lr: 4.257e-02, eta: 6:31:53, time: 1.063, data_time: 0.010, memory: 6181, top1_acc: 0.4271, top5_acc: 0.6953, loss_cls: 2.4013, loss: 2.4013, grad_norm: 3.0069 2020-09-13 05:00:32,753 - mmaction - INFO - Epoch [20][180/880] lr: 4.250e-02, eta: 6:31:16, time: 0.734, data_time: 0.029, memory: 6181, top1_acc: 0.4143, top5_acc: 0.6807, loss_cls: 2.4543, loss: 2.4543, grad_norm: 3.0141 2020-09-13 05:00:47,841 - mmaction - INFO - Epoch [20][200/880] lr: 4.243e-02, eta: 6:30:39, time: 0.755, data_time: 0.009, memory: 6181, top1_acc: 0.4263, top5_acc: 0.6805, loss_cls: 2.4215, loss: 2.4215, grad_norm: 3.0072 2020-09-13 05:01:02,788 - mmaction - INFO - Epoch [20][220/880] lr: 4.236e-02, eta: 6:30:02, time: 0.748, data_time: 0.004, memory: 6181, top1_acc: 0.4188, top5_acc: 0.6786, loss_cls: 2.4385, loss: 2.4385, grad_norm: 3.0053 2020-09-13 05:01:17,630 - mmaction - INFO - Epoch [20][240/880] lr: 4.229e-02, eta: 6:29:24, time: 0.736, data_time: 0.009, memory: 6181, top1_acc: 0.4331, top5_acc: 0.6958, loss_cls: 2.3663, loss: 2.3663, grad_norm: 3.0150 2020-09-13 05:01:32,581 - mmaction - INFO - Epoch [20][260/880] lr: 4.222e-02, eta: 6:28:47, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.4234, top5_acc: 0.6844, loss_cls: 2.4088, loss: 2.4088, grad_norm: 3.0132 2020-09-13 05:01:47,398 - mmaction - INFO - Epoch [20][280/880] lr: 4.214e-02, eta: 6:28:10, time: 0.737, data_time: 0.010, memory: 6181, top1_acc: 0.4237, top5_acc: 0.6844, loss_cls: 2.4084, loss: 2.4084, grad_norm: 3.0829 2020-09-13 05:02:02,302 - mmaction - INFO - Epoch [20][300/880] lr: 4.207e-02, eta: 6:27:33, time: 0.749, data_time: 0.008, memory: 6181, top1_acc: 0.4195, top5_acc: 0.6891, loss_cls: 2.4351, loss: 2.4351, grad_norm: 3.0604 2020-09-13 05:02:17,160 - mmaction - INFO - Epoch [20][320/880] lr: 4.200e-02, eta: 6:26:56, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.4279, top5_acc: 0.6919, loss_cls: 2.4112, loss: 2.4112, grad_norm: 2.9883 2020-09-13 05:02:32,017 - mmaction - INFO - Epoch [20][340/880] lr: 4.193e-02, eta: 6:26:19, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.4076, top5_acc: 0.6937, loss_cls: 2.4390, loss: 2.4390, grad_norm: 3.0047 2020-09-13 05:02:47,154 - mmaction - INFO - Epoch [20][360/880] lr: 4.186e-02, eta: 6:25:42, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.4237, top5_acc: 0.6984, loss_cls: 2.3710, loss: 2.3710, grad_norm: 3.0732 2020-09-13 05:03:02,176 - mmaction - INFO - Epoch [20][380/880] lr: 4.179e-02, eta: 6:25:06, time: 0.753, data_time: 0.005, memory: 6181, top1_acc: 0.4203, top5_acc: 0.6958, loss_cls: 2.4301, loss: 2.4301, grad_norm: 3.0423 2020-09-13 05:03:17,106 - mmaction - INFO - Epoch [20][400/880] lr: 4.172e-02, eta: 6:24:29, time: 0.740, data_time: 0.007, memory: 6181, top1_acc: 0.4284, top5_acc: 0.6885, loss_cls: 2.4027, loss: 2.4027, grad_norm: 2.9945 2020-09-13 05:03:32,219 - mmaction - INFO - Epoch [20][420/880] lr: 4.165e-02, eta: 6:23:53, time: 0.761, data_time: 0.010, memory: 6181, top1_acc: 0.4401, top5_acc: 0.6922, loss_cls: 2.3466, loss: 2.3466, grad_norm: 3.0333 2020-09-13 05:03:47,219 - mmaction - INFO - Epoch [20][440/880] lr: 4.157e-02, eta: 6:23:16, time: 0.743, data_time: 0.008, memory: 6181, top1_acc: 0.4294, top5_acc: 0.6961, loss_cls: 2.3972, loss: 2.3972, grad_norm: 3.0301 2020-09-13 05:04:02,452 - mmaction - INFO - Epoch [20][460/880] lr: 4.150e-02, eta: 6:22:40, time: 0.770, data_time: 0.012, memory: 6181, top1_acc: 0.4172, top5_acc: 0.6878, loss_cls: 2.4512, loss: 2.4512, grad_norm: 3.0677 2020-09-13 05:04:16,967 - mmaction - INFO - Epoch [20][480/880] lr: 4.143e-02, eta: 6:22:03, time: 0.721, data_time: 0.007, memory: 6181, top1_acc: 0.4362, top5_acc: 0.6914, loss_cls: 2.3937, loss: 2.3937, grad_norm: 3.0310 2020-09-13 05:04:32,332 - mmaction - INFO - Epoch [20][500/880] lr: 4.136e-02, eta: 6:21:27, time: 0.771, data_time: 0.008, memory: 6181, top1_acc: 0.4250, top5_acc: 0.6870, loss_cls: 2.4575, loss: 2.4575, grad_norm: 3.0574 2020-09-13 05:04:47,247 - mmaction - INFO - Epoch [20][520/880] lr: 4.129e-02, eta: 6:20:50, time: 0.742, data_time: 0.009, memory: 6181, top1_acc: 0.4211, top5_acc: 0.6896, loss_cls: 2.4057, loss: 2.4057, grad_norm: 3.0503 2020-09-13 05:05:02,535 - mmaction - INFO - Epoch [20][540/880] lr: 4.122e-02, eta: 6:20:14, time: 0.767, data_time: 0.008, memory: 6181, top1_acc: 0.4193, top5_acc: 0.6810, loss_cls: 2.4368, loss: 2.4368, grad_norm: 3.0520 2020-09-13 05:05:17,463 - mmaction - INFO - Epoch [20][560/880] lr: 4.115e-02, eta: 6:19:38, time: 0.748, data_time: 0.006, memory: 6181, top1_acc: 0.4279, top5_acc: 0.6935, loss_cls: 2.4012, loss: 2.4012, grad_norm: 2.9694 2020-09-13 05:05:32,583 - mmaction - INFO - Epoch [20][580/880] lr: 4.107e-02, eta: 6:19:02, time: 0.757, data_time: 0.010, memory: 6181, top1_acc: 0.4266, top5_acc: 0.6885, loss_cls: 2.3846, loss: 2.3846, grad_norm: 3.1841 2020-09-13 05:05:47,147 - mmaction - INFO - Epoch [20][600/880] lr: 4.100e-02, eta: 6:18:25, time: 0.727, data_time: 0.004, memory: 6181, top1_acc: 0.4328, top5_acc: 0.7018, loss_cls: 2.3695, loss: 2.3695, grad_norm: 3.0459 2020-09-13 05:06:02,538 - mmaction - INFO - Epoch [20][620/880] lr: 4.093e-02, eta: 6:17:50, time: 0.766, data_time: 0.009, memory: 6181, top1_acc: 0.4268, top5_acc: 0.7018, loss_cls: 2.3690, loss: 2.3690, grad_norm: 2.9913 2020-09-13 05:06:17,446 - mmaction - INFO - Epoch [20][640/880] lr: 4.086e-02, eta: 6:17:13, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.4201, top5_acc: 0.6901, loss_cls: 2.4061, loss: 2.4061, grad_norm: 3.0171 2020-09-13 05:06:32,113 - mmaction - INFO - Epoch [20][660/880] lr: 4.079e-02, eta: 6:16:37, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.4255, top5_acc: 0.6922, loss_cls: 2.3705, loss: 2.3705, grad_norm: 3.0448 2020-09-13 05:06:47,183 - mmaction - INFO - Epoch [20][680/880] lr: 4.072e-02, eta: 6:16:01, time: 0.752, data_time: 0.004, memory: 6181, top1_acc: 0.4260, top5_acc: 0.7047, loss_cls: 2.3862, loss: 2.3862, grad_norm: 3.0861 2020-09-13 05:07:02,404 - mmaction - INFO - Epoch [20][700/880] lr: 4.065e-02, eta: 6:15:25, time: 0.759, data_time: 0.010, memory: 6181, top1_acc: 0.4180, top5_acc: 0.7000, loss_cls: 2.3995, loss: 2.3995, grad_norm: 2.9827 2020-09-13 05:07:17,392 - mmaction - INFO - Epoch [20][720/880] lr: 4.057e-02, eta: 6:14:50, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.4292, top5_acc: 0.7052, loss_cls: 2.3689, loss: 2.3689, grad_norm: 3.0682 2020-09-13 05:07:32,053 - mmaction - INFO - Epoch [20][740/880] lr: 4.050e-02, eta: 6:14:13, time: 0.729, data_time: 0.008, memory: 6181, top1_acc: 0.4448, top5_acc: 0.7031, loss_cls: 2.3640, loss: 2.3640, grad_norm: 3.0484 2020-09-13 05:07:47,662 - mmaction - INFO - Epoch [20][760/880] lr: 4.043e-02, eta: 6:13:38, time: 0.783, data_time: 0.008, memory: 6181, top1_acc: 0.4357, top5_acc: 0.7008, loss_cls: 2.3543, loss: 2.3543, grad_norm: 3.0523 2020-09-13 05:08:02,573 - mmaction - INFO - Epoch [20][780/880] lr: 4.036e-02, eta: 6:13:03, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.4276, top5_acc: 0.6979, loss_cls: 2.4021, loss: 2.4021, grad_norm: 3.0926 2020-09-13 05:08:17,377 - mmaction - INFO - Epoch [20][800/880] lr: 4.029e-02, eta: 6:12:27, time: 0.739, data_time: 0.003, memory: 6181, top1_acc: 0.4310, top5_acc: 0.7021, loss_cls: 2.3702, loss: 2.3702, grad_norm: 3.0235 2020-09-13 05:08:32,614 - mmaction - INFO - Epoch [20][820/880] lr: 4.022e-02, eta: 6:11:51, time: 0.763, data_time: 0.008, memory: 6181, top1_acc: 0.4227, top5_acc: 0.6984, loss_cls: 2.4017, loss: 2.4017, grad_norm: 3.0404 2020-09-13 05:08:47,478 - mmaction - INFO - Epoch [20][840/880] lr: 4.015e-02, eta: 6:11:15, time: 0.739, data_time: 0.004, memory: 6181, top1_acc: 0.4273, top5_acc: 0.6971, loss_cls: 2.3815, loss: 2.3815, grad_norm: 2.9978 2020-09-13 05:09:02,854 - mmaction - INFO - Epoch [20][860/880] lr: 4.007e-02, eta: 6:10:40, time: 0.768, data_time: 0.010, memory: 6181, top1_acc: 0.4357, top5_acc: 0.7130, loss_cls: 2.3300, loss: 2.3300, grad_norm: 3.0320 2020-09-13 05:09:16,991 - mmaction - INFO - Epoch [20][880/880] lr: 4.000e-02, eta: 6:10:04, time: 0.713, data_time: 0.009, memory: 6181, top1_acc: 0.4393, top5_acc: 0.7006, loss_cls: 2.3843, loss: 2.3843, grad_norm: 3.0782 2020-09-13 05:09:27,338 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-09-13 05:16:53,454 - mmaction - INFO - Epoch [21][20/880] lr: 3.993e-02, eta: 6:16:37, time: 22.237, data_time: 21.412, memory: 6181, top1_acc: 0.4232, top5_acc: 0.7005, loss_cls: 2.3672, loss: 2.3672, grad_norm: 3.0320 2020-09-13 05:17:08,188 - mmaction - INFO - Epoch [21][40/880] lr: 3.986e-02, eta: 6:16:01, time: 0.737, data_time: 0.014, memory: 6181, top1_acc: 0.4518, top5_acc: 0.7146, loss_cls: 2.2813, loss: 2.2813, grad_norm: 3.0162 2020-09-13 05:17:23,066 - mmaction - INFO - Epoch [21][60/880] lr: 3.979e-02, eta: 6:15:24, time: 0.746, data_time: 0.008, memory: 6181, top1_acc: 0.4411, top5_acc: 0.7221, loss_cls: 2.2916, loss: 2.2916, grad_norm: 3.1384 2020-09-13 05:17:37,692 - mmaction - INFO - Epoch [21][80/880] lr: 3.972e-02, eta: 6:14:48, time: 0.732, data_time: 0.004, memory: 6181, top1_acc: 0.4346, top5_acc: 0.6917, loss_cls: 2.4127, loss: 2.4127, grad_norm: 3.1373 2020-09-13 05:17:53,071 - mmaction - INFO - Epoch [21][100/880] lr: 3.965e-02, eta: 6:14:12, time: 0.769, data_time: 0.009, memory: 6181, top1_acc: 0.4336, top5_acc: 0.7010, loss_cls: 2.3671, loss: 2.3671, grad_norm: 3.0010 2020-09-13 05:18:07,731 - mmaction - INFO - Epoch [21][120/880] lr: 3.958e-02, eta: 6:13:35, time: 0.731, data_time: 0.004, memory: 6181, top1_acc: 0.4326, top5_acc: 0.7177, loss_cls: 2.3449, loss: 2.3449, grad_norm: 3.1253 2020-09-13 05:18:22,519 - mmaction - INFO - Epoch [21][140/880] lr: 3.950e-02, eta: 6:12:59, time: 0.736, data_time: 0.010, memory: 6181, top1_acc: 0.4422, top5_acc: 0.7029, loss_cls: 2.3343, loss: 2.3343, grad_norm: 3.1114 2020-09-13 05:18:37,356 - mmaction - INFO - Epoch [21][160/880] lr: 3.943e-02, eta: 6:12:23, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.4180, top5_acc: 0.6896, loss_cls: 2.4134, loss: 2.4134, grad_norm: 3.0423 2020-09-13 05:18:52,141 - mmaction - INFO - Epoch [21][180/880] lr: 3.936e-02, eta: 6:11:46, time: 0.732, data_time: 0.008, memory: 6181, top1_acc: 0.4299, top5_acc: 0.6984, loss_cls: 2.3678, loss: 2.3678, grad_norm: 3.0718 2020-09-13 05:19:06,741 - mmaction - INFO - Epoch [21][200/880] lr: 3.929e-02, eta: 6:11:10, time: 0.735, data_time: 0.011, memory: 6181, top1_acc: 0.4281, top5_acc: 0.6997, loss_cls: 2.3762, loss: 2.3762, grad_norm: 3.1537 2020-09-13 05:19:21,871 - mmaction - INFO - Epoch [21][220/880] lr: 3.922e-02, eta: 6:10:34, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.4318, top5_acc: 0.7044, loss_cls: 2.3398, loss: 2.3398, grad_norm: 3.0820 2020-09-13 05:19:36,609 - mmaction - INFO - Epoch [21][240/880] lr: 3.915e-02, eta: 6:09:58, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.4396, top5_acc: 0.7125, loss_cls: 2.3302, loss: 2.3302, grad_norm: 3.0201 2020-09-13 05:19:52,697 - mmaction - INFO - Epoch [21][260/880] lr: 3.908e-02, eta: 6:09:23, time: 0.802, data_time: 0.010, memory: 6181, top1_acc: 0.4328, top5_acc: 0.7003, loss_cls: 2.3801, loss: 2.3801, grad_norm: 3.2027 2020-09-13 05:20:07,374 - mmaction - INFO - Epoch [21][280/880] lr: 3.900e-02, eta: 6:08:47, time: 0.737, data_time: 0.007, memory: 6181, top1_acc: 0.4398, top5_acc: 0.7164, loss_cls: 2.3011, loss: 2.3011, grad_norm: 3.1245 2020-09-13 05:20:22,633 - mmaction - INFO - Epoch [21][300/880] lr: 3.893e-02, eta: 6:08:12, time: 0.762, data_time: 0.007, memory: 6181, top1_acc: 0.4375, top5_acc: 0.6997, loss_cls: 2.3585, loss: 2.3585, grad_norm: 3.0947 2020-09-13 05:20:37,094 - mmaction - INFO - Epoch [21][320/880] lr: 3.886e-02, eta: 6:07:36, time: 0.721, data_time: 0.003, memory: 6181, top1_acc: 0.4318, top5_acc: 0.7068, loss_cls: 2.3546, loss: 2.3546, grad_norm: 3.1181 2020-09-13 05:20:52,399 - mmaction - INFO - Epoch [21][340/880] lr: 3.879e-02, eta: 6:07:00, time: 0.762, data_time: 0.010, memory: 6181, top1_acc: 0.4380, top5_acc: 0.6943, loss_cls: 2.3426, loss: 2.3426, grad_norm: 3.0915 2020-09-13 05:21:07,616 - mmaction - INFO - Epoch [21][360/880] lr: 3.872e-02, eta: 6:06:25, time: 0.763, data_time: 0.010, memory: 6181, top1_acc: 0.4359, top5_acc: 0.7073, loss_cls: 2.3406, loss: 2.3406, grad_norm: 3.1177 2020-09-13 05:21:22,375 - mmaction - INFO - Epoch [21][380/880] lr: 3.865e-02, eta: 6:05:49, time: 0.734, data_time: 0.009, memory: 6181, top1_acc: 0.4333, top5_acc: 0.7044, loss_cls: 2.3561, loss: 2.3561, grad_norm: 3.1384 2020-09-13 05:21:37,298 - mmaction - INFO - Epoch [21][400/880] lr: 3.858e-02, eta: 6:05:13, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.4367, top5_acc: 0.7073, loss_cls: 2.3515, loss: 2.3515, grad_norm: 3.1241 2020-09-13 05:21:52,493 - mmaction - INFO - Epoch [21][420/880] lr: 3.850e-02, eta: 6:04:38, time: 0.762, data_time: 0.013, memory: 6181, top1_acc: 0.4396, top5_acc: 0.7047, loss_cls: 2.3435, loss: 2.3435, grad_norm: 3.0262 2020-09-13 05:22:07,724 - mmaction - INFO - Epoch [21][440/880] lr: 3.843e-02, eta: 6:04:03, time: 0.762, data_time: 0.005, memory: 6181, top1_acc: 0.4352, top5_acc: 0.6945, loss_cls: 2.3645, loss: 2.3645, grad_norm: 3.0753 2020-09-13 05:22:22,607 - mmaction - INFO - Epoch [21][460/880] lr: 3.836e-02, eta: 6:03:27, time: 0.745, data_time: 0.008, memory: 6181, top1_acc: 0.4299, top5_acc: 0.6953, loss_cls: 2.3772, loss: 2.3772, grad_norm: 3.0986 2020-09-13 05:22:38,047 - mmaction - INFO - Epoch [21][480/880] lr: 3.829e-02, eta: 6:02:52, time: 0.771, data_time: 0.003, memory: 6181, top1_acc: 0.4417, top5_acc: 0.7237, loss_cls: 2.2784, loss: 2.2784, grad_norm: 3.1219 2020-09-13 05:22:53,197 - mmaction - INFO - Epoch [21][500/880] lr: 3.822e-02, eta: 6:02:17, time: 0.757, data_time: 0.004, memory: 6181, top1_acc: 0.4583, top5_acc: 0.7141, loss_cls: 2.2818, loss: 2.2818, grad_norm: 3.1376 2020-09-13 05:23:08,242 - mmaction - INFO - Epoch [21][520/880] lr: 3.815e-02, eta: 6:01:42, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.4294, top5_acc: 0.7042, loss_cls: 2.3833, loss: 2.3833, grad_norm: 3.1785 2020-09-13 05:23:23,025 - mmaction - INFO - Epoch [21][540/880] lr: 3.808e-02, eta: 6:01:07, time: 0.739, data_time: 0.011, memory: 6181, top1_acc: 0.4273, top5_acc: 0.6995, loss_cls: 2.4282, loss: 2.4282, grad_norm: 3.1133 2020-09-13 05:23:38,163 - mmaction - INFO - Epoch [21][560/880] lr: 3.801e-02, eta: 6:00:32, time: 0.757, data_time: 0.013, memory: 6181, top1_acc: 0.4195, top5_acc: 0.6951, loss_cls: 2.3815, loss: 2.3815, grad_norm: 3.1282 2020-09-13 05:23:53,571 - mmaction - INFO - Epoch [21][580/880] lr: 3.793e-02, eta: 5:59:57, time: 0.774, data_time: 0.008, memory: 6181, top1_acc: 0.4404, top5_acc: 0.7005, loss_cls: 2.3366, loss: 2.3366, grad_norm: 3.0741 2020-09-13 05:24:08,408 - mmaction - INFO - Epoch [21][600/880] lr: 3.786e-02, eta: 5:59:22, time: 0.743, data_time: 0.011, memory: 6181, top1_acc: 0.4349, top5_acc: 0.6969, loss_cls: 2.3611, loss: 2.3611, grad_norm: 3.1091 2020-09-13 05:24:22,975 - mmaction - INFO - Epoch [21][620/880] lr: 3.779e-02, eta: 5:58:46, time: 0.727, data_time: 0.003, memory: 6181, top1_acc: 0.4401, top5_acc: 0.7161, loss_cls: 2.3147, loss: 2.3147, grad_norm: 3.1703 2020-09-13 05:24:38,205 - mmaction - INFO - Epoch [21][640/880] lr: 3.772e-02, eta: 5:58:11, time: 0.757, data_time: 0.008, memory: 6181, top1_acc: 0.4422, top5_acc: 0.7070, loss_cls: 2.3643, loss: 2.3643, grad_norm: 3.2219 2020-09-13 05:24:53,177 - mmaction - INFO - Epoch [21][660/880] lr: 3.765e-02, eta: 5:57:37, time: 0.753, data_time: 0.009, memory: 6181, top1_acc: 0.4299, top5_acc: 0.7031, loss_cls: 2.3768, loss: 2.3768, grad_norm: 3.2218 2020-09-13 05:25:08,703 - mmaction - INFO - Epoch [21][680/880] lr: 3.758e-02, eta: 5:57:02, time: 0.777, data_time: 0.010, memory: 6181, top1_acc: 0.4313, top5_acc: 0.6932, loss_cls: 2.4110, loss: 2.4110, grad_norm: 3.2458 2020-09-13 05:25:23,302 - mmaction - INFO - Epoch [21][700/880] lr: 3.751e-02, eta: 5:56:27, time: 0.727, data_time: 0.004, memory: 6181, top1_acc: 0.4336, top5_acc: 0.6841, loss_cls: 2.3857, loss: 2.3857, grad_norm: 3.1112 2020-09-13 05:25:38,887 - mmaction - INFO - Epoch [21][720/880] lr: 3.743e-02, eta: 5:55:53, time: 0.780, data_time: 0.010, memory: 6181, top1_acc: 0.4495, top5_acc: 0.7021, loss_cls: 2.3420, loss: 2.3420, grad_norm: 3.1056 2020-09-13 05:25:53,294 - mmaction - INFO - Epoch [21][740/880] lr: 3.736e-02, eta: 5:55:17, time: 0.721, data_time: 0.005, memory: 6181, top1_acc: 0.4292, top5_acc: 0.7049, loss_cls: 2.3537, loss: 2.3537, grad_norm: 3.1626 2020-09-13 05:26:08,839 - mmaction - INFO - Epoch [21][760/880] lr: 3.729e-02, eta: 5:54:43, time: 0.776, data_time: 0.010, memory: 6181, top1_acc: 0.4289, top5_acc: 0.7104, loss_cls: 2.3538, loss: 2.3538, grad_norm: 3.1728 2020-09-13 05:26:23,842 - mmaction - INFO - Epoch [21][780/880] lr: 3.722e-02, eta: 5:54:08, time: 0.752, data_time: 0.007, memory: 6181, top1_acc: 0.4380, top5_acc: 0.7099, loss_cls: 2.3268, loss: 2.3268, grad_norm: 3.0832 2020-09-13 05:26:38,739 - mmaction - INFO - Epoch [21][800/880] lr: 3.715e-02, eta: 5:53:34, time: 0.740, data_time: 0.007, memory: 6181, top1_acc: 0.4427, top5_acc: 0.7138, loss_cls: 2.3095, loss: 2.3095, grad_norm: 3.1855 2020-09-13 05:26:54,230 - mmaction - INFO - Epoch [21][820/880] lr: 3.708e-02, eta: 5:53:00, time: 0.779, data_time: 0.010, memory: 6181, top1_acc: 0.4464, top5_acc: 0.7185, loss_cls: 2.2900, loss: 2.2900, grad_norm: 3.1124 2020-09-13 05:27:09,080 - mmaction - INFO - Epoch [21][840/880] lr: 3.701e-02, eta: 5:52:25, time: 0.739, data_time: 0.009, memory: 6181, top1_acc: 0.4385, top5_acc: 0.7016, loss_cls: 2.3689, loss: 2.3689, grad_norm: 3.2630 2020-09-13 05:27:24,841 - mmaction - INFO - Epoch [21][860/880] lr: 3.694e-02, eta: 5:51:51, time: 0.793, data_time: 0.009, memory: 6181, top1_acc: 0.4268, top5_acc: 0.6951, loss_cls: 2.3905, loss: 2.3905, grad_norm: 3.2725 2020-09-13 05:27:37,761 - mmaction - INFO - Epoch [21][880/880] lr: 3.687e-02, eta: 5:51:15, time: 0.646, data_time: 0.007, memory: 6181, top1_acc: 0.4391, top5_acc: 0.7082, loss_cls: 2.2979, loss: 2.2979, grad_norm: 3.1458 2020-09-13 05:27:45,690 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-09-13 05:35:11,386 - mmaction - INFO - Epoch [22][20/880] lr: 3.679e-02, eta: 5:57:08, time: 22.219, data_time: 21.405, memory: 6181, top1_acc: 0.4557, top5_acc: 0.7320, loss_cls: 2.2385, loss: 2.2385, grad_norm: 3.1431 2020-09-13 05:35:26,151 - mmaction - INFO - Epoch [22][40/880] lr: 3.672e-02, eta: 5:56:32, time: 0.731, data_time: 0.009, memory: 6181, top1_acc: 0.4497, top5_acc: 0.7156, loss_cls: 2.3021, loss: 2.3021, grad_norm: 3.1712 2020-09-13 05:35:41,541 - mmaction - INFO - Epoch [22][60/880] lr: 3.665e-02, eta: 5:55:57, time: 0.776, data_time: 0.059, memory: 6181, top1_acc: 0.4414, top5_acc: 0.7167, loss_cls: 2.2843, loss: 2.2843, grad_norm: 3.2508 2020-09-13 05:35:56,279 - mmaction - INFO - Epoch [22][80/880] lr: 3.658e-02, eta: 5:55:22, time: 0.731, data_time: 0.009, memory: 6181, top1_acc: 0.4385, top5_acc: 0.7151, loss_cls: 2.2905, loss: 2.2905, grad_norm: 3.2329 2020-09-13 05:36:11,118 - mmaction - INFO - Epoch [22][100/880] lr: 3.651e-02, eta: 5:54:47, time: 0.745, data_time: 0.063, memory: 6181, top1_acc: 0.4531, top5_acc: 0.7154, loss_cls: 2.3003, loss: 2.3003, grad_norm: 3.1914 2020-09-13 05:36:25,676 - mmaction - INFO - Epoch [22][120/880] lr: 3.644e-02, eta: 5:54:11, time: 0.725, data_time: 0.016, memory: 6181, top1_acc: 0.4359, top5_acc: 0.7107, loss_cls: 2.3415, loss: 2.3415, grad_norm: 3.1870 2020-09-13 05:36:41,117 - mmaction - INFO - Epoch [22][140/880] lr: 3.637e-02, eta: 5:53:37, time: 0.778, data_time: 0.019, memory: 6181, top1_acc: 0.4432, top5_acc: 0.7076, loss_cls: 2.3263, loss: 2.3263, grad_norm: 3.2748 2020-09-13 05:36:56,100 - mmaction - INFO - Epoch [22][160/880] lr: 3.630e-02, eta: 5:53:02, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.4438, top5_acc: 0.7026, loss_cls: 2.3359, loss: 2.3359, grad_norm: 3.1447 2020-09-13 05:37:11,048 - mmaction - INFO - Epoch [22][180/880] lr: 3.623e-02, eta: 5:52:27, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.4518, top5_acc: 0.7167, loss_cls: 2.2925, loss: 2.2925, grad_norm: 3.2159 2020-09-13 05:37:26,169 - mmaction - INFO - Epoch [22][200/880] lr: 3.615e-02, eta: 5:51:52, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.4320, top5_acc: 0.7039, loss_cls: 2.3497, loss: 2.3497, grad_norm: 3.2132 2020-09-13 05:37:41,735 - mmaction - INFO - Epoch [22][220/880] lr: 3.608e-02, eta: 5:51:17, time: 0.784, data_time: 0.009, memory: 6181, top1_acc: 0.4531, top5_acc: 0.7104, loss_cls: 2.3079, loss: 2.3079, grad_norm: 3.1054 2020-09-13 05:37:56,280 - mmaction - INFO - Epoch [22][240/880] lr: 3.601e-02, eta: 5:50:42, time: 0.721, data_time: 0.008, memory: 6181, top1_acc: 0.4417, top5_acc: 0.7031, loss_cls: 2.3495, loss: 2.3495, grad_norm: 3.2030 2020-09-13 05:38:11,284 - mmaction - INFO - Epoch [22][260/880] lr: 3.594e-02, eta: 5:50:07, time: 0.755, data_time: 0.010, memory: 6181, top1_acc: 0.4273, top5_acc: 0.7010, loss_cls: 2.3730, loss: 2.3730, grad_norm: 3.2303 2020-09-13 05:38:26,285 - mmaction - INFO - Epoch [22][280/880] lr: 3.587e-02, eta: 5:49:33, time: 0.744, data_time: 0.008, memory: 6181, top1_acc: 0.4510, top5_acc: 0.7180, loss_cls: 2.2785, loss: 2.2785, grad_norm: 3.2184 2020-09-13 05:38:41,021 - mmaction - INFO - Epoch [22][300/880] lr: 3.580e-02, eta: 5:48:58, time: 0.744, data_time: 0.011, memory: 6181, top1_acc: 0.4492, top5_acc: 0.7190, loss_cls: 2.2735, loss: 2.2735, grad_norm: 3.2008 2020-09-13 05:38:56,192 - mmaction - INFO - Epoch [22][320/880] lr: 3.573e-02, eta: 5:48:23, time: 0.754, data_time: 0.008, memory: 6181, top1_acc: 0.4560, top5_acc: 0.7234, loss_cls: 2.2306, loss: 2.2306, grad_norm: 3.2063 2020-09-13 05:39:10,829 - mmaction - INFO - Epoch [22][340/880] lr: 3.566e-02, eta: 5:47:48, time: 0.735, data_time: 0.008, memory: 6181, top1_acc: 0.4424, top5_acc: 0.7141, loss_cls: 2.3177, loss: 2.3177, grad_norm: 3.1594 2020-09-13 05:39:25,954 - mmaction - INFO - Epoch [22][360/880] lr: 3.559e-02, eta: 5:47:14, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.4406, top5_acc: 0.7115, loss_cls: 2.3075, loss: 2.3075, grad_norm: 3.2648 2020-09-13 05:39:40,892 - mmaction - INFO - Epoch [22][380/880] lr: 3.551e-02, eta: 5:46:39, time: 0.753, data_time: 0.011, memory: 6181, top1_acc: 0.4237, top5_acc: 0.6904, loss_cls: 2.4465, loss: 2.4465, grad_norm: 3.2236 2020-09-13 05:39:55,778 - mmaction - INFO - Epoch [22][400/880] lr: 3.544e-02, eta: 5:46:05, time: 0.739, data_time: 0.009, memory: 6181, top1_acc: 0.4568, top5_acc: 0.7146, loss_cls: 2.2898, loss: 2.2898, grad_norm: 3.1974 2020-09-13 05:40:11,023 - mmaction - INFO - Epoch [22][420/880] lr: 3.537e-02, eta: 5:45:30, time: 0.768, data_time: 0.010, memory: 6181, top1_acc: 0.4383, top5_acc: 0.7055, loss_cls: 2.3530, loss: 2.3530, grad_norm: 3.2289 2020-09-13 05:40:26,834 - mmaction - INFO - Epoch [22][440/880] lr: 3.530e-02, eta: 5:44:57, time: 0.789, data_time: 0.009, memory: 6181, top1_acc: 0.4404, top5_acc: 0.7042, loss_cls: 2.3236, loss: 2.3236, grad_norm: 3.1802 2020-09-13 05:40:41,683 - mmaction - INFO - Epoch [22][460/880] lr: 3.523e-02, eta: 5:44:22, time: 0.740, data_time: 0.007, memory: 6181, top1_acc: 0.4612, top5_acc: 0.7224, loss_cls: 2.2804, loss: 2.2804, grad_norm: 3.1986 2020-09-13 05:40:56,494 - mmaction - INFO - Epoch [22][480/880] lr: 3.516e-02, eta: 5:43:48, time: 0.739, data_time: 0.011, memory: 6181, top1_acc: 0.4471, top5_acc: 0.7201, loss_cls: 2.2998, loss: 2.2998, grad_norm: 3.1828 2020-09-13 05:41:11,322 - mmaction - INFO - Epoch [22][500/880] lr: 3.509e-02, eta: 5:43:13, time: 0.746, data_time: 0.010, memory: 6181, top1_acc: 0.4521, top5_acc: 0.7187, loss_cls: 2.2845, loss: 2.2845, grad_norm: 3.1853 2020-09-13 05:41:26,012 - mmaction - INFO - Epoch [22][520/880] lr: 3.502e-02, eta: 5:42:39, time: 0.732, data_time: 0.010, memory: 6181, top1_acc: 0.4555, top5_acc: 0.7164, loss_cls: 2.2768, loss: 2.2768, grad_norm: 3.1326 2020-09-13 05:41:41,335 - mmaction - INFO - Epoch [22][540/880] lr: 3.495e-02, eta: 5:42:05, time: 0.769, data_time: 0.008, memory: 6181, top1_acc: 0.4578, top5_acc: 0.7164, loss_cls: 2.2863, loss: 2.2863, grad_norm: 3.1414 2020-09-13 05:41:56,201 - mmaction - INFO - Epoch [22][560/880] lr: 3.488e-02, eta: 5:41:30, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.4635, top5_acc: 0.7125, loss_cls: 2.2486, loss: 2.2486, grad_norm: 3.2179 2020-09-13 05:42:11,013 - mmaction - INFO - Epoch [22][580/880] lr: 3.481e-02, eta: 5:40:56, time: 0.748, data_time: 0.012, memory: 6181, top1_acc: 0.4443, top5_acc: 0.7036, loss_cls: 2.3296, loss: 2.3296, grad_norm: 3.2010 2020-09-13 05:42:26,533 - mmaction - INFO - Epoch [22][600/880] lr: 3.474e-02, eta: 5:40:23, time: 0.778, data_time: 0.011, memory: 6181, top1_acc: 0.4557, top5_acc: 0.7198, loss_cls: 2.2791, loss: 2.2791, grad_norm: 3.2187 2020-09-13 05:42:41,353 - mmaction - INFO - Epoch [22][620/880] lr: 3.466e-02, eta: 5:39:48, time: 0.741, data_time: 0.006, memory: 6181, top1_acc: 0.4505, top5_acc: 0.7107, loss_cls: 2.2972, loss: 2.2972, grad_norm: 3.1745 2020-09-13 05:42:57,119 - mmaction - INFO - Epoch [22][640/880] lr: 3.459e-02, eta: 5:39:15, time: 0.788, data_time: 0.008, memory: 6181, top1_acc: 0.4404, top5_acc: 0.7023, loss_cls: 2.3484, loss: 2.3484, grad_norm: 3.2300 2020-09-13 05:43:11,580 - mmaction - INFO - Epoch [22][660/880] lr: 3.452e-02, eta: 5:38:40, time: 0.721, data_time: 0.005, memory: 6181, top1_acc: 0.4482, top5_acc: 0.7216, loss_cls: 2.2695, loss: 2.2695, grad_norm: 3.2561 2020-09-13 05:43:26,494 - mmaction - INFO - Epoch [22][680/880] lr: 3.445e-02, eta: 5:38:06, time: 0.742, data_time: 0.010, memory: 6181, top1_acc: 0.4443, top5_acc: 0.7143, loss_cls: 2.2957, loss: 2.2957, grad_norm: 3.1751 2020-09-13 05:43:41,427 - mmaction - INFO - Epoch [22][700/880] lr: 3.438e-02, eta: 5:37:33, time: 0.750, data_time: 0.009, memory: 6181, top1_acc: 0.4456, top5_acc: 0.7078, loss_cls: 2.3191, loss: 2.3191, grad_norm: 3.2127 2020-09-13 05:43:56,262 - mmaction - INFO - Epoch [22][720/880] lr: 3.431e-02, eta: 5:36:59, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.4365, top5_acc: 0.7151, loss_cls: 2.3093, loss: 2.3093, grad_norm: 3.2392 2020-09-13 05:44:11,530 - mmaction - INFO - Epoch [22][740/880] lr: 3.424e-02, eta: 5:36:25, time: 0.763, data_time: 0.004, memory: 6181, top1_acc: 0.4638, top5_acc: 0.7271, loss_cls: 2.2216, loss: 2.2216, grad_norm: 3.3127 2020-09-13 05:44:26,579 - mmaction - INFO - Epoch [22][760/880] lr: 3.417e-02, eta: 5:35:51, time: 0.753, data_time: 0.008, memory: 6181, top1_acc: 0.4362, top5_acc: 0.7034, loss_cls: 2.3608, loss: 2.3608, grad_norm: 3.2460 2020-09-13 05:44:41,630 - mmaction - INFO - Epoch [22][780/880] lr: 3.410e-02, eta: 5:35:18, time: 0.753, data_time: 0.004, memory: 6181, top1_acc: 0.4484, top5_acc: 0.7091, loss_cls: 2.2888, loss: 2.2888, grad_norm: 3.1997 2020-09-13 05:44:56,674 - mmaction - INFO - Epoch [22][800/880] lr: 3.403e-02, eta: 5:34:44, time: 0.747, data_time: 0.008, memory: 6181, top1_acc: 0.4505, top5_acc: 0.7268, loss_cls: 2.2531, loss: 2.2531, grad_norm: 3.2565 2020-09-13 05:45:12,530 - mmaction - INFO - Epoch [22][820/880] lr: 3.396e-02, eta: 5:34:11, time: 0.798, data_time: 0.009, memory: 6181, top1_acc: 0.4615, top5_acc: 0.7214, loss_cls: 2.2590, loss: 2.2590, grad_norm: 3.2615 2020-09-13 05:45:26,873 - mmaction - INFO - Epoch [22][840/880] lr: 3.389e-02, eta: 5:33:37, time: 0.712, data_time: 0.008, memory: 6181, top1_acc: 0.4430, top5_acc: 0.7112, loss_cls: 2.3182, loss: 2.3182, grad_norm: 3.3024 2020-09-13 05:45:41,647 - mmaction - INFO - Epoch [22][860/880] lr: 3.382e-02, eta: 5:33:03, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.4453, top5_acc: 0.7091, loss_cls: 2.3001, loss: 2.3001, grad_norm: 3.2627 2020-09-13 05:45:54,842 - mmaction - INFO - Epoch [22][880/880] lr: 3.375e-02, eta: 5:32:28, time: 0.660, data_time: 0.009, memory: 6181, top1_acc: 0.4446, top5_acc: 0.6991, loss_cls: 2.3489, loss: 2.3489, grad_norm: 3.2630 2020-09-13 05:46:03,124 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-09-13 05:53:34,353 - mmaction - INFO - Epoch [23][20/880] lr: 3.368e-02, eta: 5:37:49, time: 22.468, data_time: 21.658, memory: 6181, top1_acc: 0.4714, top5_acc: 0.7320, loss_cls: 2.1793, loss: 2.1793, grad_norm: 3.1826 2020-09-13 05:53:49,104 - mmaction - INFO - Epoch [23][40/880] lr: 3.361e-02, eta: 5:37:15, time: 0.743, data_time: 0.019, memory: 6181, top1_acc: 0.4583, top5_acc: 0.7198, loss_cls: 2.2463, loss: 2.2463, grad_norm: 3.2930 2020-09-13 05:54:03,991 - mmaction - INFO - Epoch [23][60/880] lr: 3.353e-02, eta: 5:36:40, time: 0.744, data_time: 0.005, memory: 6181, top1_acc: 0.4539, top5_acc: 0.7190, loss_cls: 2.2495, loss: 2.2495, grad_norm: 3.2272 2020-09-13 05:54:18,847 - mmaction - INFO - Epoch [23][80/880] lr: 3.346e-02, eta: 5:36:06, time: 0.744, data_time: 0.010, memory: 6181, top1_acc: 0.4641, top5_acc: 0.7354, loss_cls: 2.2185, loss: 2.2185, grad_norm: 3.3470 2020-09-13 05:54:34,110 - mmaction - INFO - Epoch [23][100/880] lr: 3.339e-02, eta: 5:35:32, time: 0.764, data_time: 0.004, memory: 6181, top1_acc: 0.4654, top5_acc: 0.7190, loss_cls: 2.2464, loss: 2.2464, grad_norm: 3.2650 2020-09-13 05:54:49,335 - mmaction - INFO - Epoch [23][120/880] lr: 3.332e-02, eta: 5:34:58, time: 0.760, data_time: 0.008, memory: 6181, top1_acc: 0.4560, top5_acc: 0.7167, loss_cls: 2.2825, loss: 2.2825, grad_norm: 3.2745 2020-09-13 05:55:04,133 - mmaction - INFO - Epoch [23][140/880] lr: 3.325e-02, eta: 5:34:24, time: 0.739, data_time: 0.004, memory: 6181, top1_acc: 0.4672, top5_acc: 0.7214, loss_cls: 2.2634, loss: 2.2634, grad_norm: 3.2073 2020-09-13 05:55:19,247 - mmaction - INFO - Epoch [23][160/880] lr: 3.318e-02, eta: 5:33:50, time: 0.755, data_time: 0.005, memory: 6181, top1_acc: 0.4648, top5_acc: 0.7146, loss_cls: 2.2634, loss: 2.2634, grad_norm: 3.2890 2020-09-13 05:55:34,264 - mmaction - INFO - Epoch [23][180/880] lr: 3.311e-02, eta: 5:33:16, time: 0.747, data_time: 0.018, memory: 6181, top1_acc: 0.4690, top5_acc: 0.7305, loss_cls: 2.2104, loss: 2.2104, grad_norm: 3.1766 2020-09-13 05:55:48,826 - mmaction - INFO - Epoch [23][200/880] lr: 3.304e-02, eta: 5:32:42, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.4581, top5_acc: 0.7352, loss_cls: 2.2072, loss: 2.2072, grad_norm: 3.2789 2020-09-13 05:56:03,905 - mmaction - INFO - Epoch [23][220/880] lr: 3.297e-02, eta: 5:32:08, time: 0.752, data_time: 0.007, memory: 6181, top1_acc: 0.4544, top5_acc: 0.7185, loss_cls: 2.2531, loss: 2.2531, grad_norm: 3.3738 2020-09-13 05:56:18,755 - mmaction - INFO - Epoch [23][240/880] lr: 3.290e-02, eta: 5:31:34, time: 0.742, data_time: 0.004, memory: 6181, top1_acc: 0.4466, top5_acc: 0.6990, loss_cls: 2.3145, loss: 2.3145, grad_norm: 3.2967 2020-09-13 05:56:34,000 - mmaction - INFO - Epoch [23][260/880] lr: 3.283e-02, eta: 5:31:00, time: 0.759, data_time: 0.009, memory: 6181, top1_acc: 0.4589, top5_acc: 0.7237, loss_cls: 2.2394, loss: 2.2394, grad_norm: 3.2624 2020-09-13 05:56:49,357 - mmaction - INFO - Epoch [23][280/880] lr: 3.276e-02, eta: 5:30:27, time: 0.772, data_time: 0.010, memory: 6181, top1_acc: 0.4607, top5_acc: 0.7177, loss_cls: 2.2428, loss: 2.2428, grad_norm: 3.3024 2020-09-13 05:57:04,242 - mmaction - INFO - Epoch [23][300/880] lr: 3.269e-02, eta: 5:29:53, time: 0.744, data_time: 0.007, memory: 6181, top1_acc: 0.4500, top5_acc: 0.7172, loss_cls: 2.2610, loss: 2.2610, grad_norm: 3.2982 2020-09-13 05:57:18,722 - mmaction - INFO - Epoch [23][320/880] lr: 3.262e-02, eta: 5:29:19, time: 0.723, data_time: 0.004, memory: 6181, top1_acc: 0.4414, top5_acc: 0.7219, loss_cls: 2.2778, loss: 2.2778, grad_norm: 3.3758 2020-09-13 05:57:33,712 - mmaction - INFO - Epoch [23][340/880] lr: 3.255e-02, eta: 5:28:45, time: 0.746, data_time: 0.011, memory: 6181, top1_acc: 0.4544, top5_acc: 0.7180, loss_cls: 2.2578, loss: 2.2578, grad_norm: 3.2640 2020-09-13 05:57:49,639 - mmaction - INFO - Epoch [23][360/880] lr: 3.248e-02, eta: 5:28:12, time: 0.801, data_time: 0.009, memory: 6181, top1_acc: 0.4599, top5_acc: 0.7255, loss_cls: 2.2303, loss: 2.2303, grad_norm: 3.3500 2020-09-13 05:58:04,111 - mmaction - INFO - Epoch [23][380/880] lr: 3.241e-02, eta: 5:27:38, time: 0.724, data_time: 0.008, memory: 6181, top1_acc: 0.4435, top5_acc: 0.7161, loss_cls: 2.2827, loss: 2.2827, grad_norm: 3.3512 2020-09-13 05:58:19,268 - mmaction - INFO - Epoch [23][400/880] lr: 3.234e-02, eta: 5:27:04, time: 0.756, data_time: 0.003, memory: 6181, top1_acc: 0.4469, top5_acc: 0.7203, loss_cls: 2.2568, loss: 2.2568, grad_norm: 3.3259 2020-09-13 05:58:33,814 - mmaction - INFO - Epoch [23][420/880] lr: 3.227e-02, eta: 5:26:30, time: 0.723, data_time: 0.009, memory: 6181, top1_acc: 0.4461, top5_acc: 0.7115, loss_cls: 2.3203, loss: 2.3203, grad_norm: 3.3388 2020-09-13 05:58:49,147 - mmaction - INFO - Epoch [23][440/880] lr: 3.220e-02, eta: 5:25:57, time: 0.768, data_time: 0.009, memory: 6181, top1_acc: 0.4539, top5_acc: 0.7305, loss_cls: 2.2276, loss: 2.2276, grad_norm: 3.2738 2020-09-13 05:59:04,567 - mmaction - INFO - Epoch [23][460/880] lr: 3.213e-02, eta: 5:25:24, time: 0.771, data_time: 0.010, memory: 6181, top1_acc: 0.4516, top5_acc: 0.7284, loss_cls: 2.2461, loss: 2.2461, grad_norm: 3.3170 2020-09-13 05:59:18,882 - mmaction - INFO - Epoch [23][480/880] lr: 3.206e-02, eta: 5:24:50, time: 0.720, data_time: 0.008, memory: 6181, top1_acc: 0.4445, top5_acc: 0.7279, loss_cls: 2.2574, loss: 2.2574, grad_norm: 3.3526 2020-09-13 05:59:33,924 - mmaction - INFO - Epoch [23][500/880] lr: 3.199e-02, eta: 5:24:17, time: 0.746, data_time: 0.007, memory: 6181, top1_acc: 0.4693, top5_acc: 0.7258, loss_cls: 2.2300, loss: 2.2300, grad_norm: 3.3132 2020-09-13 05:59:48,874 - mmaction - INFO - Epoch [23][520/880] lr: 3.192e-02, eta: 5:23:43, time: 0.753, data_time: 0.009, memory: 6181, top1_acc: 0.4487, top5_acc: 0.7135, loss_cls: 2.2907, loss: 2.2907, grad_norm: 3.2265 2020-09-13 06:00:10,754 - mmaction - INFO - Epoch [23][540/880] lr: 3.185e-02, eta: 5:23:15, time: 1.075, data_time: 0.007, memory: 6181, top1_acc: 0.4539, top5_acc: 0.7169, loss_cls: 2.2556, loss: 2.2556, grad_norm: 3.3667 2020-09-13 06:00:24,707 - mmaction - INFO - Epoch [23][560/880] lr: 3.178e-02, eta: 5:22:41, time: 0.718, data_time: 0.025, memory: 6181, top1_acc: 0.4661, top5_acc: 0.7289, loss_cls: 2.2249, loss: 2.2249, grad_norm: 3.2377 2020-09-13 06:00:39,615 - mmaction - INFO - Epoch [23][580/880] lr: 3.171e-02, eta: 5:22:08, time: 0.744, data_time: 0.009, memory: 6181, top1_acc: 0.4563, top5_acc: 0.7232, loss_cls: 2.2711, loss: 2.2711, grad_norm: 3.3177 2020-09-13 06:00:54,777 - mmaction - INFO - Epoch [23][600/880] lr: 3.164e-02, eta: 5:21:35, time: 0.759, data_time: 0.004, memory: 6181, top1_acc: 0.4599, top5_acc: 0.7250, loss_cls: 2.2518, loss: 2.2518, grad_norm: 3.3021 2020-09-13 06:01:09,910 - mmaction - INFO - Epoch [23][620/880] lr: 3.157e-02, eta: 5:21:02, time: 0.751, data_time: 0.007, memory: 6181, top1_acc: 0.4417, top5_acc: 0.7174, loss_cls: 2.2699, loss: 2.2699, grad_norm: 3.3599 2020-09-13 06:01:25,046 - mmaction - INFO - Epoch [23][640/880] lr: 3.150e-02, eta: 5:20:29, time: 0.760, data_time: 0.009, memory: 6181, top1_acc: 0.4604, top5_acc: 0.7172, loss_cls: 2.2333, loss: 2.2333, grad_norm: 3.2547 2020-09-13 06:01:40,148 - mmaction - INFO - Epoch [23][660/880] lr: 3.143e-02, eta: 5:19:56, time: 0.752, data_time: 0.010, memory: 6181, top1_acc: 0.4518, top5_acc: 0.7167, loss_cls: 2.2611, loss: 2.2611, grad_norm: 3.3661 2020-09-13 06:01:55,362 - mmaction - INFO - Epoch [23][680/880] lr: 3.136e-02, eta: 5:19:23, time: 0.765, data_time: 0.009, memory: 6181, top1_acc: 0.4521, top5_acc: 0.7245, loss_cls: 2.2666, loss: 2.2666, grad_norm: 3.3313 2020-09-13 06:02:10,956 - mmaction - INFO - Epoch [23][700/880] lr: 3.129e-02, eta: 5:18:50, time: 0.775, data_time: 0.008, memory: 6181, top1_acc: 0.4687, top5_acc: 0.7172, loss_cls: 2.2329, loss: 2.2329, grad_norm: 3.3240 2020-09-13 06:02:25,205 - mmaction - INFO - Epoch [23][720/880] lr: 3.122e-02, eta: 5:18:17, time: 0.715, data_time: 0.008, memory: 6181, top1_acc: 0.4549, top5_acc: 0.7169, loss_cls: 2.2712, loss: 2.2712, grad_norm: 3.3453 2020-09-13 06:02:40,841 - mmaction - INFO - Epoch [23][740/880] lr: 3.115e-02, eta: 5:17:44, time: 0.783, data_time: 0.009, memory: 6181, top1_acc: 0.4583, top5_acc: 0.7216, loss_cls: 2.2580, loss: 2.2580, grad_norm: 3.4401 2020-09-13 06:02:55,724 - mmaction - INFO - Epoch [23][760/880] lr: 3.108e-02, eta: 5:17:11, time: 0.745, data_time: 0.003, memory: 6181, top1_acc: 0.4641, top5_acc: 0.7224, loss_cls: 2.2631, loss: 2.2631, grad_norm: 3.3974 2020-09-13 06:03:11,089 - mmaction - INFO - Epoch [23][780/880] lr: 3.101e-02, eta: 5:16:38, time: 0.761, data_time: 0.007, memory: 6181, top1_acc: 0.4513, top5_acc: 0.7182, loss_cls: 2.2733, loss: 2.2733, grad_norm: 3.2901 2020-09-13 06:03:25,454 - mmaction - INFO - Epoch [23][800/880] lr: 3.094e-02, eta: 5:16:05, time: 0.724, data_time: 0.012, memory: 6181, top1_acc: 0.4565, top5_acc: 0.7294, loss_cls: 2.2472, loss: 2.2472, grad_norm: 3.4485 2020-09-13 06:03:41,056 - mmaction - INFO - Epoch [23][820/880] lr: 3.087e-02, eta: 5:15:33, time: 0.776, data_time: 0.010, memory: 6181, top1_acc: 0.4578, top5_acc: 0.7305, loss_cls: 2.2060, loss: 2.2060, grad_norm: 3.5295 2020-09-13 06:03:56,227 - mmaction - INFO - Epoch [23][840/880] lr: 3.080e-02, eta: 5:15:00, time: 0.758, data_time: 0.010, memory: 6181, top1_acc: 0.4695, top5_acc: 0.7193, loss_cls: 2.2234, loss: 2.2234, grad_norm: 3.4025 2020-09-13 06:04:10,953 - mmaction - INFO - Epoch [23][860/880] lr: 3.074e-02, eta: 5:14:27, time: 0.739, data_time: 0.015, memory: 6181, top1_acc: 0.4583, top5_acc: 0.7182, loss_cls: 2.2464, loss: 2.2464, grad_norm: 3.4100 2020-09-13 06:04:24,093 - mmaction - INFO - Epoch [23][880/880] lr: 3.067e-02, eta: 5:13:53, time: 0.658, data_time: 0.009, memory: 6181, top1_acc: 0.4554, top5_acc: 0.7287, loss_cls: 2.2406, loss: 2.2406, grad_norm: 3.3902 2020-09-13 06:04:34,145 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-09-13 06:11:56,546 - mmaction - INFO - Epoch [24][20/880] lr: 3.060e-02, eta: 5:18:34, time: 22.020, data_time: 21.147, memory: 6181, top1_acc: 0.4805, top5_acc: 0.7401, loss_cls: 2.1268, loss: 2.1268, grad_norm: 3.2088 2020-09-13 06:12:11,151 - mmaction - INFO - Epoch [24][40/880] lr: 3.053e-02, eta: 5:18:00, time: 0.733, data_time: 0.016, memory: 6181, top1_acc: 0.4763, top5_acc: 0.7312, loss_cls: 2.2042, loss: 2.2042, grad_norm: 3.4527 2020-09-13 06:12:25,726 - mmaction - INFO - Epoch [24][60/880] lr: 3.046e-02, eta: 5:17:27, time: 0.731, data_time: 0.005, memory: 6181, top1_acc: 0.4536, top5_acc: 0.7172, loss_cls: 2.2648, loss: 2.2648, grad_norm: 3.5125 2020-09-13 06:12:40,857 - mmaction - INFO - Epoch [24][80/880] lr: 3.039e-02, eta: 5:16:53, time: 0.752, data_time: 0.007, memory: 6181, top1_acc: 0.4607, top5_acc: 0.7221, loss_cls: 2.2451, loss: 2.2451, grad_norm: 3.3693 2020-09-13 06:12:55,800 - mmaction - INFO - Epoch [24][100/880] lr: 3.032e-02, eta: 5:16:20, time: 0.749, data_time: 0.008, memory: 6181, top1_acc: 0.4815, top5_acc: 0.7318, loss_cls: 2.1508, loss: 2.1508, grad_norm: 3.4468 2020-09-13 06:13:11,136 - mmaction - INFO - Epoch [24][120/880] lr: 3.025e-02, eta: 5:15:47, time: 0.765, data_time: 0.010, memory: 6181, top1_acc: 0.4698, top5_acc: 0.7445, loss_cls: 2.1563, loss: 2.1563, grad_norm: 3.4391 2020-09-13 06:13:25,421 - mmaction - INFO - Epoch [24][140/880] lr: 3.018e-02, eta: 5:15:14, time: 0.717, data_time: 0.010, memory: 6181, top1_acc: 0.4659, top5_acc: 0.7453, loss_cls: 2.1609, loss: 2.1609, grad_norm: 3.4781 2020-09-13 06:13:40,361 - mmaction - INFO - Epoch [24][160/880] lr: 3.011e-02, eta: 5:14:40, time: 0.744, data_time: 0.010, memory: 6181, top1_acc: 0.4693, top5_acc: 0.7253, loss_cls: 2.1892, loss: 2.1892, grad_norm: 3.4721 2020-09-13 06:13:55,038 - mmaction - INFO - Epoch [24][180/880] lr: 3.004e-02, eta: 5:14:07, time: 0.737, data_time: 0.008, memory: 6181, top1_acc: 0.4583, top5_acc: 0.7250, loss_cls: 2.2324, loss: 2.2324, grad_norm: 3.4469 2020-09-13 06:14:10,160 - mmaction - INFO - Epoch [24][200/880] lr: 2.997e-02, eta: 5:13:34, time: 0.750, data_time: 0.010, memory: 6181, top1_acc: 0.4609, top5_acc: 0.7286, loss_cls: 2.2190, loss: 2.2190, grad_norm: 3.4245 2020-09-13 06:14:25,056 - mmaction - INFO - Epoch [24][220/880] lr: 2.990e-02, eta: 5:13:01, time: 0.750, data_time: 0.010, memory: 6181, top1_acc: 0.4664, top5_acc: 0.7276, loss_cls: 2.2074, loss: 2.2074, grad_norm: 3.3930 2020-09-13 06:14:40,663 - mmaction - INFO - Epoch [24][240/880] lr: 2.983e-02, eta: 5:12:28, time: 0.776, data_time: 0.009, memory: 6181, top1_acc: 0.4609, top5_acc: 0.7375, loss_cls: 2.2061, loss: 2.2061, grad_norm: 3.4598 2020-09-13 06:14:55,584 - mmaction - INFO - Epoch [24][260/880] lr: 2.977e-02, eta: 5:11:55, time: 0.749, data_time: 0.010, memory: 6181, top1_acc: 0.4667, top5_acc: 0.7169, loss_cls: 2.2394, loss: 2.2394, grad_norm: 3.3725 2020-09-13 06:15:11,167 - mmaction - INFO - Epoch [24][280/880] lr: 2.970e-02, eta: 5:11:23, time: 0.770, data_time: 0.009, memory: 6181, top1_acc: 0.4612, top5_acc: 0.7224, loss_cls: 2.2298, loss: 2.2298, grad_norm: 3.4197 2020-09-13 06:15:25,811 - mmaction - INFO - Epoch [24][300/880] lr: 2.963e-02, eta: 5:10:50, time: 0.743, data_time: 0.014, memory: 6181, top1_acc: 0.4625, top5_acc: 0.7320, loss_cls: 2.1979, loss: 2.1979, grad_norm: 3.3871 2020-09-13 06:15:40,761 - mmaction - INFO - Epoch [24][320/880] lr: 2.956e-02, eta: 5:10:17, time: 0.742, data_time: 0.007, memory: 6181, top1_acc: 0.4747, top5_acc: 0.7323, loss_cls: 2.1692, loss: 2.1692, grad_norm: 3.3335 2020-09-13 06:15:55,965 - mmaction - INFO - Epoch [24][340/880] lr: 2.949e-02, eta: 5:09:44, time: 0.762, data_time: 0.008, memory: 6181, top1_acc: 0.4693, top5_acc: 0.7310, loss_cls: 2.1862, loss: 2.1862, grad_norm: 3.4476 2020-09-13 06:16:10,808 - mmaction - INFO - Epoch [24][360/880] lr: 2.942e-02, eta: 5:09:11, time: 0.744, data_time: 0.011, memory: 6181, top1_acc: 0.4794, top5_acc: 0.7367, loss_cls: 2.1569, loss: 2.1569, grad_norm: 3.3620 2020-09-13 06:16:25,562 - mmaction - INFO - Epoch [24][380/880] lr: 2.935e-02, eta: 5:08:38, time: 0.738, data_time: 0.005, memory: 6181, top1_acc: 0.4674, top5_acc: 0.7388, loss_cls: 2.1801, loss: 2.1801, grad_norm: 3.4397 2020-09-13 06:16:40,638 - mmaction - INFO - Epoch [24][400/880] lr: 2.928e-02, eta: 5:08:05, time: 0.754, data_time: 0.008, memory: 6181, top1_acc: 0.4628, top5_acc: 0.7286, loss_cls: 2.2170, loss: 2.2170, grad_norm: 3.4471 2020-09-13 06:16:55,045 - mmaction - INFO - Epoch [24][420/880] lr: 2.921e-02, eta: 5:07:32, time: 0.722, data_time: 0.004, memory: 6181, top1_acc: 0.4661, top5_acc: 0.7396, loss_cls: 2.1666, loss: 2.1666, grad_norm: 3.3432 2020-09-13 06:17:10,801 - mmaction - INFO - Epoch [24][440/880] lr: 2.915e-02, eta: 5:07:00, time: 0.782, data_time: 0.007, memory: 6181, top1_acc: 0.4620, top5_acc: 0.7307, loss_cls: 2.1737, loss: 2.1737, grad_norm: 3.3465 2020-09-13 06:17:25,676 - mmaction - INFO - Epoch [24][460/880] lr: 2.908e-02, eta: 5:06:27, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.4776, top5_acc: 0.7336, loss_cls: 2.1890, loss: 2.1890, grad_norm: 3.4622 2020-09-13 06:17:40,383 - mmaction - INFO - Epoch [24][480/880] lr: 2.901e-02, eta: 5:05:54, time: 0.732, data_time: 0.009, memory: 6181, top1_acc: 0.4568, top5_acc: 0.7354, loss_cls: 2.2313, loss: 2.2313, grad_norm: 3.5069 2020-09-13 06:17:55,287 - mmaction - INFO - Epoch [24][500/880] lr: 2.894e-02, eta: 5:05:22, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.4711, top5_acc: 0.7375, loss_cls: 2.1649, loss: 2.1649, grad_norm: 3.5007 2020-09-13 06:18:10,082 - mmaction - INFO - Epoch [24][520/880] lr: 2.887e-02, eta: 5:04:49, time: 0.742, data_time: 0.011, memory: 6181, top1_acc: 0.4792, top5_acc: 0.7391, loss_cls: 2.1619, loss: 2.1619, grad_norm: 3.3642 2020-09-13 06:18:24,910 - mmaction - INFO - Epoch [24][540/880] lr: 2.880e-02, eta: 5:04:17, time: 0.741, data_time: 0.004, memory: 6181, top1_acc: 0.4630, top5_acc: 0.7201, loss_cls: 2.2237, loss: 2.2237, grad_norm: 3.3917 2020-09-13 06:18:39,917 - mmaction - INFO - Epoch [24][560/880] lr: 2.873e-02, eta: 5:03:44, time: 0.746, data_time: 0.008, memory: 6181, top1_acc: 0.4865, top5_acc: 0.7336, loss_cls: 2.1538, loss: 2.1538, grad_norm: 3.4702 2020-09-13 06:18:54,502 - mmaction - INFO - Epoch [24][580/880] lr: 2.867e-02, eta: 5:03:11, time: 0.733, data_time: 0.009, memory: 6181, top1_acc: 0.4589, top5_acc: 0.7279, loss_cls: 2.2561, loss: 2.2561, grad_norm: 3.4259 2020-09-13 06:19:09,769 - mmaction - INFO - Epoch [24][600/880] lr: 2.860e-02, eta: 5:02:39, time: 0.758, data_time: 0.009, memory: 6181, top1_acc: 0.4638, top5_acc: 0.7247, loss_cls: 2.2232, loss: 2.2232, grad_norm: 3.3832 2020-09-13 06:19:24,790 - mmaction - INFO - Epoch [24][620/880] lr: 2.853e-02, eta: 5:02:07, time: 0.757, data_time: 0.010, memory: 6181, top1_acc: 0.4646, top5_acc: 0.7294, loss_cls: 2.2192, loss: 2.2192, grad_norm: 3.4432 2020-09-13 06:19:39,844 - mmaction - INFO - Epoch [24][640/880] lr: 2.846e-02, eta: 5:01:34, time: 0.747, data_time: 0.008, memory: 6181, top1_acc: 0.4615, top5_acc: 0.7294, loss_cls: 2.2059, loss: 2.2059, grad_norm: 3.3677 2020-09-13 06:19:55,282 - mmaction - INFO - Epoch [24][660/880] lr: 2.839e-02, eta: 5:01:03, time: 0.777, data_time: 0.009, memory: 6181, top1_acc: 0.4651, top5_acc: 0.7214, loss_cls: 2.2070, loss: 2.2070, grad_norm: 3.4585 2020-09-13 06:20:10,655 - mmaction - INFO - Epoch [24][680/880] lr: 2.832e-02, eta: 5:00:31, time: 0.768, data_time: 0.008, memory: 6181, top1_acc: 0.4661, top5_acc: 0.7313, loss_cls: 2.1954, loss: 2.1954, grad_norm: 3.5031 2020-09-13 06:20:25,113 - mmaction - INFO - Epoch [24][700/880] lr: 2.826e-02, eta: 4:59:58, time: 0.722, data_time: 0.005, memory: 6181, top1_acc: 0.4740, top5_acc: 0.7328, loss_cls: 2.1739, loss: 2.1739, grad_norm: 3.3889 2020-09-13 06:20:40,976 - mmaction - INFO - Epoch [24][720/880] lr: 2.819e-02, eta: 4:59:26, time: 0.790, data_time: 0.010, memory: 6181, top1_acc: 0.4615, top5_acc: 0.7352, loss_cls: 2.2028, loss: 2.2028, grad_norm: 3.4444 2020-09-13 06:20:55,942 - mmaction - INFO - Epoch [24][740/880] lr: 2.812e-02, eta: 4:58:54, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.4781, top5_acc: 0.7393, loss_cls: 2.1611, loss: 2.1611, grad_norm: 3.4741 2020-09-13 06:21:10,969 - mmaction - INFO - Epoch [24][760/880] lr: 2.805e-02, eta: 4:58:22, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.4677, top5_acc: 0.7297, loss_cls: 2.1912, loss: 2.1912, grad_norm: 3.5514 2020-09-13 06:21:26,238 - mmaction - INFO - Epoch [24][780/880] lr: 2.798e-02, eta: 4:57:50, time: 0.764, data_time: 0.004, memory: 6181, top1_acc: 0.4753, top5_acc: 0.7346, loss_cls: 2.1512, loss: 2.1512, grad_norm: 3.4308 2020-09-13 06:21:41,459 - mmaction - INFO - Epoch [24][800/880] lr: 2.791e-02, eta: 4:57:18, time: 0.754, data_time: 0.008, memory: 6181, top1_acc: 0.4716, top5_acc: 0.7385, loss_cls: 2.1647, loss: 2.1647, grad_norm: 3.4341 2020-09-13 06:21:56,280 - mmaction - INFO - Epoch [24][820/880] lr: 2.785e-02, eta: 4:56:46, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.4659, top5_acc: 0.7299, loss_cls: 2.1824, loss: 2.1824, grad_norm: 3.4533 2020-09-13 06:22:11,443 - mmaction - INFO - Epoch [24][840/880] lr: 2.778e-02, eta: 4:56:14, time: 0.753, data_time: 0.007, memory: 6181, top1_acc: 0.4813, top5_acc: 0.7336, loss_cls: 2.1567, loss: 2.1567, grad_norm: 3.4261 2020-09-13 06:22:26,044 - mmaction - INFO - Epoch [24][860/880] lr: 2.771e-02, eta: 4:55:42, time: 0.733, data_time: 0.010, memory: 6181, top1_acc: 0.4807, top5_acc: 0.7367, loss_cls: 2.1666, loss: 2.1666, grad_norm: 3.4695 2020-09-13 06:22:39,535 - mmaction - INFO - Epoch [24][880/880] lr: 2.764e-02, eta: 4:55:09, time: 0.674, data_time: 0.011, memory: 6181, top1_acc: 0.4617, top5_acc: 0.7337, loss_cls: 2.2287, loss: 2.2287, grad_norm: 3.5090 2020-09-13 06:22:48,595 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-09-13 06:30:06,241 - mmaction - INFO - Epoch [25][20/880] lr: 2.757e-02, eta: 4:59:18, time: 21.851, data_time: 21.024, memory: 6181, top1_acc: 0.4820, top5_acc: 0.7385, loss_cls: 2.1444, loss: 2.1444, grad_norm: 3.3756 2020-09-13 06:30:21,028 - mmaction - INFO - Epoch [25][40/880] lr: 2.751e-02, eta: 4:58:45, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.4945, top5_acc: 0.7568, loss_cls: 2.0526, loss: 2.0526, grad_norm: 3.4838 2020-09-13 06:30:35,943 - mmaction - INFO - Epoch [25][60/880] lr: 2.744e-02, eta: 4:58:12, time: 0.741, data_time: 0.011, memory: 6181, top1_acc: 0.4836, top5_acc: 0.7398, loss_cls: 2.1260, loss: 2.1260, grad_norm: 3.4819 2020-09-13 06:30:51,275 - mmaction - INFO - Epoch [25][80/880] lr: 2.737e-02, eta: 4:57:40, time: 0.770, data_time: 0.009, memory: 6181, top1_acc: 0.4674, top5_acc: 0.7336, loss_cls: 2.1831, loss: 2.1831, grad_norm: 3.4843 2020-09-13 06:31:05,670 - mmaction - INFO - Epoch [25][100/880] lr: 2.730e-02, eta: 4:57:07, time: 0.715, data_time: 0.008, memory: 6181, top1_acc: 0.4945, top5_acc: 0.7510, loss_cls: 2.0718, loss: 2.0718, grad_norm: 3.4937 2020-09-13 06:31:20,873 - mmaction - INFO - Epoch [25][120/880] lr: 2.724e-02, eta: 4:56:35, time: 0.763, data_time: 0.008, memory: 6181, top1_acc: 0.4896, top5_acc: 0.7542, loss_cls: 2.0553, loss: 2.0553, grad_norm: 3.4614 2020-09-13 06:31:35,819 - mmaction - INFO - Epoch [25][140/880] lr: 2.717e-02, eta: 4:56:03, time: 0.744, data_time: 0.009, memory: 6181, top1_acc: 0.4844, top5_acc: 0.7432, loss_cls: 2.1381, loss: 2.1381, grad_norm: 3.6114 2020-09-13 06:31:50,331 - mmaction - INFO - Epoch [25][160/880] lr: 2.710e-02, eta: 4:55:30, time: 0.729, data_time: 0.010, memory: 6181, top1_acc: 0.4701, top5_acc: 0.7362, loss_cls: 2.1548, loss: 2.1548, grad_norm: 3.4731 2020-09-13 06:32:05,565 - mmaction - INFO - Epoch [25][180/880] lr: 2.703e-02, eta: 4:54:58, time: 0.757, data_time: 0.043, memory: 6181, top1_acc: 0.4862, top5_acc: 0.7333, loss_cls: 2.1295, loss: 2.1295, grad_norm: 3.4843 2020-09-13 06:32:20,407 - mmaction - INFO - Epoch [25][200/880] lr: 2.697e-02, eta: 4:54:25, time: 0.747, data_time: 0.044, memory: 6181, top1_acc: 0.4659, top5_acc: 0.7391, loss_cls: 2.1542, loss: 2.1542, grad_norm: 3.4611 2020-09-13 06:32:35,296 - mmaction - INFO - Epoch [25][220/880] lr: 2.690e-02, eta: 4:53:53, time: 0.745, data_time: 0.007, memory: 6181, top1_acc: 0.4753, top5_acc: 0.7477, loss_cls: 2.1185, loss: 2.1185, grad_norm: 3.5129 2020-09-13 06:32:50,327 - mmaction - INFO - Epoch [25][240/880] lr: 2.683e-02, eta: 4:53:21, time: 0.750, data_time: 0.003, memory: 6181, top1_acc: 0.4677, top5_acc: 0.7339, loss_cls: 2.1687, loss: 2.1687, grad_norm: 3.5400 2020-09-13 06:33:05,437 - mmaction - INFO - Epoch [25][260/880] lr: 2.676e-02, eta: 4:52:49, time: 0.756, data_time: 0.008, memory: 6181, top1_acc: 0.4745, top5_acc: 0.7380, loss_cls: 2.1418, loss: 2.1418, grad_norm: 3.5094 2020-09-13 06:33:20,700 - mmaction - INFO - Epoch [25][280/880] lr: 2.670e-02, eta: 4:52:17, time: 0.764, data_time: 0.005, memory: 6181, top1_acc: 0.4672, top5_acc: 0.7427, loss_cls: 2.1633, loss: 2.1633, grad_norm: 3.5716 2020-09-13 06:33:35,537 - mmaction - INFO - Epoch [25][300/880] lr: 2.663e-02, eta: 4:51:45, time: 0.735, data_time: 0.008, memory: 6181, top1_acc: 0.4815, top5_acc: 0.7557, loss_cls: 2.1012, loss: 2.1012, grad_norm: 3.5138 2020-09-13 06:33:50,159 - mmaction - INFO - Epoch [25][320/880] lr: 2.656e-02, eta: 4:51:12, time: 0.736, data_time: 0.010, memory: 6181, top1_acc: 0.4789, top5_acc: 0.7443, loss_cls: 2.1431, loss: 2.1431, grad_norm: 3.5879 2020-09-13 06:34:05,302 - mmaction - INFO - Epoch [25][340/880] lr: 2.649e-02, eta: 4:50:40, time: 0.754, data_time: 0.009, memory: 6181, top1_acc: 0.4844, top5_acc: 0.7484, loss_cls: 2.1219, loss: 2.1219, grad_norm: 3.5063 2020-09-13 06:34:20,664 - mmaction - INFO - Epoch [25][360/880] lr: 2.643e-02, eta: 4:50:08, time: 0.771, data_time: 0.009, memory: 6181, top1_acc: 0.4563, top5_acc: 0.7357, loss_cls: 2.2171, loss: 2.2171, grad_norm: 3.5472 2020-09-13 06:34:35,503 - mmaction - INFO - Epoch [25][380/880] lr: 2.636e-02, eta: 4:49:36, time: 0.745, data_time: 0.011, memory: 6181, top1_acc: 0.4911, top5_acc: 0.7484, loss_cls: 2.0859, loss: 2.0859, grad_norm: 3.4599 2020-09-13 06:34:50,677 - mmaction - INFO - Epoch [25][400/880] lr: 2.629e-02, eta: 4:49:05, time: 0.758, data_time: 0.003, memory: 6181, top1_acc: 0.4857, top5_acc: 0.7466, loss_cls: 2.1243, loss: 2.1243, grad_norm: 3.5701 2020-09-13 06:35:05,529 - mmaction - INFO - Epoch [25][420/880] lr: 2.623e-02, eta: 4:48:33, time: 0.744, data_time: 0.009, memory: 6181, top1_acc: 0.4690, top5_acc: 0.7380, loss_cls: 2.1882, loss: 2.1882, grad_norm: 3.5381 2020-09-13 06:35:20,670 - mmaction - INFO - Epoch [25][440/880] lr: 2.616e-02, eta: 4:48:01, time: 0.755, data_time: 0.003, memory: 6181, top1_acc: 0.4794, top5_acc: 0.7352, loss_cls: 2.1521, loss: 2.1521, grad_norm: 3.4362 2020-09-13 06:35:35,801 - mmaction - INFO - Epoch [25][460/880] lr: 2.609e-02, eta: 4:47:29, time: 0.753, data_time: 0.005, memory: 6181, top1_acc: 0.4797, top5_acc: 0.7518, loss_cls: 2.1108, loss: 2.1108, grad_norm: 3.5432 2020-09-13 06:35:50,525 - mmaction - INFO - Epoch [25][480/880] lr: 2.602e-02, eta: 4:46:57, time: 0.742, data_time: 0.009, memory: 6181, top1_acc: 0.4794, top5_acc: 0.7396, loss_cls: 2.1620, loss: 2.1620, grad_norm: 3.6409 2020-09-13 06:36:05,868 - mmaction - INFO - Epoch [25][500/880] lr: 2.596e-02, eta: 4:46:25, time: 0.761, data_time: 0.008, memory: 6181, top1_acc: 0.4799, top5_acc: 0.7359, loss_cls: 2.1455, loss: 2.1455, grad_norm: 3.6151 2020-09-13 06:36:20,432 - mmaction - INFO - Epoch [25][520/880] lr: 2.589e-02, eta: 4:45:53, time: 0.732, data_time: 0.009, memory: 6181, top1_acc: 0.4714, top5_acc: 0.7281, loss_cls: 2.1698, loss: 2.1698, grad_norm: 3.5451 2020-09-13 06:36:35,652 - mmaction - INFO - Epoch [25][540/880] lr: 2.582e-02, eta: 4:45:22, time: 0.757, data_time: 0.010, memory: 6181, top1_acc: 0.4732, top5_acc: 0.7323, loss_cls: 2.1834, loss: 2.1834, grad_norm: 3.5752 2020-09-13 06:36:51,036 - mmaction - INFO - Epoch [25][560/880] lr: 2.576e-02, eta: 4:44:50, time: 0.773, data_time: 0.009, memory: 6181, top1_acc: 0.4716, top5_acc: 0.7406, loss_cls: 2.1501, loss: 2.1501, grad_norm: 3.5263 2020-09-13 06:37:05,993 - mmaction - INFO - Epoch [25][580/880] lr: 2.569e-02, eta: 4:44:19, time: 0.750, data_time: 0.010, memory: 6181, top1_acc: 0.4721, top5_acc: 0.7391, loss_cls: 2.1632, loss: 2.1632, grad_norm: 3.6564 2020-09-13 06:37:20,683 - mmaction - INFO - Epoch [25][600/880] lr: 2.562e-02, eta: 4:43:47, time: 0.733, data_time: 0.003, memory: 6181, top1_acc: 0.4997, top5_acc: 0.7544, loss_cls: 2.0822, loss: 2.0822, grad_norm: 3.5015 2020-09-13 06:37:35,428 - mmaction - INFO - Epoch [25][620/880] lr: 2.556e-02, eta: 4:43:15, time: 0.731, data_time: 0.010, memory: 6181, top1_acc: 0.4701, top5_acc: 0.7417, loss_cls: 2.1812, loss: 2.1812, grad_norm: 3.6113 2020-09-13 06:37:50,228 - mmaction - INFO - Epoch [25][640/880] lr: 2.549e-02, eta: 4:42:43, time: 0.746, data_time: 0.011, memory: 6181, top1_acc: 0.4893, top5_acc: 0.7497, loss_cls: 2.1147, loss: 2.1147, grad_norm: 3.5618 2020-09-13 06:38:05,069 - mmaction - INFO - Epoch [25][660/880] lr: 2.542e-02, eta: 4:42:12, time: 0.737, data_time: 0.008, memory: 6181, top1_acc: 0.4841, top5_acc: 0.7461, loss_cls: 2.1041, loss: 2.1041, grad_norm: 3.5393 2020-09-13 06:38:20,524 - mmaction - INFO - Epoch [25][680/880] lr: 2.536e-02, eta: 4:41:40, time: 0.779, data_time: 0.009, memory: 6181, top1_acc: 0.4802, top5_acc: 0.7370, loss_cls: 2.1483, loss: 2.1483, grad_norm: 3.5738 2020-09-13 06:38:35,293 - mmaction - INFO - Epoch [25][700/880] lr: 2.529e-02, eta: 4:41:09, time: 0.733, data_time: 0.007, memory: 6181, top1_acc: 0.4836, top5_acc: 0.7539, loss_cls: 2.0989, loss: 2.0989, grad_norm: 3.5233 2020-09-13 06:38:50,199 - mmaction - INFO - Epoch [25][720/880] lr: 2.523e-02, eta: 4:40:37, time: 0.750, data_time: 0.009, memory: 6181, top1_acc: 0.4771, top5_acc: 0.7445, loss_cls: 2.1466, loss: 2.1466, grad_norm: 3.5473 2020-09-13 06:39:05,642 - mmaction - INFO - Epoch [25][740/880] lr: 2.516e-02, eta: 4:40:06, time: 0.767, data_time: 0.008, memory: 6181, top1_acc: 0.4870, top5_acc: 0.7258, loss_cls: 2.1696, loss: 2.1696, grad_norm: 3.4671 2020-09-13 06:39:20,130 - mmaction - INFO - Epoch [25][760/880] lr: 2.509e-02, eta: 4:39:34, time: 0.727, data_time: 0.010, memory: 6181, top1_acc: 0.4711, top5_acc: 0.7411, loss_cls: 2.1532, loss: 2.1532, grad_norm: 3.4768 2020-09-13 06:39:34,943 - mmaction - INFO - Epoch [25][780/880] lr: 2.503e-02, eta: 4:39:03, time: 0.739, data_time: 0.011, memory: 6181, top1_acc: 0.4969, top5_acc: 0.7563, loss_cls: 2.0755, loss: 2.0755, grad_norm: 3.5306 2020-09-13 06:39:50,343 - mmaction - INFO - Epoch [25][800/880] lr: 2.496e-02, eta: 4:38:32, time: 0.774, data_time: 0.009, memory: 6181, top1_acc: 0.4805, top5_acc: 0.7432, loss_cls: 2.1314, loss: 2.1314, grad_norm: 3.6491 2020-09-13 06:40:05,672 - mmaction - INFO - Epoch [25][820/880] lr: 2.489e-02, eta: 4:38:01, time: 0.767, data_time: 0.009, memory: 6181, top1_acc: 0.4901, top5_acc: 0.7497, loss_cls: 2.0746, loss: 2.0746, grad_norm: 3.5291 2020-09-13 06:40:19,951 - mmaction - INFO - Epoch [25][840/880] lr: 2.483e-02, eta: 4:37:29, time: 0.712, data_time: 0.004, memory: 6181, top1_acc: 0.4753, top5_acc: 0.7417, loss_cls: 2.1392, loss: 2.1392, grad_norm: 3.6162 2020-09-13 06:40:35,062 - mmaction - INFO - Epoch [25][860/880] lr: 2.476e-02, eta: 4:36:58, time: 0.752, data_time: 0.010, memory: 6181, top1_acc: 0.4729, top5_acc: 0.7396, loss_cls: 2.1295, loss: 2.1295, grad_norm: 3.5199 2020-09-13 06:40:48,279 - mmaction - INFO - Epoch [25][880/880] lr: 2.470e-02, eta: 4:36:25, time: 0.667, data_time: 0.009, memory: 6181, top1_acc: 0.4900, top5_acc: 0.7466, loss_cls: 2.1071, loss: 2.1071, grad_norm: 3.5402 2020-09-13 06:40:57,156 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-09-13 06:48:16,307 - mmaction - INFO - Epoch [26][20/880] lr: 2.463e-02, eta: 4:40:08, time: 21.911, data_time: 21.071, memory: 6181, top1_acc: 0.4969, top5_acc: 0.7596, loss_cls: 2.0614, loss: 2.0614, grad_norm: 3.5318 2020-09-13 06:48:30,862 - mmaction - INFO - Epoch [26][40/880] lr: 2.456e-02, eta: 4:39:36, time: 0.738, data_time: 0.022, memory: 6181, top1_acc: 0.4906, top5_acc: 0.7570, loss_cls: 2.0472, loss: 2.0472, grad_norm: 3.5847 2020-09-13 06:48:45,654 - mmaction - INFO - Epoch [26][60/880] lr: 2.450e-02, eta: 4:39:04, time: 0.739, data_time: 0.005, memory: 6181, top1_acc: 0.4922, top5_acc: 0.7615, loss_cls: 2.0675, loss: 2.0675, grad_norm: 3.5709 2020-09-13 06:49:00,350 - mmaction - INFO - Epoch [26][80/880] lr: 2.443e-02, eta: 4:38:32, time: 0.729, data_time: 0.010, memory: 6181, top1_acc: 0.4919, top5_acc: 0.7620, loss_cls: 2.0429, loss: 2.0429, grad_norm: 3.6897 2020-09-13 06:49:14,936 - mmaction - INFO - Epoch [26][100/880] lr: 2.437e-02, eta: 4:38:00, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.5023, top5_acc: 0.7630, loss_cls: 2.0083, loss: 2.0083, grad_norm: 3.6067 2020-09-13 06:49:29,870 - mmaction - INFO - Epoch [26][120/880] lr: 2.430e-02, eta: 4:37:28, time: 0.739, data_time: 0.008, memory: 6181, top1_acc: 0.4945, top5_acc: 0.7516, loss_cls: 2.0730, loss: 2.0730, grad_norm: 3.6714 2020-09-13 06:49:45,040 - mmaction - INFO - Epoch [26][140/880] lr: 2.424e-02, eta: 4:36:57, time: 0.765, data_time: 0.011, memory: 6181, top1_acc: 0.4859, top5_acc: 0.7521, loss_cls: 2.0807, loss: 2.0807, grad_norm: 3.6867 2020-09-13 06:49:59,534 - mmaction - INFO - Epoch [26][160/880] lr: 2.417e-02, eta: 4:36:25, time: 0.726, data_time: 0.009, memory: 6181, top1_acc: 0.4833, top5_acc: 0.7471, loss_cls: 2.0846, loss: 2.0846, grad_norm: 3.5575 2020-09-13 06:50:14,691 - mmaction - INFO - Epoch [26][180/880] lr: 2.410e-02, eta: 4:35:53, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.4831, top5_acc: 0.7534, loss_cls: 2.0756, loss: 2.0756, grad_norm: 3.6957 2020-09-13 06:50:30,087 - mmaction - INFO - Epoch [26][200/880] lr: 2.404e-02, eta: 4:35:22, time: 0.775, data_time: 0.010, memory: 6181, top1_acc: 0.4891, top5_acc: 0.7508, loss_cls: 2.0864, loss: 2.0864, grad_norm: 3.6022 2020-09-13 06:50:45,206 - mmaction - INFO - Epoch [26][220/880] lr: 2.397e-02, eta: 4:34:50, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.4906, top5_acc: 0.7620, loss_cls: 2.0449, loss: 2.0449, grad_norm: 3.5472 2020-09-13 06:51:00,050 - mmaction - INFO - Epoch [26][240/880] lr: 2.391e-02, eta: 4:34:19, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.4870, top5_acc: 0.7424, loss_cls: 2.1036, loss: 2.1036, grad_norm: 3.5615 2020-09-13 06:51:14,863 - mmaction - INFO - Epoch [26][260/880] lr: 2.384e-02, eta: 4:33:47, time: 0.734, data_time: 0.008, memory: 6181, top1_acc: 0.4875, top5_acc: 0.7458, loss_cls: 2.1079, loss: 2.1079, grad_norm: 3.5938 2020-09-13 06:51:29,817 - mmaction - INFO - Epoch [26][280/880] lr: 2.378e-02, eta: 4:33:16, time: 0.752, data_time: 0.010, memory: 6181, top1_acc: 0.4958, top5_acc: 0.7529, loss_cls: 2.0852, loss: 2.0852, grad_norm: 3.7040 2020-09-13 06:51:45,095 - mmaction - INFO - Epoch [26][300/880] lr: 2.371e-02, eta: 4:32:45, time: 0.763, data_time: 0.016, memory: 6181, top1_acc: 0.4893, top5_acc: 0.7500, loss_cls: 2.0879, loss: 2.0879, grad_norm: 3.5821 2020-09-13 06:51:59,761 - mmaction - INFO - Epoch [26][320/880] lr: 2.365e-02, eta: 4:32:13, time: 0.734, data_time: 0.007, memory: 6181, top1_acc: 0.4844, top5_acc: 0.7513, loss_cls: 2.0864, loss: 2.0864, grad_norm: 3.6802 2020-09-13 06:52:14,543 - mmaction - INFO - Epoch [26][340/880] lr: 2.358e-02, eta: 4:31:42, time: 0.739, data_time: 0.011, memory: 6181, top1_acc: 0.4862, top5_acc: 0.7409, loss_cls: 2.0990, loss: 2.0990, grad_norm: 3.5886 2020-09-13 06:52:29,439 - mmaction - INFO - Epoch [26][360/880] lr: 2.352e-02, eta: 4:31:10, time: 0.747, data_time: 0.007, memory: 6181, top1_acc: 0.4898, top5_acc: 0.7482, loss_cls: 2.0846, loss: 2.0846, grad_norm: 3.6338 2020-09-13 06:52:44,378 - mmaction - INFO - Epoch [26][380/880] lr: 2.345e-02, eta: 4:30:39, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.4927, top5_acc: 0.7443, loss_cls: 2.0761, loss: 2.0761, grad_norm: 3.7084 2020-09-13 06:52:59,039 - mmaction - INFO - Epoch [26][400/880] lr: 2.339e-02, eta: 4:30:08, time: 0.732, data_time: 0.006, memory: 6181, top1_acc: 0.4948, top5_acc: 0.7456, loss_cls: 2.0689, loss: 2.0689, grad_norm: 3.6859 2020-09-13 06:53:14,419 - mmaction - INFO - Epoch [26][420/880] lr: 2.332e-02, eta: 4:29:37, time: 0.771, data_time: 0.011, memory: 6181, top1_acc: 0.4984, top5_acc: 0.7622, loss_cls: 2.0458, loss: 2.0458, grad_norm: 3.6449 2020-09-13 06:53:29,028 - mmaction - INFO - Epoch [26][440/880] lr: 2.326e-02, eta: 4:29:05, time: 0.732, data_time: 0.005, memory: 6181, top1_acc: 0.4914, top5_acc: 0.7529, loss_cls: 2.0941, loss: 2.0941, grad_norm: 3.6314 2020-09-13 06:53:43,972 - mmaction - INFO - Epoch [26][460/880] lr: 2.319e-02, eta: 4:28:34, time: 0.745, data_time: 0.008, memory: 6181, top1_acc: 0.4927, top5_acc: 0.7589, loss_cls: 2.0659, loss: 2.0659, grad_norm: 3.7627 2020-09-13 06:53:58,831 - mmaction - INFO - Epoch [26][480/880] lr: 2.313e-02, eta: 4:28:03, time: 0.742, data_time: 0.005, memory: 6181, top1_acc: 0.4966, top5_acc: 0.7510, loss_cls: 2.0697, loss: 2.0697, grad_norm: 3.5833 2020-09-13 06:54:14,535 - mmaction - INFO - Epoch [26][500/880] lr: 2.306e-02, eta: 4:27:32, time: 0.783, data_time: 0.009, memory: 6181, top1_acc: 0.4909, top5_acc: 0.7583, loss_cls: 2.0524, loss: 2.0524, grad_norm: 3.6666 2020-09-13 06:54:29,149 - mmaction - INFO - Epoch [26][520/880] lr: 2.300e-02, eta: 4:27:01, time: 0.733, data_time: 0.008, memory: 6181, top1_acc: 0.4917, top5_acc: 0.7547, loss_cls: 2.0657, loss: 2.0657, grad_norm: 3.6536 2020-09-13 06:54:44,350 - mmaction - INFO - Epoch [26][540/880] lr: 2.293e-02, eta: 4:26:30, time: 0.756, data_time: 0.010, memory: 6181, top1_acc: 0.5036, top5_acc: 0.7607, loss_cls: 2.0365, loss: 2.0365, grad_norm: 3.6822 2020-09-13 06:54:59,074 - mmaction - INFO - Epoch [26][560/880] lr: 2.287e-02, eta: 4:25:59, time: 0.741, data_time: 0.011, memory: 6181, top1_acc: 0.4909, top5_acc: 0.7596, loss_cls: 2.0652, loss: 2.0652, grad_norm: 3.5909 2020-09-13 06:55:14,205 - mmaction - INFO - Epoch [26][580/880] lr: 2.280e-02, eta: 4:25:28, time: 0.750, data_time: 0.010, memory: 6181, top1_acc: 0.4958, top5_acc: 0.7424, loss_cls: 2.0913, loss: 2.0913, grad_norm: 3.6065 2020-09-13 06:55:28,910 - mmaction - INFO - Epoch [26][600/880] lr: 2.274e-02, eta: 4:24:57, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.4896, top5_acc: 0.7443, loss_cls: 2.1051, loss: 2.1051, grad_norm: 3.7557 2020-09-13 06:55:44,124 - mmaction - INFO - Epoch [26][620/880] lr: 2.268e-02, eta: 4:24:26, time: 0.762, data_time: 0.009, memory: 6181, top1_acc: 0.4867, top5_acc: 0.7466, loss_cls: 2.1141, loss: 2.1141, grad_norm: 3.6817 2020-09-13 06:55:59,208 - mmaction - INFO - Epoch [26][640/880] lr: 2.261e-02, eta: 4:23:55, time: 0.752, data_time: 0.004, memory: 6181, top1_acc: 0.4826, top5_acc: 0.7432, loss_cls: 2.1101, loss: 2.1101, grad_norm: 3.7017 2020-09-13 06:56:13,766 - mmaction - INFO - Epoch [26][660/880] lr: 2.255e-02, eta: 4:23:24, time: 0.731, data_time: 0.011, memory: 6181, top1_acc: 0.4872, top5_acc: 0.7430, loss_cls: 2.1371, loss: 2.1371, grad_norm: 3.7528 2020-09-13 06:56:29,415 - mmaction - INFO - Epoch [26][680/880] lr: 2.248e-02, eta: 4:22:53, time: 0.781, data_time: 0.003, memory: 6181, top1_acc: 0.4906, top5_acc: 0.7589, loss_cls: 2.0835, loss: 2.0835, grad_norm: 3.7261 2020-09-13 06:56:44,264 - mmaction - INFO - Epoch [26][700/880] lr: 2.242e-02, eta: 4:22:23, time: 0.742, data_time: 0.009, memory: 6181, top1_acc: 0.5018, top5_acc: 0.7578, loss_cls: 2.0360, loss: 2.0360, grad_norm: 3.6421 2020-09-13 06:56:59,080 - mmaction - INFO - Epoch [26][720/880] lr: 2.235e-02, eta: 4:21:52, time: 0.741, data_time: 0.005, memory: 6181, top1_acc: 0.4865, top5_acc: 0.7422, loss_cls: 2.1326, loss: 2.1326, grad_norm: 3.6945 2020-09-13 06:57:14,143 - mmaction - INFO - Epoch [26][740/880] lr: 2.229e-02, eta: 4:21:21, time: 0.754, data_time: 0.011, memory: 6181, top1_acc: 0.4909, top5_acc: 0.7534, loss_cls: 2.0682, loss: 2.0682, grad_norm: 3.6558 2020-09-13 06:57:29,110 - mmaction - INFO - Epoch [26][760/880] lr: 2.223e-02, eta: 4:20:50, time: 0.746, data_time: 0.004, memory: 6181, top1_acc: 0.4958, top5_acc: 0.7573, loss_cls: 2.0736, loss: 2.0736, grad_norm: 3.7035 2020-09-13 06:57:43,934 - mmaction - INFO - Epoch [26][780/880] lr: 2.216e-02, eta: 4:20:19, time: 0.737, data_time: 0.010, memory: 6181, top1_acc: 0.5023, top5_acc: 0.7552, loss_cls: 2.0318, loss: 2.0318, grad_norm: 3.5910 2020-09-13 06:57:59,194 - mmaction - INFO - Epoch [26][800/880] lr: 2.210e-02, eta: 4:19:49, time: 0.768, data_time: 0.010, memory: 6181, top1_acc: 0.4927, top5_acc: 0.7583, loss_cls: 2.0603, loss: 2.0603, grad_norm: 3.7667 2020-09-13 06:58:13,970 - mmaction - INFO - Epoch [26][820/880] lr: 2.203e-02, eta: 4:19:18, time: 0.736, data_time: 0.007, memory: 6181, top1_acc: 0.5013, top5_acc: 0.7578, loss_cls: 2.0336, loss: 2.0336, grad_norm: 3.7164 2020-09-13 06:58:29,112 - mmaction - INFO - Epoch [26][840/880] lr: 2.197e-02, eta: 4:18:48, time: 0.754, data_time: 0.008, memory: 6181, top1_acc: 0.5021, top5_acc: 0.7583, loss_cls: 2.0307, loss: 2.0307, grad_norm: 3.6522 2020-09-13 06:58:43,995 - mmaction - INFO - Epoch [26][860/880] lr: 2.191e-02, eta: 4:18:17, time: 0.747, data_time: 0.013, memory: 6181, top1_acc: 0.4927, top5_acc: 0.7521, loss_cls: 2.0636, loss: 2.0636, grad_norm: 3.6960 2020-09-13 06:58:57,440 - mmaction - INFO - Epoch [26][880/880] lr: 2.184e-02, eta: 4:17:46, time: 0.677, data_time: 0.009, memory: 6181, top1_acc: 0.4903, top5_acc: 0.7589, loss_cls: 2.0678, loss: 2.0678, grad_norm: 3.6531 2020-09-13 06:59:06,018 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-09-13 07:06:32,623 - mmaction - INFO - Epoch [27][20/880] lr: 2.178e-02, eta: 4:21:06, time: 22.218, data_time: 21.415, memory: 6181, top1_acc: 0.4992, top5_acc: 0.7568, loss_cls: 2.0363, loss: 2.0363, grad_norm: 3.6731 2020-09-13 07:06:47,076 - mmaction - INFO - Epoch [27][40/880] lr: 2.172e-02, eta: 4:20:34, time: 0.727, data_time: 0.016, memory: 6181, top1_acc: 0.5104, top5_acc: 0.7656, loss_cls: 2.0050, loss: 2.0050, grad_norm: 3.6138 2020-09-13 07:07:02,796 - mmaction - INFO - Epoch [27][60/880] lr: 2.165e-02, eta: 4:20:04, time: 0.786, data_time: 0.005, memory: 6181, top1_acc: 0.4930, top5_acc: 0.7641, loss_cls: 2.0072, loss: 2.0072, grad_norm: 3.5991 2020-09-13 07:07:17,358 - mmaction - INFO - Epoch [27][80/880] lr: 2.159e-02, eta: 4:19:32, time: 0.722, data_time: 0.007, memory: 6181, top1_acc: 0.5034, top5_acc: 0.7646, loss_cls: 2.0115, loss: 2.0115, grad_norm: 3.7053 2020-09-13 07:07:31,842 - mmaction - INFO - Epoch [27][100/880] lr: 2.153e-02, eta: 4:19:01, time: 0.730, data_time: 0.010, memory: 6181, top1_acc: 0.5062, top5_acc: 0.7690, loss_cls: 1.9800, loss: 1.9800, grad_norm: 3.7826 2020-09-13 07:07:46,435 - mmaction - INFO - Epoch [27][120/880] lr: 2.146e-02, eta: 4:18:30, time: 0.727, data_time: 0.009, memory: 6181, top1_acc: 0.4997, top5_acc: 0.7693, loss_cls: 2.0092, loss: 2.0092, grad_norm: 3.7973 2020-09-13 07:08:01,580 - mmaction - INFO - Epoch [27][140/880] lr: 2.140e-02, eta: 4:17:59, time: 0.760, data_time: 0.007, memory: 6181, top1_acc: 0.5109, top5_acc: 0.7555, loss_cls: 2.0310, loss: 2.0310, grad_norm: 3.7304 2020-09-13 07:08:16,158 - mmaction - INFO - Epoch [27][160/880] lr: 2.134e-02, eta: 4:17:28, time: 0.725, data_time: 0.008, memory: 6181, top1_acc: 0.4945, top5_acc: 0.7536, loss_cls: 2.0798, loss: 2.0798, grad_norm: 3.8573 2020-09-13 07:08:30,949 - mmaction - INFO - Epoch [27][180/880] lr: 2.127e-02, eta: 4:16:57, time: 0.742, data_time: 0.007, memory: 6181, top1_acc: 0.4904, top5_acc: 0.7682, loss_cls: 2.0297, loss: 2.0297, grad_norm: 3.8345 2020-09-13 07:08:46,003 - mmaction - INFO - Epoch [27][200/880] lr: 2.121e-02, eta: 4:16:26, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.5096, top5_acc: 0.7682, loss_cls: 1.9752, loss: 1.9752, grad_norm: 3.7089 2020-09-13 07:09:00,664 - mmaction - INFO - Epoch [27][220/880] lr: 2.115e-02, eta: 4:15:55, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.5068, top5_acc: 0.7552, loss_cls: 2.0213, loss: 2.0213, grad_norm: 3.7602 2020-09-13 07:09:15,425 - mmaction - INFO - Epoch [27][240/880] lr: 2.108e-02, eta: 4:15:24, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.5128, top5_acc: 0.7677, loss_cls: 2.0027, loss: 2.0027, grad_norm: 3.6397 2020-09-13 07:09:30,463 - mmaction - INFO - Epoch [27][260/880] lr: 2.102e-02, eta: 4:14:53, time: 0.756, data_time: 0.008, memory: 6181, top1_acc: 0.5128, top5_acc: 0.7651, loss_cls: 1.9877, loss: 1.9877, grad_norm: 3.7764 2020-09-13 07:09:45,282 - mmaction - INFO - Epoch [27][280/880] lr: 2.096e-02, eta: 4:14:23, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.5044, top5_acc: 0.7638, loss_cls: 1.9840, loss: 1.9840, grad_norm: 3.7301 2020-09-13 07:10:00,436 - mmaction - INFO - Epoch [27][300/880] lr: 2.090e-02, eta: 4:13:52, time: 0.759, data_time: 0.008, memory: 6181, top1_acc: 0.5047, top5_acc: 0.7570, loss_cls: 2.0166, loss: 2.0166, grad_norm: 3.7661 2020-09-13 07:10:15,636 - mmaction - INFO - Epoch [27][320/880] lr: 2.083e-02, eta: 4:13:21, time: 0.756, data_time: 0.010, memory: 6181, top1_acc: 0.5083, top5_acc: 0.7609, loss_cls: 2.0062, loss: 2.0062, grad_norm: 3.8523 2020-09-13 07:10:30,881 - mmaction - INFO - Epoch [27][340/880] lr: 2.077e-02, eta: 4:12:51, time: 0.767, data_time: 0.011, memory: 6181, top1_acc: 0.5174, top5_acc: 0.7677, loss_cls: 1.9767, loss: 1.9767, grad_norm: 3.8224 2020-09-13 07:10:45,744 - mmaction - INFO - Epoch [27][360/880] lr: 2.071e-02, eta: 4:12:20, time: 0.739, data_time: 0.009, memory: 6181, top1_acc: 0.4901, top5_acc: 0.7651, loss_cls: 2.0498, loss: 2.0498, grad_norm: 3.8877 2020-09-13 07:11:00,381 - mmaction - INFO - Epoch [27][380/880] lr: 2.065e-02, eta: 4:11:49, time: 0.736, data_time: 0.011, memory: 6181, top1_acc: 0.5060, top5_acc: 0.7615, loss_cls: 2.0366, loss: 2.0366, grad_norm: 3.7870 2020-09-13 07:11:16,006 - mmaction - INFO - Epoch [27][400/880] lr: 2.058e-02, eta: 4:11:19, time: 0.777, data_time: 0.008, memory: 6181, top1_acc: 0.5081, top5_acc: 0.7596, loss_cls: 2.0120, loss: 2.0120, grad_norm: 3.7899 2020-09-13 07:11:30,649 - mmaction - INFO - Epoch [27][420/880] lr: 2.052e-02, eta: 4:10:48, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.4992, top5_acc: 0.7508, loss_cls: 2.0319, loss: 2.0319, grad_norm: 3.8901 2020-09-13 07:11:46,053 - mmaction - INFO - Epoch [27][440/880] lr: 2.046e-02, eta: 4:10:18, time: 0.773, data_time: 0.011, memory: 6181, top1_acc: 0.5013, top5_acc: 0.7599, loss_cls: 2.0626, loss: 2.0626, grad_norm: 3.7423 2020-09-13 07:12:00,829 - mmaction - INFO - Epoch [27][460/880] lr: 2.040e-02, eta: 4:09:47, time: 0.733, data_time: 0.004, memory: 6181, top1_acc: 0.4969, top5_acc: 0.7612, loss_cls: 2.0586, loss: 2.0586, grad_norm: 3.7864 2020-09-13 07:12:16,676 - mmaction - INFO - Epoch [27][480/880] lr: 2.033e-02, eta: 4:09:17, time: 0.793, data_time: 0.013, memory: 6181, top1_acc: 0.5078, top5_acc: 0.7607, loss_cls: 2.0083, loss: 2.0083, grad_norm: 3.7145 2020-09-13 07:12:31,305 - mmaction - INFO - Epoch [27][500/880] lr: 2.027e-02, eta: 4:08:47, time: 0.736, data_time: 0.009, memory: 6181, top1_acc: 0.4969, top5_acc: 0.7638, loss_cls: 2.0423, loss: 2.0423, grad_norm: 3.8263 2020-09-13 07:12:46,000 - mmaction - INFO - Epoch [27][520/880] lr: 2.021e-02, eta: 4:08:16, time: 0.733, data_time: 0.009, memory: 6181, top1_acc: 0.4995, top5_acc: 0.7706, loss_cls: 1.9946, loss: 1.9946, grad_norm: 3.7968 2020-09-13 07:13:01,185 - mmaction - INFO - Epoch [27][540/880] lr: 2.015e-02, eta: 4:07:46, time: 0.761, data_time: 0.008, memory: 6181, top1_acc: 0.5036, top5_acc: 0.7458, loss_cls: 2.0465, loss: 2.0465, grad_norm: 3.7601 2020-09-13 07:13:16,821 - mmaction - INFO - Epoch [27][560/880] lr: 2.009e-02, eta: 4:07:16, time: 0.781, data_time: 0.008, memory: 6181, top1_acc: 0.5091, top5_acc: 0.7659, loss_cls: 2.0039, loss: 2.0039, grad_norm: 3.7077 2020-09-13 07:13:31,359 - mmaction - INFO - Epoch [27][580/880] lr: 2.002e-02, eta: 4:06:45, time: 0.727, data_time: 0.006, memory: 6181, top1_acc: 0.5206, top5_acc: 0.7680, loss_cls: 1.9720, loss: 1.9720, grad_norm: 3.7511 2020-09-13 07:13:46,245 - mmaction - INFO - Epoch [27][600/880] lr: 1.996e-02, eta: 4:06:15, time: 0.746, data_time: 0.009, memory: 6181, top1_acc: 0.5021, top5_acc: 0.7698, loss_cls: 1.9909, loss: 1.9909, grad_norm: 3.9507 2020-09-13 07:14:01,022 - mmaction - INFO - Epoch [27][620/880] lr: 1.990e-02, eta: 4:05:44, time: 0.737, data_time: 0.003, memory: 6181, top1_acc: 0.5148, top5_acc: 0.7708, loss_cls: 1.9728, loss: 1.9728, grad_norm: 3.7540 2020-09-13 07:14:15,678 - mmaction - INFO - Epoch [27][640/880] lr: 1.984e-02, eta: 4:05:14, time: 0.734, data_time: 0.010, memory: 6181, top1_acc: 0.5036, top5_acc: 0.7635, loss_cls: 2.0278, loss: 2.0278, grad_norm: 3.8955 2020-09-13 07:14:30,606 - mmaction - INFO - Epoch [27][660/880] lr: 1.978e-02, eta: 4:04:44, time: 0.744, data_time: 0.004, memory: 6181, top1_acc: 0.5227, top5_acc: 0.7773, loss_cls: 1.9600, loss: 1.9600, grad_norm: 3.8061 2020-09-13 07:14:45,630 - mmaction - INFO - Epoch [27][680/880] lr: 1.972e-02, eta: 4:04:13, time: 0.750, data_time: 0.011, memory: 6181, top1_acc: 0.5031, top5_acc: 0.7693, loss_cls: 1.9861, loss: 1.9861, grad_norm: 3.8751 2020-09-13 07:15:00,343 - mmaction - INFO - Epoch [27][700/880] lr: 1.965e-02, eta: 4:03:43, time: 0.736, data_time: 0.008, memory: 6181, top1_acc: 0.5070, top5_acc: 0.7547, loss_cls: 2.0535, loss: 2.0535, grad_norm: 3.8010 2020-09-13 07:15:15,431 - mmaction - INFO - Epoch [27][720/880] lr: 1.959e-02, eta: 4:03:13, time: 0.752, data_time: 0.010, memory: 6181, top1_acc: 0.5130, top5_acc: 0.7620, loss_cls: 2.0056, loss: 2.0056, grad_norm: 3.9103 2020-09-13 07:15:30,469 - mmaction - INFO - Epoch [27][740/880] lr: 1.953e-02, eta: 4:02:43, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.5271, top5_acc: 0.7612, loss_cls: 1.9905, loss: 1.9905, grad_norm: 3.8312 2020-09-13 07:15:45,209 - mmaction - INFO - Epoch [27][760/880] lr: 1.947e-02, eta: 4:02:12, time: 0.731, data_time: 0.008, memory: 6181, top1_acc: 0.5065, top5_acc: 0.7695, loss_cls: 2.0014, loss: 2.0014, grad_norm: 3.7845 2020-09-13 07:16:00,059 - mmaction - INFO - Epoch [27][780/880] lr: 1.941e-02, eta: 4:01:42, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.5005, top5_acc: 0.7646, loss_cls: 2.0367, loss: 2.0367, grad_norm: 3.9748 2020-09-13 07:16:15,003 - mmaction - INFO - Epoch [27][800/880] lr: 1.935e-02, eta: 4:01:12, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.5081, top5_acc: 0.7615, loss_cls: 2.0183, loss: 2.0183, grad_norm: 3.9333 2020-09-13 07:16:29,874 - mmaction - INFO - Epoch [27][820/880] lr: 1.929e-02, eta: 4:00:42, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.5167, top5_acc: 0.7604, loss_cls: 1.9897, loss: 1.9897, grad_norm: 3.8420 2020-09-13 07:16:44,925 - mmaction - INFO - Epoch [27][840/880] lr: 1.922e-02, eta: 4:00:12, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.5070, top5_acc: 0.7560, loss_cls: 2.0167, loss: 2.0167, grad_norm: 3.8188 2020-09-13 07:16:59,881 - mmaction - INFO - Epoch [27][860/880] lr: 1.916e-02, eta: 3:59:42, time: 0.751, data_time: 0.007, memory: 6181, top1_acc: 0.5039, top5_acc: 0.7659, loss_cls: 1.9984, loss: 1.9984, grad_norm: 3.8343 2020-09-13 07:17:13,169 - mmaction - INFO - Epoch [27][880/880] lr: 1.910e-02, eta: 3:59:11, time: 0.662, data_time: 0.007, memory: 6181, top1_acc: 0.4966, top5_acc: 0.7563, loss_cls: 2.0346, loss: 2.0346, grad_norm: 3.9078 2020-09-13 07:17:22,481 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-09-13 07:24:48,724 - mmaction - INFO - Epoch [28][20/880] lr: 1.904e-02, eta: 4:02:08, time: 22.225, data_time: 21.398, memory: 6181, top1_acc: 0.5255, top5_acc: 0.7682, loss_cls: 1.9490, loss: 1.9490, grad_norm: 3.8470 2020-09-13 07:25:03,581 - mmaction - INFO - Epoch [28][40/880] lr: 1.898e-02, eta: 4:01:37, time: 0.745, data_time: 0.013, memory: 6181, top1_acc: 0.5232, top5_acc: 0.7901, loss_cls: 1.9047, loss: 1.9047, grad_norm: 3.8294 2020-09-13 07:25:18,248 - mmaction - INFO - Epoch [28][60/880] lr: 1.892e-02, eta: 4:01:07, time: 0.732, data_time: 0.003, memory: 6181, top1_acc: 0.5271, top5_acc: 0.7721, loss_cls: 1.9186, loss: 1.9186, grad_norm: 3.9388 2020-09-13 07:25:33,185 - mmaction - INFO - Epoch [28][80/880] lr: 1.886e-02, eta: 4:00:36, time: 0.742, data_time: 0.012, memory: 6181, top1_acc: 0.5164, top5_acc: 0.7716, loss_cls: 1.9810, loss: 1.9810, grad_norm: 3.9777 2020-09-13 07:25:48,192 - mmaction - INFO - Epoch [28][100/880] lr: 1.880e-02, eta: 4:00:06, time: 0.754, data_time: 0.011, memory: 6181, top1_acc: 0.5026, top5_acc: 0.7747, loss_cls: 1.9912, loss: 1.9912, grad_norm: 3.8867 2020-09-13 07:26:02,933 - mmaction - INFO - Epoch [28][120/880] lr: 1.874e-02, eta: 3:59:35, time: 0.732, data_time: 0.010, memory: 6181, top1_acc: 0.5185, top5_acc: 0.7771, loss_cls: 1.9272, loss: 1.9272, grad_norm: 3.7979 2020-09-13 07:26:17,731 - mmaction - INFO - Epoch [28][140/880] lr: 1.868e-02, eta: 3:59:05, time: 0.745, data_time: 0.010, memory: 6181, top1_acc: 0.5156, top5_acc: 0.7659, loss_cls: 1.9904, loss: 1.9904, grad_norm: 3.9212 2020-09-13 07:26:32,568 - mmaction - INFO - Epoch [28][160/880] lr: 1.862e-02, eta: 3:58:35, time: 0.738, data_time: 0.020, memory: 6181, top1_acc: 0.5130, top5_acc: 0.7768, loss_cls: 1.9648, loss: 1.9648, grad_norm: 3.9131 2020-09-13 07:26:48,053 - mmaction - INFO - Epoch [28][180/880] lr: 1.856e-02, eta: 3:58:05, time: 0.779, data_time: 0.009, memory: 6181, top1_acc: 0.5224, top5_acc: 0.7797, loss_cls: 1.9258, loss: 1.9258, grad_norm: 3.8405 2020-09-13 07:27:02,919 - mmaction - INFO - Epoch [28][200/880] lr: 1.850e-02, eta: 3:57:34, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.5182, top5_acc: 0.7818, loss_cls: 1.9386, loss: 1.9386, grad_norm: 3.9392 2020-09-13 07:27:18,114 - mmaction - INFO - Epoch [28][220/880] lr: 1.844e-02, eta: 3:57:04, time: 0.763, data_time: 0.010, memory: 6181, top1_acc: 0.5232, top5_acc: 0.7786, loss_cls: 1.9517, loss: 1.9517, grad_norm: 3.8568 2020-09-13 07:27:32,952 - mmaction - INFO - Epoch [28][240/880] lr: 1.838e-02, eta: 3:56:34, time: 0.746, data_time: 0.012, memory: 6181, top1_acc: 0.5180, top5_acc: 0.7732, loss_cls: 1.9721, loss: 1.9721, grad_norm: 3.8833 2020-09-13 07:27:47,873 - mmaction - INFO - Epoch [28][260/880] lr: 1.832e-02, eta: 3:56:04, time: 0.743, data_time: 0.003, memory: 6181, top1_acc: 0.5156, top5_acc: 0.7729, loss_cls: 1.9662, loss: 1.9662, grad_norm: 3.9582 2020-09-13 07:28:02,137 - mmaction - INFO - Epoch [28][280/880] lr: 1.826e-02, eta: 3:55:33, time: 0.711, data_time: 0.010, memory: 6181, top1_acc: 0.5190, top5_acc: 0.7674, loss_cls: 1.9577, loss: 1.9577, grad_norm: 3.8541 2020-09-13 07:28:17,166 - mmaction - INFO - Epoch [28][300/880] lr: 1.820e-02, eta: 3:55:03, time: 0.754, data_time: 0.008, memory: 6181, top1_acc: 0.5320, top5_acc: 0.7786, loss_cls: 1.9386, loss: 1.9386, grad_norm: 3.8894 2020-09-13 07:28:32,099 - mmaction - INFO - Epoch [28][320/880] lr: 1.814e-02, eta: 3:54:33, time: 0.742, data_time: 0.011, memory: 6181, top1_acc: 0.5281, top5_acc: 0.7818, loss_cls: 1.9079, loss: 1.9079, grad_norm: 3.8946 2020-09-13 07:28:46,702 - mmaction - INFO - Epoch [28][340/880] lr: 1.808e-02, eta: 3:54:03, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.5146, top5_acc: 0.7620, loss_cls: 1.9550, loss: 1.9550, grad_norm: 3.9044 2020-09-13 07:29:01,627 - mmaction - INFO - Epoch [28][360/880] lr: 1.802e-02, eta: 3:53:33, time: 0.741, data_time: 0.010, memory: 6181, top1_acc: 0.5102, top5_acc: 0.7760, loss_cls: 1.9594, loss: 1.9594, grad_norm: 3.9919 2020-09-13 07:29:16,377 - mmaction - INFO - Epoch [28][380/880] lr: 1.796e-02, eta: 3:53:02, time: 0.744, data_time: 0.011, memory: 6181, top1_acc: 0.5221, top5_acc: 0.7758, loss_cls: 1.9158, loss: 1.9158, grad_norm: 3.8552 2020-09-13 07:29:30,960 - mmaction - INFO - Epoch [28][400/880] lr: 1.790e-02, eta: 3:52:32, time: 0.726, data_time: 0.008, memory: 6181, top1_acc: 0.5294, top5_acc: 0.7758, loss_cls: 1.9274, loss: 1.9274, grad_norm: 3.8109 2020-09-13 07:29:45,973 - mmaction - INFO - Epoch [28][420/880] lr: 1.784e-02, eta: 3:52:02, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.5271, top5_acc: 0.7805, loss_cls: 1.9406, loss: 1.9406, grad_norm: 3.9379 2020-09-13 07:30:01,601 - mmaction - INFO - Epoch [28][440/880] lr: 1.778e-02, eta: 3:51:33, time: 0.776, data_time: 0.009, memory: 6181, top1_acc: 0.5177, top5_acc: 0.7768, loss_cls: 1.9593, loss: 1.9593, grad_norm: 3.9689 2020-09-13 07:30:16,930 - mmaction - INFO - Epoch [28][460/880] lr: 1.772e-02, eta: 3:51:03, time: 0.768, data_time: 0.010, memory: 6181, top1_acc: 0.5047, top5_acc: 0.7599, loss_cls: 2.0082, loss: 2.0082, grad_norm: 3.9873 2020-09-13 07:30:31,924 - mmaction - INFO - Epoch [28][480/880] lr: 1.766e-02, eta: 3:50:33, time: 0.747, data_time: 0.012, memory: 6181, top1_acc: 0.5104, top5_acc: 0.7552, loss_cls: 1.9965, loss: 1.9965, grad_norm: 3.9516 2020-09-13 07:30:46,846 - mmaction - INFO - Epoch [28][500/880] lr: 1.760e-02, eta: 3:50:03, time: 0.752, data_time: 0.011, memory: 6181, top1_acc: 0.5242, top5_acc: 0.7846, loss_cls: 1.9506, loss: 1.9506, grad_norm: 4.0023 2020-09-13 07:31:02,105 - mmaction - INFO - Epoch [28][520/880] lr: 1.754e-02, eta: 3:49:33, time: 0.760, data_time: 0.032, memory: 6181, top1_acc: 0.5167, top5_acc: 0.7831, loss_cls: 1.9372, loss: 1.9372, grad_norm: 4.0376 2020-09-13 07:31:17,021 - mmaction - INFO - Epoch [28][540/880] lr: 1.748e-02, eta: 3:49:04, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.5120, top5_acc: 0.7781, loss_cls: 1.9551, loss: 1.9551, grad_norm: 3.9967 2020-09-13 07:31:32,208 - mmaction - INFO - Epoch [28][560/880] lr: 1.743e-02, eta: 3:48:34, time: 0.759, data_time: 0.009, memory: 6181, top1_acc: 0.5310, top5_acc: 0.7872, loss_cls: 1.8983, loss: 1.8983, grad_norm: 3.9482 2020-09-13 07:31:47,363 - mmaction - INFO - Epoch [28][580/880] lr: 1.737e-02, eta: 3:48:04, time: 0.754, data_time: 0.004, memory: 6181, top1_acc: 0.5299, top5_acc: 0.7766, loss_cls: 1.9073, loss: 1.9073, grad_norm: 4.0115 2020-09-13 07:32:02,107 - mmaction - INFO - Epoch [28][600/880] lr: 1.731e-02, eta: 3:47:34, time: 0.735, data_time: 0.012, memory: 6181, top1_acc: 0.4987, top5_acc: 0.7648, loss_cls: 2.0148, loss: 2.0148, grad_norm: 4.0433 2020-09-13 07:32:17,161 - mmaction - INFO - Epoch [28][620/880] lr: 1.725e-02, eta: 3:47:05, time: 0.760, data_time: 0.011, memory: 6181, top1_acc: 0.5164, top5_acc: 0.7792, loss_cls: 1.9519, loss: 1.9519, grad_norm: 3.8625 2020-09-13 07:32:32,059 - mmaction - INFO - Epoch [28][640/880] lr: 1.719e-02, eta: 3:46:35, time: 0.741, data_time: 0.008, memory: 6181, top1_acc: 0.5216, top5_acc: 0.7742, loss_cls: 1.9424, loss: 1.9424, grad_norm: 3.9806 2020-09-13 07:32:47,013 - mmaction - INFO - Epoch [28][660/880] lr: 1.713e-02, eta: 3:46:05, time: 0.751, data_time: 0.008, memory: 6181, top1_acc: 0.5206, top5_acc: 0.7758, loss_cls: 1.9111, loss: 1.9111, grad_norm: 3.9080 2020-09-13 07:33:02,118 - mmaction - INFO - Epoch [28][680/880] lr: 1.707e-02, eta: 3:45:36, time: 0.755, data_time: 0.010, memory: 6181, top1_acc: 0.5201, top5_acc: 0.7734, loss_cls: 1.9158, loss: 1.9158, grad_norm: 4.0280 2020-09-13 07:33:16,717 - mmaction - INFO - Epoch [28][700/880] lr: 1.701e-02, eta: 3:45:06, time: 0.728, data_time: 0.005, memory: 6181, top1_acc: 0.5245, top5_acc: 0.7724, loss_cls: 1.9536, loss: 1.9536, grad_norm: 3.9281 2020-09-13 07:33:31,688 - mmaction - INFO - Epoch [28][720/880] lr: 1.696e-02, eta: 3:44:36, time: 0.745, data_time: 0.011, memory: 6181, top1_acc: 0.5229, top5_acc: 0.7727, loss_cls: 1.9471, loss: 1.9471, grad_norm: 3.9586 2020-09-13 07:33:46,706 - mmaction - INFO - Epoch [28][740/880] lr: 1.690e-02, eta: 3:44:07, time: 0.758, data_time: 0.011, memory: 6181, top1_acc: 0.5068, top5_acc: 0.7607, loss_cls: 2.0062, loss: 2.0062, grad_norm: 4.0173 2020-09-13 07:34:01,950 - mmaction - INFO - Epoch [28][760/880] lr: 1.684e-02, eta: 3:43:37, time: 0.757, data_time: 0.007, memory: 6181, top1_acc: 0.5211, top5_acc: 0.7724, loss_cls: 1.9777, loss: 1.9777, grad_norm: 4.0181 2020-09-13 07:34:16,481 - mmaction - INFO - Epoch [28][780/880] lr: 1.678e-02, eta: 3:43:07, time: 0.731, data_time: 0.008, memory: 6181, top1_acc: 0.5117, top5_acc: 0.7740, loss_cls: 1.9504, loss: 1.9504, grad_norm: 4.0836 2020-09-13 07:34:31,948 - mmaction - INFO - Epoch [28][800/880] lr: 1.672e-02, eta: 3:42:38, time: 0.774, data_time: 0.009, memory: 6181, top1_acc: 0.5315, top5_acc: 0.7865, loss_cls: 1.8869, loss: 1.8869, grad_norm: 3.8957 2020-09-13 07:34:47,183 - mmaction - INFO - Epoch [28][820/880] lr: 1.667e-02, eta: 3:42:09, time: 0.757, data_time: 0.003, memory: 6181, top1_acc: 0.5276, top5_acc: 0.7742, loss_cls: 1.9307, loss: 1.9307, grad_norm: 3.9065 2020-09-13 07:35:01,757 - mmaction - INFO - Epoch [28][840/880] lr: 1.661e-02, eta: 3:41:39, time: 0.725, data_time: 0.013, memory: 6181, top1_acc: 0.5391, top5_acc: 0.7815, loss_cls: 1.8925, loss: 1.8925, grad_norm: 4.0391 2020-09-13 07:35:16,658 - mmaction - INFO - Epoch [28][860/880] lr: 1.655e-02, eta: 3:41:10, time: 0.751, data_time: 0.013, memory: 6181, top1_acc: 0.5214, top5_acc: 0.7729, loss_cls: 1.9650, loss: 1.9650, grad_norm: 3.9705 2020-09-13 07:35:29,863 - mmaction - INFO - Epoch [28][880/880] lr: 1.649e-02, eta: 3:40:39, time: 0.661, data_time: 0.017, memory: 6181, top1_acc: 0.5252, top5_acc: 0.7684, loss_cls: 1.9298, loss: 1.9298, grad_norm: 4.0137 2020-09-13 07:35:38,025 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-09-13 07:42:55,809 - mmaction - INFO - Epoch [29][20/880] lr: 1.643e-02, eta: 3:43:10, time: 21.749, data_time: 20.955, memory: 6181, top1_acc: 0.5227, top5_acc: 0.7745, loss_cls: 1.9053, loss: 1.9053, grad_norm: 3.9855 2020-09-13 07:43:10,433 - mmaction - INFO - Epoch [29][40/880] lr: 1.638e-02, eta: 3:42:40, time: 0.735, data_time: 0.015, memory: 6181, top1_acc: 0.5477, top5_acc: 0.7839, loss_cls: 1.8799, loss: 1.8799, grad_norm: 3.9795 2020-09-13 07:43:25,582 - mmaction - INFO - Epoch [29][60/880] lr: 1.632e-02, eta: 3:42:10, time: 0.757, data_time: 0.005, memory: 6181, top1_acc: 0.5198, top5_acc: 0.7859, loss_cls: 1.9005, loss: 1.9005, grad_norm: 3.9744 2020-09-13 07:43:40,331 - mmaction - INFO - Epoch [29][80/880] lr: 1.626e-02, eta: 3:41:40, time: 0.733, data_time: 0.008, memory: 6181, top1_acc: 0.5443, top5_acc: 0.7883, loss_cls: 1.8690, loss: 1.8690, grad_norm: 4.0453 2020-09-13 07:43:55,376 - mmaction - INFO - Epoch [29][100/880] lr: 1.620e-02, eta: 3:41:10, time: 0.755, data_time: 0.009, memory: 6181, top1_acc: 0.5385, top5_acc: 0.7961, loss_cls: 1.8239, loss: 1.8239, grad_norm: 4.0038 2020-09-13 07:44:10,339 - mmaction - INFO - Epoch [29][120/880] lr: 1.615e-02, eta: 3:40:40, time: 0.750, data_time: 0.011, memory: 6181, top1_acc: 0.5268, top5_acc: 0.7862, loss_cls: 1.8814, loss: 1.8814, grad_norm: 4.0974 2020-09-13 07:44:24,712 - mmaction - INFO - Epoch [29][140/880] lr: 1.609e-02, eta: 3:40:10, time: 0.717, data_time: 0.004, memory: 6181, top1_acc: 0.5513, top5_acc: 0.7937, loss_cls: 1.8422, loss: 1.8422, grad_norm: 3.9524 2020-09-13 07:44:40,321 - mmaction - INFO - Epoch [29][160/880] lr: 1.603e-02, eta: 3:39:41, time: 0.776, data_time: 0.011, memory: 6181, top1_acc: 0.5344, top5_acc: 0.7802, loss_cls: 1.8812, loss: 1.8812, grad_norm: 4.0414 2020-09-13 07:44:54,796 - mmaction - INFO - Epoch [29][180/880] lr: 1.597e-02, eta: 3:39:11, time: 0.729, data_time: 0.010, memory: 6181, top1_acc: 0.5372, top5_acc: 0.7737, loss_cls: 1.8981, loss: 1.8981, grad_norm: 3.9842 2020-09-13 07:45:09,765 - mmaction - INFO - Epoch [29][200/880] lr: 1.592e-02, eta: 3:38:41, time: 0.743, data_time: 0.008, memory: 6181, top1_acc: 0.5490, top5_acc: 0.7958, loss_cls: 1.8245, loss: 1.8245, grad_norm: 4.0584 2020-09-13 07:45:24,413 - mmaction - INFO - Epoch [29][220/880] lr: 1.586e-02, eta: 3:38:12, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.5201, top5_acc: 0.7732, loss_cls: 1.9317, loss: 1.9317, grad_norm: 4.1359 2020-09-13 07:45:39,341 - mmaction - INFO - Epoch [29][240/880] lr: 1.580e-02, eta: 3:37:42, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.5214, top5_acc: 0.7773, loss_cls: 1.9406, loss: 1.9406, grad_norm: 4.1527 2020-09-13 07:45:54,290 - mmaction - INFO - Epoch [29][260/880] lr: 1.575e-02, eta: 3:37:12, time: 0.746, data_time: 0.003, memory: 6181, top1_acc: 0.5375, top5_acc: 0.7797, loss_cls: 1.8951, loss: 1.8951, grad_norm: 4.0055 2020-09-13 07:46:09,258 - mmaction - INFO - Epoch [29][280/880] lr: 1.569e-02, eta: 3:36:43, time: 0.747, data_time: 0.005, memory: 6181, top1_acc: 0.5122, top5_acc: 0.7753, loss_cls: 1.9486, loss: 1.9486, grad_norm: 4.1221 2020-09-13 07:46:24,319 - mmaction - INFO - Epoch [29][300/880] lr: 1.563e-02, eta: 3:36:13, time: 0.755, data_time: 0.009, memory: 6181, top1_acc: 0.5365, top5_acc: 0.7799, loss_cls: 1.8842, loss: 1.8842, grad_norm: 4.0372 2020-09-13 07:46:39,466 - mmaction - INFO - Epoch [29][320/880] lr: 1.558e-02, eta: 3:35:44, time: 0.756, data_time: 0.003, memory: 6181, top1_acc: 0.5411, top5_acc: 0.7820, loss_cls: 1.8686, loss: 1.8686, grad_norm: 4.0224 2020-09-13 07:46:54,436 - mmaction - INFO - Epoch [29][340/880] lr: 1.552e-02, eta: 3:35:14, time: 0.749, data_time: 0.010, memory: 6181, top1_acc: 0.5227, top5_acc: 0.7872, loss_cls: 1.8897, loss: 1.8897, grad_norm: 4.0320 2020-09-13 07:47:09,302 - mmaction - INFO - Epoch [29][360/880] lr: 1.546e-02, eta: 3:34:45, time: 0.744, data_time: 0.006, memory: 6181, top1_acc: 0.5385, top5_acc: 0.7859, loss_cls: 1.8588, loss: 1.8588, grad_norm: 4.1136 2020-09-13 07:47:24,196 - mmaction - INFO - Epoch [29][380/880] lr: 1.541e-02, eta: 3:34:15, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.5534, top5_acc: 0.7839, loss_cls: 1.8825, loss: 1.8825, grad_norm: 4.1305 2020-09-13 07:47:39,008 - mmaction - INFO - Epoch [29][400/880] lr: 1.535e-02, eta: 3:33:46, time: 0.745, data_time: 0.012, memory: 6181, top1_acc: 0.5451, top5_acc: 0.7891, loss_cls: 1.8392, loss: 1.8392, grad_norm: 4.0576 2020-09-13 07:47:53,984 - mmaction - INFO - Epoch [29][420/880] lr: 1.530e-02, eta: 3:33:17, time: 0.752, data_time: 0.012, memory: 6181, top1_acc: 0.5438, top5_acc: 0.7859, loss_cls: 1.8715, loss: 1.8715, grad_norm: 4.0291 2020-09-13 07:48:09,201 - mmaction - INFO - Epoch [29][440/880] lr: 1.524e-02, eta: 3:32:47, time: 0.759, data_time: 0.004, memory: 6181, top1_acc: 0.5391, top5_acc: 0.7823, loss_cls: 1.8779, loss: 1.8779, grad_norm: 4.0701 2020-09-13 07:48:23,832 - mmaction - INFO - Epoch [29][460/880] lr: 1.518e-02, eta: 3:32:18, time: 0.732, data_time: 0.009, memory: 6181, top1_acc: 0.5237, top5_acc: 0.7799, loss_cls: 1.9194, loss: 1.9194, grad_norm: 4.0541 2020-09-13 07:48:38,803 - mmaction - INFO - Epoch [29][480/880] lr: 1.513e-02, eta: 3:31:48, time: 0.748, data_time: 0.004, memory: 6181, top1_acc: 0.5477, top5_acc: 0.7969, loss_cls: 1.8348, loss: 1.8348, grad_norm: 4.0310 2020-09-13 07:48:53,812 - mmaction - INFO - Epoch [29][500/880] lr: 1.507e-02, eta: 3:31:19, time: 0.747, data_time: 0.010, memory: 6181, top1_acc: 0.5375, top5_acc: 0.7854, loss_cls: 1.8927, loss: 1.8927, grad_norm: 4.0616 2020-09-13 07:49:08,898 - mmaction - INFO - Epoch [29][520/880] lr: 1.502e-02, eta: 3:30:50, time: 0.758, data_time: 0.008, memory: 6181, top1_acc: 0.5396, top5_acc: 0.8005, loss_cls: 1.8247, loss: 1.8247, grad_norm: 4.1602 2020-09-13 07:49:24,160 - mmaction - INFO - Epoch [29][540/880] lr: 1.496e-02, eta: 3:30:21, time: 0.760, data_time: 0.010, memory: 6181, top1_acc: 0.5339, top5_acc: 0.7888, loss_cls: 1.8692, loss: 1.8692, grad_norm: 4.0522 2020-09-13 07:49:38,651 - mmaction - INFO - Epoch [29][560/880] lr: 1.490e-02, eta: 3:29:51, time: 0.728, data_time: 0.008, memory: 6181, top1_acc: 0.5305, top5_acc: 0.7753, loss_cls: 1.9067, loss: 1.9067, grad_norm: 4.1490 2020-09-13 07:49:53,644 - mmaction - INFO - Epoch [29][580/880] lr: 1.485e-02, eta: 3:29:22, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.5518, top5_acc: 0.7984, loss_cls: 1.8042, loss: 1.8042, grad_norm: 4.0276 2020-09-13 07:50:08,816 - mmaction - INFO - Epoch [29][600/880] lr: 1.479e-02, eta: 3:28:53, time: 0.756, data_time: 0.002, memory: 6181, top1_acc: 0.5336, top5_acc: 0.7849, loss_cls: 1.8828, loss: 1.8828, grad_norm: 4.0471 2020-09-13 07:50:23,985 - mmaction - INFO - Epoch [29][620/880] lr: 1.474e-02, eta: 3:28:24, time: 0.755, data_time: 0.009, memory: 6181, top1_acc: 0.5320, top5_acc: 0.7779, loss_cls: 1.8885, loss: 1.8885, grad_norm: 4.1474 2020-09-13 07:50:38,775 - mmaction - INFO - Epoch [29][640/880] lr: 1.468e-02, eta: 3:27:55, time: 0.744, data_time: 0.010, memory: 6181, top1_acc: 0.5315, top5_acc: 0.7805, loss_cls: 1.9067, loss: 1.9067, grad_norm: 4.1547 2020-09-13 07:50:53,896 - mmaction - INFO - Epoch [29][660/880] lr: 1.463e-02, eta: 3:27:25, time: 0.752, data_time: 0.011, memory: 6181, top1_acc: 0.5198, top5_acc: 0.7768, loss_cls: 1.9147, loss: 1.9147, grad_norm: 4.1093 2020-09-13 07:51:08,773 - mmaction - INFO - Epoch [29][680/880] lr: 1.457e-02, eta: 3:26:56, time: 0.750, data_time: 0.010, memory: 6181, top1_acc: 0.5352, top5_acc: 0.7888, loss_cls: 1.8521, loss: 1.8521, grad_norm: 4.1712 2020-09-13 07:51:23,769 - mmaction - INFO - Epoch [29][700/880] lr: 1.452e-02, eta: 3:26:27, time: 0.745, data_time: 0.007, memory: 6181, top1_acc: 0.5365, top5_acc: 0.7880, loss_cls: 1.8776, loss: 1.8776, grad_norm: 4.2255 2020-09-13 07:51:38,724 - mmaction - INFO - Epoch [29][720/880] lr: 1.446e-02, eta: 3:25:58, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.5409, top5_acc: 0.7867, loss_cls: 1.8748, loss: 1.8748, grad_norm: 4.1513 2020-09-13 07:51:53,834 - mmaction - INFO - Epoch [29][740/880] lr: 1.441e-02, eta: 3:25:29, time: 0.752, data_time: 0.008, memory: 6181, top1_acc: 0.5432, top5_acc: 0.7937, loss_cls: 1.8289, loss: 1.8289, grad_norm: 4.0485 2020-09-13 07:52:08,229 - mmaction - INFO - Epoch [29][760/880] lr: 1.435e-02, eta: 3:25:00, time: 0.723, data_time: 0.008, memory: 6181, top1_acc: 0.5299, top5_acc: 0.7807, loss_cls: 1.8908, loss: 1.8908, grad_norm: 4.2009 2020-09-13 07:52:23,324 - mmaction - INFO - Epoch [29][780/880] lr: 1.430e-02, eta: 3:24:31, time: 0.757, data_time: 0.005, memory: 6181, top1_acc: 0.5393, top5_acc: 0.7797, loss_cls: 1.8755, loss: 1.8755, grad_norm: 4.0562 2020-09-13 07:52:38,319 - mmaction - INFO - Epoch [29][800/880] lr: 1.424e-02, eta: 3:24:02, time: 0.748, data_time: 0.003, memory: 6181, top1_acc: 0.5448, top5_acc: 0.7943, loss_cls: 1.8258, loss: 1.8258, grad_norm: 4.0849 2020-09-13 07:52:53,588 - mmaction - INFO - Epoch [29][820/880] lr: 1.419e-02, eta: 3:23:33, time: 0.764, data_time: 0.006, memory: 6181, top1_acc: 0.5307, top5_acc: 0.7909, loss_cls: 1.8648, loss: 1.8648, grad_norm: 4.2592 2020-09-13 07:53:09,001 - mmaction - INFO - Epoch [29][840/880] lr: 1.413e-02, eta: 3:23:04, time: 0.771, data_time: 0.010, memory: 6181, top1_acc: 0.5388, top5_acc: 0.7878, loss_cls: 1.8723, loss: 1.8723, grad_norm: 4.2242 2020-09-13 07:53:23,896 - mmaction - INFO - Epoch [29][860/880] lr: 1.408e-02, eta: 3:22:35, time: 0.743, data_time: 0.005, memory: 6181, top1_acc: 0.5414, top5_acc: 0.7951, loss_cls: 1.8496, loss: 1.8496, grad_norm: 4.1625 2020-09-13 07:53:37,713 - mmaction - INFO - Epoch [29][880/880] lr: 1.402e-02, eta: 3:22:06, time: 0.692, data_time: 0.011, memory: 6181, top1_acc: 0.5305, top5_acc: 0.7834, loss_cls: 1.8910, loss: 1.8910, grad_norm: 4.1908 2020-09-13 07:53:46,210 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-09-13 08:01:11,082 - mmaction - INFO - Epoch [30][20/880] lr: 1.397e-02, eta: 3:24:19, time: 22.178, data_time: 21.341, memory: 6181, top1_acc: 0.5464, top5_acc: 0.7974, loss_cls: 1.7872, loss: 1.7872, grad_norm: 4.0666 2020-09-13 08:01:25,702 - mmaction - INFO - Epoch [30][40/880] lr: 1.392e-02, eta: 3:23:50, time: 0.729, data_time: 0.015, memory: 6181, top1_acc: 0.5536, top5_acc: 0.8068, loss_cls: 1.7491, loss: 1.7491, grad_norm: 4.1536 2020-09-13 08:01:40,469 - mmaction - INFO - Epoch [30][60/880] lr: 1.386e-02, eta: 3:23:21, time: 0.744, data_time: 0.012, memory: 6181, top1_acc: 0.5529, top5_acc: 0.7935, loss_cls: 1.8014, loss: 1.8014, grad_norm: 4.2260 2020-09-13 08:01:55,234 - mmaction - INFO - Epoch [30][80/880] lr: 1.381e-02, eta: 3:22:51, time: 0.736, data_time: 0.009, memory: 6181, top1_acc: 0.5573, top5_acc: 0.7992, loss_cls: 1.7963, loss: 1.7963, grad_norm: 4.1662 2020-09-13 08:02:10,498 - mmaction - INFO - Epoch [30][100/880] lr: 1.375e-02, eta: 3:22:22, time: 0.763, data_time: 0.008, memory: 6181, top1_acc: 0.5552, top5_acc: 0.7904, loss_cls: 1.7950, loss: 1.7950, grad_norm: 4.0797 2020-09-13 08:02:25,132 - mmaction - INFO - Epoch [30][120/880] lr: 1.370e-02, eta: 3:21:53, time: 0.731, data_time: 0.012, memory: 6181, top1_acc: 0.5495, top5_acc: 0.7893, loss_cls: 1.8289, loss: 1.8289, grad_norm: 4.1294 2020-09-13 08:02:39,822 - mmaction - INFO - Epoch [30][140/880] lr: 1.365e-02, eta: 3:21:23, time: 0.739, data_time: 0.009, memory: 6181, top1_acc: 0.5529, top5_acc: 0.7958, loss_cls: 1.8065, loss: 1.8065, grad_norm: 4.1968 2020-09-13 08:02:54,879 - mmaction - INFO - Epoch [30][160/880] lr: 1.359e-02, eta: 3:20:54, time: 0.750, data_time: 0.003, memory: 6181, top1_acc: 0.5437, top5_acc: 0.7935, loss_cls: 1.8258, loss: 1.8258, grad_norm: 4.1697 2020-09-13 08:03:09,709 - mmaction - INFO - Epoch [30][180/880] lr: 1.354e-02, eta: 3:20:25, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.5589, top5_acc: 0.7958, loss_cls: 1.7931, loss: 1.7931, grad_norm: 4.1777 2020-09-13 08:03:24,437 - mmaction - INFO - Epoch [30][200/880] lr: 1.349e-02, eta: 3:19:56, time: 0.741, data_time: 0.010, memory: 6181, top1_acc: 0.5518, top5_acc: 0.8013, loss_cls: 1.7797, loss: 1.7797, grad_norm: 4.0660 2020-09-13 08:03:39,696 - mmaction - INFO - Epoch [30][220/880] lr: 1.343e-02, eta: 3:19:27, time: 0.760, data_time: 0.010, memory: 6181, top1_acc: 0.5685, top5_acc: 0.7982, loss_cls: 1.7740, loss: 1.7740, grad_norm: 4.2538 2020-09-13 08:03:54,074 - mmaction - INFO - Epoch [30][240/880] lr: 1.338e-02, eta: 3:18:58, time: 0.723, data_time: 0.009, memory: 6181, top1_acc: 0.5484, top5_acc: 0.8073, loss_cls: 1.7851, loss: 1.7851, grad_norm: 4.2812 2020-09-13 08:04:09,203 - mmaction - INFO - Epoch [30][260/880] lr: 1.333e-02, eta: 3:18:29, time: 0.756, data_time: 0.007, memory: 6181, top1_acc: 0.5378, top5_acc: 0.7854, loss_cls: 1.8624, loss: 1.8624, grad_norm: 4.2338 2020-09-13 08:04:24,129 - mmaction - INFO - Epoch [30][280/880] lr: 1.327e-02, eta: 3:18:00, time: 0.745, data_time: 0.004, memory: 6181, top1_acc: 0.5435, top5_acc: 0.7930, loss_cls: 1.8299, loss: 1.8299, grad_norm: 4.2671 2020-09-13 08:04:39,126 - mmaction - INFO - Epoch [30][300/880] lr: 1.322e-02, eta: 3:17:30, time: 0.746, data_time: 0.010, memory: 6181, top1_acc: 0.5482, top5_acc: 0.7883, loss_cls: 1.8372, loss: 1.8372, grad_norm: 4.2043 2020-09-13 08:04:53,925 - mmaction - INFO - Epoch [30][320/880] lr: 1.317e-02, eta: 3:17:01, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.5479, top5_acc: 0.7974, loss_cls: 1.8147, loss: 1.8147, grad_norm: 4.1071 2020-09-13 08:05:08,884 - mmaction - INFO - Epoch [30][340/880] lr: 1.311e-02, eta: 3:16:32, time: 0.750, data_time: 0.006, memory: 6181, top1_acc: 0.5385, top5_acc: 0.7922, loss_cls: 1.8524, loss: 1.8524, grad_norm: 4.1840 2020-09-13 08:05:24,270 - mmaction - INFO - Epoch [30][360/880] lr: 1.306e-02, eta: 3:16:04, time: 0.768, data_time: 0.008, memory: 6181, top1_acc: 0.5490, top5_acc: 0.7966, loss_cls: 1.8039, loss: 1.8039, grad_norm: 4.1992 2020-09-13 08:05:39,007 - mmaction - INFO - Epoch [30][380/880] lr: 1.301e-02, eta: 3:15:35, time: 0.739, data_time: 0.004, memory: 6181, top1_acc: 0.5513, top5_acc: 0.7969, loss_cls: 1.7998, loss: 1.7998, grad_norm: 4.2706 2020-09-13 08:05:54,187 - mmaction - INFO - Epoch [30][400/880] lr: 1.296e-02, eta: 3:15:06, time: 0.752, data_time: 0.007, memory: 6181, top1_acc: 0.5401, top5_acc: 0.7896, loss_cls: 1.8484, loss: 1.8484, grad_norm: 4.2053 2020-09-13 08:06:08,750 - mmaction - INFO - Epoch [30][420/880] lr: 1.290e-02, eta: 3:14:37, time: 0.735, data_time: 0.009, memory: 6181, top1_acc: 0.5424, top5_acc: 0.7911, loss_cls: 1.8427, loss: 1.8427, grad_norm: 4.2770 2020-09-13 08:06:23,679 - mmaction - INFO - Epoch [30][440/880] lr: 1.285e-02, eta: 3:14:08, time: 0.744, data_time: 0.006, memory: 6181, top1_acc: 0.5375, top5_acc: 0.7875, loss_cls: 1.8476, loss: 1.8476, grad_norm: 4.2939 2020-09-13 08:06:38,676 - mmaction - INFO - Epoch [30][460/880] lr: 1.280e-02, eta: 3:13:39, time: 0.750, data_time: 0.004, memory: 6181, top1_acc: 0.5529, top5_acc: 0.7940, loss_cls: 1.8113, loss: 1.8113, grad_norm: 4.2970 2020-09-13 08:06:53,413 - mmaction - INFO - Epoch [30][480/880] lr: 1.275e-02, eta: 3:13:10, time: 0.731, data_time: 0.009, memory: 6181, top1_acc: 0.5586, top5_acc: 0.7997, loss_cls: 1.7869, loss: 1.7869, grad_norm: 4.2581 2020-09-13 08:07:08,620 - mmaction - INFO - Epoch [30][500/880] lr: 1.269e-02, eta: 3:12:41, time: 0.765, data_time: 0.011, memory: 6181, top1_acc: 0.5339, top5_acc: 0.7872, loss_cls: 1.8514, loss: 1.8514, grad_norm: 4.3540 2020-09-13 08:07:23,897 - mmaction - INFO - Epoch [30][520/880] lr: 1.264e-02, eta: 3:12:13, time: 0.761, data_time: 0.011, memory: 6181, top1_acc: 0.5346, top5_acc: 0.7888, loss_cls: 1.8578, loss: 1.8578, grad_norm: 4.2077 2020-09-13 08:07:38,402 - mmaction - INFO - Epoch [30][540/880] lr: 1.259e-02, eta: 3:11:44, time: 0.730, data_time: 0.010, memory: 6181, top1_acc: 0.5513, top5_acc: 0.8029, loss_cls: 1.7908, loss: 1.7908, grad_norm: 4.1546 2020-09-13 08:07:53,296 - mmaction - INFO - Epoch [30][560/880] lr: 1.254e-02, eta: 3:11:15, time: 0.739, data_time: 0.009, memory: 6181, top1_acc: 0.5419, top5_acc: 0.7888, loss_cls: 1.8424, loss: 1.8424, grad_norm: 4.2248 2020-09-13 08:08:08,119 - mmaction - INFO - Epoch [30][580/880] lr: 1.249e-02, eta: 3:10:46, time: 0.748, data_time: 0.011, memory: 6181, top1_acc: 0.5505, top5_acc: 0.8102, loss_cls: 1.7660, loss: 1.7660, grad_norm: 4.2480 2020-09-13 08:08:22,911 - mmaction - INFO - Epoch [30][600/880] lr: 1.243e-02, eta: 3:10:17, time: 0.734, data_time: 0.009, memory: 6181, top1_acc: 0.5398, top5_acc: 0.7880, loss_cls: 1.8343, loss: 1.8343, grad_norm: 4.3114 2020-09-13 08:08:38,252 - mmaction - INFO - Epoch [30][620/880] lr: 1.238e-02, eta: 3:09:49, time: 0.772, data_time: 0.010, memory: 6181, top1_acc: 0.5513, top5_acc: 0.8120, loss_cls: 1.7911, loss: 1.7911, grad_norm: 4.2623 2020-09-13 08:08:53,099 - mmaction - INFO - Epoch [30][640/880] lr: 1.233e-02, eta: 3:09:20, time: 0.743, data_time: 0.008, memory: 6181, top1_acc: 0.5641, top5_acc: 0.8083, loss_cls: 1.7368, loss: 1.7368, grad_norm: 4.1828 2020-09-13 08:09:08,176 - mmaction - INFO - Epoch [30][660/880] lr: 1.228e-02, eta: 3:08:52, time: 0.753, data_time: 0.004, memory: 6181, top1_acc: 0.5602, top5_acc: 0.7969, loss_cls: 1.7876, loss: 1.7876, grad_norm: 4.2590 2020-09-13 08:09:23,000 - mmaction - INFO - Epoch [30][680/880] lr: 1.223e-02, eta: 3:08:23, time: 0.738, data_time: 0.011, memory: 6181, top1_acc: 0.5469, top5_acc: 0.7958, loss_cls: 1.8107, loss: 1.8107, grad_norm: 4.3961 2020-09-13 08:09:37,686 - mmaction - INFO - Epoch [30][700/880] lr: 1.218e-02, eta: 3:07:54, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.5479, top5_acc: 0.7888, loss_cls: 1.8405, loss: 1.8405, grad_norm: 4.5068 2020-09-13 08:09:52,543 - mmaction - INFO - Epoch [30][720/880] lr: 1.213e-02, eta: 3:07:26, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.5503, top5_acc: 0.7885, loss_cls: 1.8369, loss: 1.8369, grad_norm: 4.3069 2020-09-13 08:10:07,616 - mmaction - INFO - Epoch [30][740/880] lr: 1.207e-02, eta: 3:06:57, time: 0.758, data_time: 0.009, memory: 6181, top1_acc: 0.5680, top5_acc: 0.8107, loss_cls: 1.7293, loss: 1.7293, grad_norm: 4.2657 2020-09-13 08:10:22,888 - mmaction - INFO - Epoch [30][760/880] lr: 1.202e-02, eta: 3:06:29, time: 0.764, data_time: 0.006, memory: 6181, top1_acc: 0.5646, top5_acc: 0.7997, loss_cls: 1.7718, loss: 1.7718, grad_norm: 4.2753 2020-09-13 08:10:38,121 - mmaction - INFO - Epoch [30][780/880] lr: 1.197e-02, eta: 3:06:00, time: 0.762, data_time: 0.010, memory: 6181, top1_acc: 0.5602, top5_acc: 0.8070, loss_cls: 1.7410, loss: 1.7410, grad_norm: 4.3318 2020-09-13 08:10:53,145 - mmaction - INFO - Epoch [30][800/880] lr: 1.192e-02, eta: 3:05:32, time: 0.749, data_time: 0.004, memory: 6181, top1_acc: 0.5570, top5_acc: 0.7953, loss_cls: 1.8223, loss: 1.8223, grad_norm: 4.4580 2020-09-13 08:11:07,884 - mmaction - INFO - Epoch [30][820/880] lr: 1.187e-02, eta: 3:05:03, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.5651, top5_acc: 0.7974, loss_cls: 1.7882, loss: 1.7882, grad_norm: 4.3798 2020-09-13 08:11:22,980 - mmaction - INFO - Epoch [30][840/880] lr: 1.182e-02, eta: 3:04:35, time: 0.751, data_time: 0.005, memory: 6181, top1_acc: 0.5503, top5_acc: 0.7820, loss_cls: 1.8427, loss: 1.8427, grad_norm: 4.3322 2020-09-13 08:11:38,059 - mmaction - INFO - Epoch [30][860/880] lr: 1.177e-02, eta: 3:04:07, time: 0.759, data_time: 0.013, memory: 6181, top1_acc: 0.5698, top5_acc: 0.8047, loss_cls: 1.7438, loss: 1.7438, grad_norm: 4.2799 2020-09-13 08:11:51,768 - mmaction - INFO - Epoch [30][880/880] lr: 1.172e-02, eta: 3:03:38, time: 0.683, data_time: 0.004, memory: 6181, top1_acc: 0.5365, top5_acc: 0.7925, loss_cls: 1.8514, loss: 1.8514, grad_norm: 4.3801 2020-09-13 08:11:59,277 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-09-13 08:19:16,824 - mmaction - INFO - Epoch [31][20/880] lr: 1.167e-02, eta: 3:05:29, time: 21.806, data_time: 20.998, memory: 6181, top1_acc: 0.5633, top5_acc: 0.8099, loss_cls: 1.7278, loss: 1.7278, grad_norm: 4.3136 2020-09-13 08:19:31,407 - mmaction - INFO - Epoch [31][40/880] lr: 1.162e-02, eta: 3:05:00, time: 0.729, data_time: 0.016, memory: 6181, top1_acc: 0.5721, top5_acc: 0.8070, loss_cls: 1.7303, loss: 1.7303, grad_norm: 4.3435 2020-09-13 08:19:45,986 - mmaction - INFO - Epoch [31][60/880] lr: 1.157e-02, eta: 3:04:31, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.5615, top5_acc: 0.8109, loss_cls: 1.7335, loss: 1.7335, grad_norm: 4.3367 2020-09-13 08:20:01,031 - mmaction - INFO - Epoch [31][80/880] lr: 1.152e-02, eta: 3:04:03, time: 0.748, data_time: 0.007, memory: 6181, top1_acc: 0.5578, top5_acc: 0.8068, loss_cls: 1.7492, loss: 1.7492, grad_norm: 4.3929 2020-09-13 08:20:16,359 - mmaction - INFO - Epoch [31][100/880] lr: 1.147e-02, eta: 3:03:34, time: 0.770, data_time: 0.010, memory: 6181, top1_acc: 0.5711, top5_acc: 0.8070, loss_cls: 1.7123, loss: 1.7123, grad_norm: 4.3234 2020-09-13 08:20:31,246 - mmaction - INFO - Epoch [31][120/880] lr: 1.142e-02, eta: 3:03:05, time: 0.744, data_time: 0.009, memory: 6181, top1_acc: 0.5607, top5_acc: 0.8154, loss_cls: 1.7171, loss: 1.7171, grad_norm: 4.4829 2020-09-13 08:20:45,791 - mmaction - INFO - Epoch [31][140/880] lr: 1.137e-02, eta: 3:02:37, time: 0.728, data_time: 0.005, memory: 6181, top1_acc: 0.5607, top5_acc: 0.7974, loss_cls: 1.8075, loss: 1.8075, grad_norm: 4.4738 2020-09-13 08:21:01,011 - mmaction - INFO - Epoch [31][160/880] lr: 1.132e-02, eta: 3:02:08, time: 0.760, data_time: 0.008, memory: 6181, top1_acc: 0.5784, top5_acc: 0.8143, loss_cls: 1.7125, loss: 1.7125, grad_norm: 4.2493 2020-09-13 08:21:15,774 - mmaction - INFO - Epoch [31][180/880] lr: 1.127e-02, eta: 3:01:39, time: 0.737, data_time: 0.004, memory: 6181, top1_acc: 0.5672, top5_acc: 0.8109, loss_cls: 1.7196, loss: 1.7196, grad_norm: 4.3991 2020-09-13 08:21:30,496 - mmaction - INFO - Epoch [31][200/880] lr: 1.122e-02, eta: 3:01:11, time: 0.733, data_time: 0.009, memory: 6181, top1_acc: 0.5693, top5_acc: 0.8036, loss_cls: 1.7103, loss: 1.7103, grad_norm: 4.4293 2020-09-13 08:21:45,345 - mmaction - INFO - Epoch [31][220/880] lr: 1.117e-02, eta: 3:00:42, time: 0.746, data_time: 0.008, memory: 6181, top1_acc: 0.5779, top5_acc: 0.8089, loss_cls: 1.6852, loss: 1.6852, grad_norm: 4.4208 2020-09-13 08:22:00,347 - mmaction - INFO - Epoch [31][240/880] lr: 1.112e-02, eta: 3:00:13, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.5635, top5_acc: 0.8128, loss_cls: 1.7219, loss: 1.7219, grad_norm: 4.4150 2020-09-13 08:22:14,816 - mmaction - INFO - Epoch [31][260/880] lr: 1.107e-02, eta: 2:59:45, time: 0.730, data_time: 0.010, memory: 6181, top1_acc: 0.5633, top5_acc: 0.8044, loss_cls: 1.7488, loss: 1.7488, grad_norm: 4.5385 2020-09-13 08:22:30,028 - mmaction - INFO - Epoch [31][280/880] lr: 1.102e-02, eta: 2:59:16, time: 0.761, data_time: 0.008, memory: 6181, top1_acc: 0.5539, top5_acc: 0.7964, loss_cls: 1.8031, loss: 1.8031, grad_norm: 4.5337 2020-09-13 08:22:45,027 - mmaction - INFO - Epoch [31][300/880] lr: 1.097e-02, eta: 2:58:48, time: 0.744, data_time: 0.004, memory: 6181, top1_acc: 0.5706, top5_acc: 0.8169, loss_cls: 1.7019, loss: 1.7019, grad_norm: 4.3286 2020-09-13 08:23:00,136 - mmaction - INFO - Epoch [31][320/880] lr: 1.092e-02, eta: 2:58:19, time: 0.758, data_time: 0.013, memory: 6181, top1_acc: 0.5612, top5_acc: 0.8036, loss_cls: 1.7679, loss: 1.7679, grad_norm: 4.4643 2020-09-13 08:23:15,207 - mmaction - INFO - Epoch [31][340/880] lr: 1.087e-02, eta: 2:57:51, time: 0.756, data_time: 0.008, memory: 6181, top1_acc: 0.5641, top5_acc: 0.7966, loss_cls: 1.7688, loss: 1.7688, grad_norm: 4.2604 2020-09-13 08:23:30,228 - mmaction - INFO - Epoch [31][360/880] lr: 1.082e-02, eta: 2:57:22, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.5685, top5_acc: 0.8065, loss_cls: 1.7214, loss: 1.7214, grad_norm: 4.3853 2020-09-13 08:23:45,037 - mmaction - INFO - Epoch [31][380/880] lr: 1.078e-02, eta: 2:56:54, time: 0.747, data_time: 0.010, memory: 6181, top1_acc: 0.5651, top5_acc: 0.7945, loss_cls: 1.7821, loss: 1.7821, grad_norm: 4.4651 2020-09-13 08:23:59,852 - mmaction - INFO - Epoch [31][400/880] lr: 1.073e-02, eta: 2:56:25, time: 0.735, data_time: 0.008, memory: 6181, top1_acc: 0.5599, top5_acc: 0.7995, loss_cls: 1.7874, loss: 1.7874, grad_norm: 4.3957 2020-09-13 08:24:14,834 - mmaction - INFO - Epoch [31][420/880] lr: 1.068e-02, eta: 2:55:57, time: 0.754, data_time: 0.009, memory: 6181, top1_acc: 0.5659, top5_acc: 0.8049, loss_cls: 1.7360, loss: 1.7360, grad_norm: 4.4314 2020-09-13 08:24:29,952 - mmaction - INFO - Epoch [31][440/880] lr: 1.063e-02, eta: 2:55:29, time: 0.756, data_time: 0.008, memory: 6181, top1_acc: 0.5599, top5_acc: 0.8089, loss_cls: 1.7748, loss: 1.7748, grad_norm: 4.5123 2020-09-13 08:24:44,838 - mmaction - INFO - Epoch [31][460/880] lr: 1.058e-02, eta: 2:55:00, time: 0.743, data_time: 0.004, memory: 6181, top1_acc: 0.5789, top5_acc: 0.8068, loss_cls: 1.6919, loss: 1.6919, grad_norm: 4.3527 2020-09-13 08:24:59,873 - mmaction - INFO - Epoch [31][480/880] lr: 1.053e-02, eta: 2:54:32, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.5578, top5_acc: 0.8115, loss_cls: 1.7498, loss: 1.7498, grad_norm: 4.5191 2020-09-13 08:25:14,656 - mmaction - INFO - Epoch [31][500/880] lr: 1.048e-02, eta: 2:54:03, time: 0.741, data_time: 0.004, memory: 6181, top1_acc: 0.5711, top5_acc: 0.8109, loss_cls: 1.7044, loss: 1.7044, grad_norm: 4.4724 2020-09-13 08:25:29,723 - mmaction - INFO - Epoch [31][520/880] lr: 1.044e-02, eta: 2:53:35, time: 0.747, data_time: 0.006, memory: 6181, top1_acc: 0.5680, top5_acc: 0.8135, loss_cls: 1.7211, loss: 1.7211, grad_norm: 4.4850 2020-09-13 08:25:44,809 - mmaction - INFO - Epoch [31][540/880] lr: 1.039e-02, eta: 2:53:07, time: 0.757, data_time: 0.009, memory: 6181, top1_acc: 0.5677, top5_acc: 0.8070, loss_cls: 1.6973, loss: 1.6973, grad_norm: 4.3827 2020-09-13 08:26:00,030 - mmaction - INFO - Epoch [31][560/880] lr: 1.034e-02, eta: 2:52:39, time: 0.756, data_time: 0.010, memory: 6181, top1_acc: 0.5596, top5_acc: 0.8112, loss_cls: 1.7338, loss: 1.7338, grad_norm: 4.5381 2020-09-13 08:26:14,641 - mmaction - INFO - Epoch [31][580/880] lr: 1.029e-02, eta: 2:52:10, time: 0.736, data_time: 0.012, memory: 6181, top1_acc: 0.5622, top5_acc: 0.8062, loss_cls: 1.7279, loss: 1.7279, grad_norm: 4.4114 2020-09-13 08:26:29,934 - mmaction - INFO - Epoch [31][600/880] lr: 1.024e-02, eta: 2:51:42, time: 0.762, data_time: 0.010, memory: 6181, top1_acc: 0.5745, top5_acc: 0.8018, loss_cls: 1.7197, loss: 1.7197, grad_norm: 4.4140 2020-09-13 08:26:44,473 - mmaction - INFO - Epoch [31][620/880] lr: 1.020e-02, eta: 2:51:14, time: 0.730, data_time: 0.008, memory: 6181, top1_acc: 0.5638, top5_acc: 0.8021, loss_cls: 1.7545, loss: 1.7545, grad_norm: 4.5399 2020-09-13 08:27:00,065 - mmaction - INFO - Epoch [31][640/880] lr: 1.015e-02, eta: 2:50:46, time: 0.776, data_time: 0.009, memory: 6181, top1_acc: 0.5479, top5_acc: 0.7956, loss_cls: 1.7957, loss: 1.7957, grad_norm: 4.5219 2020-09-13 08:27:14,823 - mmaction - INFO - Epoch [31][660/880] lr: 1.010e-02, eta: 2:50:18, time: 0.744, data_time: 0.010, memory: 6181, top1_acc: 0.5638, top5_acc: 0.8086, loss_cls: 1.7373, loss: 1.7373, grad_norm: 4.4952 2020-09-13 08:27:29,783 - mmaction - INFO - Epoch [31][680/880] lr: 1.005e-02, eta: 2:49:50, time: 0.741, data_time: 0.007, memory: 6181, top1_acc: 0.5586, top5_acc: 0.8036, loss_cls: 1.7539, loss: 1.7539, grad_norm: 4.4858 2020-09-13 08:27:44,809 - mmaction - INFO - Epoch [31][700/880] lr: 1.001e-02, eta: 2:49:21, time: 0.756, data_time: 0.010, memory: 6181, top1_acc: 0.5714, top5_acc: 0.8133, loss_cls: 1.6793, loss: 1.6793, grad_norm: 4.4581 2020-09-13 08:27:59,798 - mmaction - INFO - Epoch [31][720/880] lr: 9.960e-03, eta: 2:48:53, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.5664, top5_acc: 0.8070, loss_cls: 1.7174, loss: 1.7174, grad_norm: 4.5477 2020-09-13 08:28:14,701 - mmaction - INFO - Epoch [31][740/880] lr: 9.913e-03, eta: 2:48:25, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.5578, top5_acc: 0.7990, loss_cls: 1.7723, loss: 1.7723, grad_norm: 4.5727 2020-09-13 08:28:29,519 - mmaction - INFO - Epoch [31][760/880] lr: 9.866e-03, eta: 2:47:57, time: 0.738, data_time: 0.008, memory: 6181, top1_acc: 0.5706, top5_acc: 0.8089, loss_cls: 1.7254, loss: 1.7254, grad_norm: 4.4433 2020-09-13 08:28:45,018 - mmaction - INFO - Epoch [31][780/880] lr: 9.819e-03, eta: 2:47:29, time: 0.778, data_time: 0.006, memory: 6181, top1_acc: 0.5594, top5_acc: 0.7990, loss_cls: 1.7723, loss: 1.7723, grad_norm: 4.5812 2020-09-13 08:28:59,692 - mmaction - INFO - Epoch [31][800/880] lr: 9.772e-03, eta: 2:47:01, time: 0.729, data_time: 0.010, memory: 6181, top1_acc: 0.5586, top5_acc: 0.8044, loss_cls: 1.7191, loss: 1.7191, grad_norm: 4.4876 2020-09-13 08:29:14,916 - mmaction - INFO - Epoch [31][820/880] lr: 9.726e-03, eta: 2:46:33, time: 0.764, data_time: 0.009, memory: 6181, top1_acc: 0.5685, top5_acc: 0.8109, loss_cls: 1.7061, loss: 1.7061, grad_norm: 4.4665 2020-09-13 08:29:30,050 - mmaction - INFO - Epoch [31][840/880] lr: 9.679e-03, eta: 2:46:05, time: 0.753, data_time: 0.009, memory: 6181, top1_acc: 0.5792, top5_acc: 0.8122, loss_cls: 1.6771, loss: 1.6771, grad_norm: 4.4467 2020-09-13 08:29:45,441 - mmaction - INFO - Epoch [31][860/880] lr: 9.633e-03, eta: 2:45:37, time: 0.774, data_time: 0.009, memory: 6181, top1_acc: 0.5779, top5_acc: 0.8107, loss_cls: 1.6633, loss: 1.6633, grad_norm: 4.4731 2020-09-13 08:29:58,595 - mmaction - INFO - Epoch [31][880/880] lr: 9.586e-03, eta: 2:45:09, time: 0.658, data_time: 0.008, memory: 6181, top1_acc: 0.5667, top5_acc: 0.8091, loss_cls: 1.7304, loss: 1.7304, grad_norm: 4.5497 2020-09-13 08:30:06,269 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-09-13 08:37:23,410 - mmaction - INFO - Epoch [32][20/880] lr: 9.540e-03, eta: 2:46:43, time: 21.746, data_time: 20.954, memory: 6181, top1_acc: 0.5911, top5_acc: 0.8201, loss_cls: 1.6330, loss: 1.6330, grad_norm: 4.5521 2020-09-13 08:37:38,821 - mmaction - INFO - Epoch [32][40/880] lr: 9.494e-03, eta: 2:46:14, time: 0.773, data_time: 0.015, memory: 6181, top1_acc: 0.5852, top5_acc: 0.8167, loss_cls: 1.6718, loss: 1.6718, grad_norm: 4.5119 2020-09-13 08:37:53,103 - mmaction - INFO - Epoch [32][60/880] lr: 9.447e-03, eta: 2:45:46, time: 0.712, data_time: 0.005, memory: 6181, top1_acc: 0.5732, top5_acc: 0.8206, loss_cls: 1.6749, loss: 1.6749, grad_norm: 4.5039 2020-09-13 08:38:07,935 - mmaction - INFO - Epoch [32][80/880] lr: 9.401e-03, eta: 2:45:18, time: 0.744, data_time: 0.011, memory: 6181, top1_acc: 0.5797, top5_acc: 0.8109, loss_cls: 1.6813, loss: 1.6813, grad_norm: 4.5466 2020-09-13 08:38:22,517 - mmaction - INFO - Epoch [32][100/880] lr: 9.355e-03, eta: 2:44:49, time: 0.728, data_time: 0.003, memory: 6181, top1_acc: 0.5742, top5_acc: 0.8130, loss_cls: 1.7077, loss: 1.7077, grad_norm: 4.5829 2020-09-13 08:38:37,560 - mmaction - INFO - Epoch [32][120/880] lr: 9.310e-03, eta: 2:44:21, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.5763, top5_acc: 0.8180, loss_cls: 1.6738, loss: 1.6738, grad_norm: 4.5084 2020-09-13 08:38:52,218 - mmaction - INFO - Epoch [32][140/880] lr: 9.264e-03, eta: 2:43:53, time: 0.734, data_time: 0.006, memory: 6181, top1_acc: 0.5716, top5_acc: 0.8120, loss_cls: 1.7011, loss: 1.7011, grad_norm: 4.5959 2020-09-13 08:39:07,446 - mmaction - INFO - Epoch [32][160/880] lr: 9.218e-03, eta: 2:43:25, time: 0.755, data_time: 0.009, memory: 6181, top1_acc: 0.5779, top5_acc: 0.8232, loss_cls: 1.6643, loss: 1.6643, grad_norm: 4.6536 2020-09-13 08:39:21,978 - mmaction - INFO - Epoch [32][180/880] lr: 9.173e-03, eta: 2:42:56, time: 0.734, data_time: 0.011, memory: 6181, top1_acc: 0.5802, top5_acc: 0.8180, loss_cls: 1.6823, loss: 1.6823, grad_norm: 4.4690 2020-09-13 08:39:36,729 - mmaction - INFO - Epoch [32][200/880] lr: 9.127e-03, eta: 2:42:28, time: 0.733, data_time: 0.008, memory: 6181, top1_acc: 0.5990, top5_acc: 0.8266, loss_cls: 1.6077, loss: 1.6077, grad_norm: 4.4729 2020-09-13 08:39:51,603 - mmaction - INFO - Epoch [32][220/880] lr: 9.082e-03, eta: 2:42:00, time: 0.746, data_time: 0.011, memory: 6181, top1_acc: 0.5784, top5_acc: 0.8174, loss_cls: 1.6732, loss: 1.6732, grad_norm: 4.5949 2020-09-13 08:40:06,816 - mmaction - INFO - Epoch [32][240/880] lr: 9.037e-03, eta: 2:41:32, time: 0.761, data_time: 0.010, memory: 6181, top1_acc: 0.5563, top5_acc: 0.8055, loss_cls: 1.7470, loss: 1.7470, grad_norm: 6.4224 2020-09-13 08:40:21,653 - mmaction - INFO - Epoch [32][260/880] lr: 8.991e-03, eta: 2:41:04, time: 0.742, data_time: 0.005, memory: 6181, top1_acc: 0.5719, top5_acc: 0.8208, loss_cls: 1.6702, loss: 1.6702, grad_norm: 4.5908 2020-09-13 08:40:36,934 - mmaction - INFO - Epoch [32][280/880] lr: 8.946e-03, eta: 2:40:36, time: 0.757, data_time: 0.009, memory: 6181, top1_acc: 0.5648, top5_acc: 0.8086, loss_cls: 1.7390, loss: 1.7390, grad_norm: 4.6774 2020-09-13 08:40:51,521 - mmaction - INFO - Epoch [32][300/880] lr: 8.901e-03, eta: 2:40:08, time: 0.736, data_time: 0.013, memory: 6181, top1_acc: 0.5836, top5_acc: 0.8133, loss_cls: 1.6737, loss: 1.6737, grad_norm: 4.6334 2020-09-13 08:41:06,613 - mmaction - INFO - Epoch [32][320/880] lr: 8.857e-03, eta: 2:39:40, time: 0.753, data_time: 0.009, memory: 6181, top1_acc: 0.5742, top5_acc: 0.8156, loss_cls: 1.7020, loss: 1.7020, grad_norm: 4.6648 2020-09-13 08:41:21,473 - mmaction - INFO - Epoch [32][340/880] lr: 8.812e-03, eta: 2:39:11, time: 0.745, data_time: 0.008, memory: 6181, top1_acc: 0.5688, top5_acc: 0.8081, loss_cls: 1.7405, loss: 1.7405, grad_norm: 4.6862 2020-09-13 08:41:36,774 - mmaction - INFO - Epoch [32][360/880] lr: 8.767e-03, eta: 2:38:44, time: 0.763, data_time: 0.010, memory: 6181, top1_acc: 0.5810, top5_acc: 0.8216, loss_cls: 1.6429, loss: 1.6429, grad_norm: 4.5373 2020-09-13 08:41:51,805 - mmaction - INFO - Epoch [32][380/880] lr: 8.723e-03, eta: 2:38:16, time: 0.753, data_time: 0.009, memory: 6181, top1_acc: 0.5763, top5_acc: 0.8188, loss_cls: 1.6805, loss: 1.6805, grad_norm: 4.6039 2020-09-13 08:42:06,678 - mmaction - INFO - Epoch [32][400/880] lr: 8.678e-03, eta: 2:37:48, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.5839, top5_acc: 0.8182, loss_cls: 1.6863, loss: 1.6863, grad_norm: 4.6840 2020-09-13 08:42:21,567 - mmaction - INFO - Epoch [32][420/880] lr: 8.634e-03, eta: 2:37:20, time: 0.747, data_time: 0.008, memory: 6181, top1_acc: 0.5682, top5_acc: 0.8133, loss_cls: 1.7166, loss: 1.7166, grad_norm: 4.7253 2020-09-13 08:42:37,494 - mmaction - INFO - Epoch [32][440/880] lr: 8.590e-03, eta: 2:36:52, time: 0.796, data_time: 0.009, memory: 6181, top1_acc: 0.5859, top5_acc: 0.8266, loss_cls: 1.6174, loss: 1.6174, grad_norm: 4.5712 2020-09-13 08:42:51,819 - mmaction - INFO - Epoch [32][460/880] lr: 8.545e-03, eta: 2:36:24, time: 0.719, data_time: 0.004, memory: 6181, top1_acc: 0.5797, top5_acc: 0.8247, loss_cls: 1.6347, loss: 1.6347, grad_norm: 4.7107 2020-09-13 08:43:06,886 - mmaction - INFO - Epoch [32][480/880] lr: 8.501e-03, eta: 2:35:56, time: 0.743, data_time: 0.007, memory: 6181, top1_acc: 0.5638, top5_acc: 0.8169, loss_cls: 1.6864, loss: 1.6864, grad_norm: 4.7437 2020-09-13 08:43:21,888 - mmaction - INFO - Epoch [32][500/880] lr: 8.457e-03, eta: 2:35:28, time: 0.757, data_time: 0.012, memory: 6181, top1_acc: 0.5862, top5_acc: 0.8154, loss_cls: 1.6535, loss: 1.6535, grad_norm: 4.6318 2020-09-13 08:43:36,921 - mmaction - INFO - Epoch [32][520/880] lr: 8.414e-03, eta: 2:35:00, time: 0.746, data_time: 0.009, memory: 6181, top1_acc: 0.5831, top5_acc: 0.8112, loss_cls: 1.6740, loss: 1.6740, grad_norm: 4.5665 2020-09-13 08:43:51,536 - mmaction - INFO - Epoch [32][540/880] lr: 8.370e-03, eta: 2:34:32, time: 0.737, data_time: 0.011, memory: 6181, top1_acc: 0.5763, top5_acc: 0.8159, loss_cls: 1.6799, loss: 1.6799, grad_norm: 4.6929 2020-09-13 08:44:06,325 - mmaction - INFO - Epoch [32][560/880] lr: 8.326e-03, eta: 2:34:05, time: 0.736, data_time: 0.008, memory: 6181, top1_acc: 0.5818, top5_acc: 0.8195, loss_cls: 1.6473, loss: 1.6473, grad_norm: 4.6160 2020-09-13 08:44:21,196 - mmaction - INFO - Epoch [32][580/880] lr: 8.283e-03, eta: 2:33:37, time: 0.747, data_time: 0.008, memory: 6181, top1_acc: 0.5888, top5_acc: 0.8227, loss_cls: 1.6372, loss: 1.6372, grad_norm: 4.6446 2020-09-13 08:44:36,984 - mmaction - INFO - Epoch [32][600/880] lr: 8.239e-03, eta: 2:33:09, time: 0.785, data_time: 0.008, memory: 6181, top1_acc: 0.5766, top5_acc: 0.8031, loss_cls: 1.7176, loss: 1.7176, grad_norm: 4.6988 2020-09-13 08:44:51,894 - mmaction - INFO - Epoch [32][620/880] lr: 8.196e-03, eta: 2:32:41, time: 0.749, data_time: 0.009, memory: 6181, top1_acc: 0.5820, top5_acc: 0.8089, loss_cls: 1.6788, loss: 1.6788, grad_norm: 4.6634 2020-09-13 08:45:06,656 - mmaction - INFO - Epoch [32][640/880] lr: 8.152e-03, eta: 2:32:14, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.5753, top5_acc: 0.8130, loss_cls: 1.6826, loss: 1.6826, grad_norm: 4.6604 2020-09-13 08:45:22,348 - mmaction - INFO - Epoch [32][660/880] lr: 8.109e-03, eta: 2:31:46, time: 0.786, data_time: 0.006, memory: 6181, top1_acc: 0.5862, top5_acc: 0.8214, loss_cls: 1.6406, loss: 1.6406, grad_norm: 4.6696 2020-09-13 08:45:36,734 - mmaction - INFO - Epoch [32][680/880] lr: 8.066e-03, eta: 2:31:18, time: 0.712, data_time: 0.006, memory: 6181, top1_acc: 0.5706, top5_acc: 0.8182, loss_cls: 1.6875, loss: 1.6875, grad_norm: 4.7626 2020-09-13 08:45:51,555 - mmaction - INFO - Epoch [32][700/880] lr: 8.023e-03, eta: 2:30:50, time: 0.746, data_time: 0.010, memory: 6181, top1_acc: 0.5867, top5_acc: 0.8141, loss_cls: 1.6761, loss: 1.6761, grad_norm: 4.7386 2020-09-13 08:46:06,230 - mmaction - INFO - Epoch [32][720/880] lr: 7.980e-03, eta: 2:30:23, time: 0.732, data_time: 0.010, memory: 6181, top1_acc: 0.5893, top5_acc: 0.8099, loss_cls: 1.6826, loss: 1.6826, grad_norm: 4.6623 2020-09-13 08:46:20,999 - mmaction - INFO - Epoch [32][740/880] lr: 7.938e-03, eta: 2:29:55, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.5828, top5_acc: 0.8174, loss_cls: 1.6600, loss: 1.6600, grad_norm: 4.5958 2020-09-13 08:46:36,262 - mmaction - INFO - Epoch [32][760/880] lr: 7.895e-03, eta: 2:29:27, time: 0.754, data_time: 0.007, memory: 6181, top1_acc: 0.5914, top5_acc: 0.8281, loss_cls: 1.6269, loss: 1.6269, grad_norm: 4.6138 2020-09-13 08:46:51,588 - mmaction - INFO - Epoch [32][780/880] lr: 7.853e-03, eta: 2:29:00, time: 0.773, data_time: 0.011, memory: 6181, top1_acc: 0.5732, top5_acc: 0.8049, loss_cls: 1.7207, loss: 1.7207, grad_norm: 4.7228 2020-09-13 08:47:06,223 - mmaction - INFO - Epoch [32][800/880] lr: 7.810e-03, eta: 2:28:32, time: 0.728, data_time: 0.009, memory: 6181, top1_acc: 0.5984, top5_acc: 0.8188, loss_cls: 1.6191, loss: 1.6191, grad_norm: 4.6850 2020-09-13 08:47:20,941 - mmaction - INFO - Epoch [32][820/880] lr: 7.768e-03, eta: 2:28:05, time: 0.740, data_time: 0.009, memory: 6181, top1_acc: 0.5911, top5_acc: 0.8279, loss_cls: 1.6229, loss: 1.6229, grad_norm: 4.7223 2020-09-13 08:47:36,008 - mmaction - INFO - Epoch [32][840/880] lr: 7.726e-03, eta: 2:27:37, time: 0.749, data_time: 0.009, memory: 6181, top1_acc: 0.5753, top5_acc: 0.8099, loss_cls: 1.6810, loss: 1.6810, grad_norm: 4.6245 2020-09-13 08:47:51,096 - mmaction - INFO - Epoch [32][860/880] lr: 7.683e-03, eta: 2:27:10, time: 0.759, data_time: 0.010, memory: 6181, top1_acc: 0.5995, top5_acc: 0.8266, loss_cls: 1.6047, loss: 1.6047, grad_norm: 4.5558 2020-09-13 08:48:04,538 - mmaction - INFO - Epoch [32][880/880] lr: 7.641e-03, eta: 2:26:42, time: 0.672, data_time: 0.009, memory: 6181, top1_acc: 0.5943, top5_acc: 0.8125, loss_cls: 1.6739, loss: 1.6739, grad_norm: 4.6872 2020-09-13 08:48:12,786 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-09-13 08:55:25,845 - mmaction - INFO - Epoch [33][20/880] lr: 7.599e-03, eta: 2:27:58, time: 21.548, data_time: 20.747, memory: 6181, top1_acc: 0.6055, top5_acc: 0.8276, loss_cls: 1.5697, loss: 1.5697, grad_norm: 4.5707 2020-09-13 08:55:40,895 - mmaction - INFO - Epoch [33][40/880] lr: 7.558e-03, eta: 2:27:30, time: 0.750, data_time: 0.013, memory: 6181, top1_acc: 0.5927, top5_acc: 0.8250, loss_cls: 1.6113, loss: 1.6113, grad_norm: 4.6487 2020-09-13 08:55:55,257 - mmaction - INFO - Epoch [33][60/880] lr: 7.516e-03, eta: 2:27:02, time: 0.722, data_time: 0.008, memory: 6181, top1_acc: 0.5885, top5_acc: 0.8237, loss_cls: 1.6227, loss: 1.6227, grad_norm: 4.6950 2020-09-13 08:56:10,800 - mmaction - INFO - Epoch [33][80/880] lr: 7.474e-03, eta: 2:26:34, time: 0.774, data_time: 0.009, memory: 6181, top1_acc: 0.6057, top5_acc: 0.8211, loss_cls: 1.5844, loss: 1.5844, grad_norm: 4.7085 2020-09-13 08:56:25,551 - mmaction - INFO - Epoch [33][100/880] lr: 7.433e-03, eta: 2:26:06, time: 0.741, data_time: 0.009, memory: 6181, top1_acc: 0.6078, top5_acc: 0.8375, loss_cls: 1.5569, loss: 1.5569, grad_norm: 4.6832 2020-09-13 08:56:40,268 - mmaction - INFO - Epoch [33][120/880] lr: 7.391e-03, eta: 2:25:39, time: 0.736, data_time: 0.010, memory: 6181, top1_acc: 0.5883, top5_acc: 0.8234, loss_cls: 1.6189, loss: 1.6189, grad_norm: 4.7204 2020-09-13 08:56:54,766 - mmaction - INFO - Epoch [33][140/880] lr: 7.350e-03, eta: 2:25:11, time: 0.723, data_time: 0.004, memory: 6181, top1_acc: 0.5911, top5_acc: 0.8193, loss_cls: 1.6280, loss: 1.6280, grad_norm: 4.7389 2020-09-13 08:57:09,906 - mmaction - INFO - Epoch [33][160/880] lr: 7.309e-03, eta: 2:24:43, time: 0.757, data_time: 0.011, memory: 6181, top1_acc: 0.5898, top5_acc: 0.8289, loss_cls: 1.5870, loss: 1.5870, grad_norm: 4.8477 2020-09-13 08:57:24,929 - mmaction - INFO - Epoch [33][180/880] lr: 7.268e-03, eta: 2:24:15, time: 0.750, data_time: 0.005, memory: 6181, top1_acc: 0.6021, top5_acc: 0.8313, loss_cls: 1.5820, loss: 1.5820, grad_norm: 4.8482 2020-09-13 08:57:39,936 - mmaction - INFO - Epoch [33][200/880] lr: 7.227e-03, eta: 2:23:48, time: 0.748, data_time: 0.012, memory: 6181, top1_acc: 0.6039, top5_acc: 0.8276, loss_cls: 1.5731, loss: 1.5731, grad_norm: 4.7195 2020-09-13 08:57:54,668 - mmaction - INFO - Epoch [33][220/880] lr: 7.186e-03, eta: 2:23:20, time: 0.739, data_time: 0.010, memory: 6181, top1_acc: 0.5982, top5_acc: 0.8253, loss_cls: 1.6145, loss: 1.6145, grad_norm: 4.7114 2020-09-13 08:58:09,489 - mmaction - INFO - Epoch [33][240/880] lr: 7.145e-03, eta: 2:22:52, time: 0.743, data_time: 0.013, memory: 6181, top1_acc: 0.6000, top5_acc: 0.8263, loss_cls: 1.6007, loss: 1.6007, grad_norm: 4.6764 2020-09-13 08:58:24,404 - mmaction - INFO - Epoch [33][260/880] lr: 7.105e-03, eta: 2:22:24, time: 0.742, data_time: 0.005, memory: 6181, top1_acc: 0.5911, top5_acc: 0.8258, loss_cls: 1.6122, loss: 1.6122, grad_norm: 4.8337 2020-09-13 08:58:39,884 - mmaction - INFO - Epoch [33][280/880] lr: 7.064e-03, eta: 2:21:57, time: 0.779, data_time: 0.012, memory: 6181, top1_acc: 0.5948, top5_acc: 0.8250, loss_cls: 1.6085, loss: 1.6085, grad_norm: 4.8035 2020-09-13 08:58:54,231 - mmaction - INFO - Epoch [33][300/880] lr: 7.023e-03, eta: 2:21:29, time: 0.717, data_time: 0.004, memory: 6181, top1_acc: 0.5898, top5_acc: 0.8266, loss_cls: 1.6094, loss: 1.6094, grad_norm: 4.8244 2020-09-13 08:59:09,274 - mmaction - INFO - Epoch [33][320/880] lr: 6.983e-03, eta: 2:21:02, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.6010, top5_acc: 0.8357, loss_cls: 1.5557, loss: 1.5557, grad_norm: 4.8054 2020-09-13 08:59:24,518 - mmaction - INFO - Epoch [33][340/880] lr: 6.943e-03, eta: 2:20:34, time: 0.762, data_time: 0.006, memory: 6181, top1_acc: 0.6031, top5_acc: 0.8224, loss_cls: 1.5823, loss: 1.5823, grad_norm: 4.8574 2020-09-13 08:59:39,111 - mmaction - INFO - Epoch [33][360/880] lr: 6.903e-03, eta: 2:20:06, time: 0.723, data_time: 0.009, memory: 6181, top1_acc: 0.5943, top5_acc: 0.8344, loss_cls: 1.6078, loss: 1.6078, grad_norm: 4.6969 2020-09-13 08:59:54,107 - mmaction - INFO - Epoch [33][380/880] lr: 6.863e-03, eta: 2:19:39, time: 0.757, data_time: 0.012, memory: 6181, top1_acc: 0.6010, top5_acc: 0.8208, loss_cls: 1.5925, loss: 1.5925, grad_norm: 4.7512 2020-09-13 09:00:15,769 - mmaction - INFO - Epoch [33][400/880] lr: 6.823e-03, eta: 2:19:13, time: 1.071, data_time: 0.015, memory: 6181, top1_acc: 0.5953, top5_acc: 0.8237, loss_cls: 1.6195, loss: 1.6195, grad_norm: 4.8262 2020-09-13 09:00:30,262 - mmaction - INFO - Epoch [33][420/880] lr: 6.783e-03, eta: 2:18:45, time: 0.738, data_time: 0.023, memory: 6181, top1_acc: 0.6096, top5_acc: 0.8271, loss_cls: 1.5806, loss: 1.5806, grad_norm: 4.8083 2020-09-13 09:00:45,412 - mmaction - INFO - Epoch [33][440/880] lr: 6.743e-03, eta: 2:18:18, time: 0.758, data_time: 0.009, memory: 6181, top1_acc: 0.6016, top5_acc: 0.8299, loss_cls: 1.5847, loss: 1.5847, grad_norm: 4.8118 2020-09-13 09:01:00,246 - mmaction - INFO - Epoch [33][460/880] lr: 6.704e-03, eta: 2:17:50, time: 0.742, data_time: 0.005, memory: 6181, top1_acc: 0.5896, top5_acc: 0.8297, loss_cls: 1.6256, loss: 1.6256, grad_norm: 4.9056 2020-09-13 09:01:15,219 - mmaction - INFO - Epoch [33][480/880] lr: 6.664e-03, eta: 2:17:23, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.6122, top5_acc: 0.8451, loss_cls: 1.5032, loss: 1.5032, grad_norm: 4.7108 2020-09-13 09:01:29,560 - mmaction - INFO - Epoch [33][500/880] lr: 6.625e-03, eta: 2:16:55, time: 0.716, data_time: 0.005, memory: 6181, top1_acc: 0.6055, top5_acc: 0.8344, loss_cls: 1.5647, loss: 1.5647, grad_norm: 4.9535 2020-09-13 09:01:44,759 - mmaction - INFO - Epoch [33][520/880] lr: 6.585e-03, eta: 2:16:28, time: 0.757, data_time: 0.011, memory: 6181, top1_acc: 0.5841, top5_acc: 0.8219, loss_cls: 1.6417, loss: 1.6417, grad_norm: 4.9739 2020-09-13 09:01:59,379 - mmaction - INFO - Epoch [33][540/880] lr: 6.546e-03, eta: 2:16:00, time: 0.733, data_time: 0.013, memory: 6181, top1_acc: 0.5969, top5_acc: 0.8307, loss_cls: 1.5967, loss: 1.5967, grad_norm: 4.8234 2020-09-13 09:02:14,485 - mmaction - INFO - Epoch [33][560/880] lr: 6.507e-03, eta: 2:15:33, time: 0.754, data_time: 0.012, memory: 6181, top1_acc: 0.6018, top5_acc: 0.8341, loss_cls: 1.5681, loss: 1.5681, grad_norm: 4.7539 2020-09-13 09:02:29,865 - mmaction - INFO - Epoch [33][580/880] lr: 6.468e-03, eta: 2:15:06, time: 0.772, data_time: 0.008, memory: 6181, top1_acc: 0.6083, top5_acc: 0.8318, loss_cls: 1.5817, loss: 1.5817, grad_norm: 4.8712 2020-09-13 09:02:44,586 - mmaction - INFO - Epoch [33][600/880] lr: 6.429e-03, eta: 2:14:38, time: 0.733, data_time: 0.004, memory: 6181, top1_acc: 0.6000, top5_acc: 0.8281, loss_cls: 1.5779, loss: 1.5779, grad_norm: 4.8071 2020-09-13 09:02:59,108 - mmaction - INFO - Epoch [33][620/880] lr: 6.390e-03, eta: 2:14:11, time: 0.728, data_time: 0.007, memory: 6181, top1_acc: 0.5945, top5_acc: 0.8336, loss_cls: 1.5789, loss: 1.5789, grad_norm: 4.8300 2020-09-13 09:03:14,352 - mmaction - INFO - Epoch [33][640/880] lr: 6.352e-03, eta: 2:13:44, time: 0.762, data_time: 0.005, memory: 6181, top1_acc: 0.6102, top5_acc: 0.8318, loss_cls: 1.5794, loss: 1.5794, grad_norm: 4.7689 2020-09-13 09:03:29,254 - mmaction - INFO - Epoch [33][660/880] lr: 6.313e-03, eta: 2:13:16, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.6109, top5_acc: 0.8323, loss_cls: 1.5498, loss: 1.5498, grad_norm: 4.8000 2020-09-13 09:03:43,981 - mmaction - INFO - Epoch [33][680/880] lr: 6.275e-03, eta: 2:12:49, time: 0.735, data_time: 0.006, memory: 6181, top1_acc: 0.6031, top5_acc: 0.8266, loss_cls: 1.5569, loss: 1.5569, grad_norm: 4.7318 2020-09-13 09:03:59,573 - mmaction - INFO - Epoch [33][700/880] lr: 6.236e-03, eta: 2:12:22, time: 0.781, data_time: 0.010, memory: 6181, top1_acc: 0.6016, top5_acc: 0.8318, loss_cls: 1.5872, loss: 1.5872, grad_norm: 4.9352 2020-09-13 09:04:14,228 - mmaction - INFO - Epoch [33][720/880] lr: 6.198e-03, eta: 2:11:54, time: 0.732, data_time: 0.004, memory: 6181, top1_acc: 0.5917, top5_acc: 0.8232, loss_cls: 1.6085, loss: 1.6085, grad_norm: 4.9003 2020-09-13 09:04:30,705 - mmaction - INFO - Epoch [33][740/880] lr: 6.160e-03, eta: 2:11:27, time: 0.823, data_time: 0.011, memory: 6181, top1_acc: 0.5924, top5_acc: 0.8242, loss_cls: 1.6008, loss: 1.6008, grad_norm: 4.9109 2020-09-13 09:04:45,231 - mmaction - INFO - Epoch [33][760/880] lr: 6.122e-03, eta: 2:11:00, time: 0.727, data_time: 0.008, memory: 6181, top1_acc: 0.6208, top5_acc: 0.8357, loss_cls: 1.5388, loss: 1.5388, grad_norm: 4.8275 2020-09-13 09:05:00,562 - mmaction - INFO - Epoch [33][780/880] lr: 6.084e-03, eta: 2:10:33, time: 0.769, data_time: 0.009, memory: 6181, top1_acc: 0.6003, top5_acc: 0.8323, loss_cls: 1.5848, loss: 1.5848, grad_norm: 4.9547 2020-09-13 09:05:15,064 - mmaction - INFO - Epoch [33][800/880] lr: 6.046e-03, eta: 2:10:06, time: 0.724, data_time: 0.003, memory: 6181, top1_acc: 0.6003, top5_acc: 0.8276, loss_cls: 1.5598, loss: 1.5598, grad_norm: 4.7391 2020-09-13 09:05:29,676 - mmaction - INFO - Epoch [33][820/880] lr: 6.009e-03, eta: 2:09:38, time: 0.730, data_time: 0.004, memory: 6181, top1_acc: 0.5987, top5_acc: 0.8297, loss_cls: 1.5804, loss: 1.5804, grad_norm: 4.9022 2020-09-13 09:05:44,919 - mmaction - INFO - Epoch [33][840/880] lr: 5.971e-03, eta: 2:09:11, time: 0.762, data_time: 0.010, memory: 6181, top1_acc: 0.6034, top5_acc: 0.8258, loss_cls: 1.5817, loss: 1.5817, grad_norm: 4.8619 2020-09-13 09:05:59,752 - mmaction - INFO - Epoch [33][860/880] lr: 5.934e-03, eta: 2:08:44, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.5987, top5_acc: 0.8398, loss_cls: 1.5529, loss: 1.5529, grad_norm: 4.8424 2020-09-13 09:06:13,496 - mmaction - INFO - Epoch [33][880/880] lr: 5.896e-03, eta: 2:08:17, time: 0.688, data_time: 0.004, memory: 6181, top1_acc: 0.6043, top5_acc: 0.8269, loss_cls: 1.5756, loss: 1.5756, grad_norm: 4.8360 2020-09-13 09:06:23,450 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-09-13 09:13:41,775 - mmaction - INFO - Epoch [34][20/880] lr: 5.859e-03, eta: 2:09:19, time: 21.877, data_time: 21.032, memory: 6181, top1_acc: 0.6044, top5_acc: 0.8396, loss_cls: 1.5483, loss: 1.5483, grad_norm: 4.8955 2020-09-13 09:13:56,343 - mmaction - INFO - Epoch [34][40/880] lr: 5.822e-03, eta: 2:08:51, time: 0.728, data_time: 0.020, memory: 6181, top1_acc: 0.6031, top5_acc: 0.8357, loss_cls: 1.5380, loss: 1.5380, grad_norm: 4.8426 2020-09-13 09:14:11,284 - mmaction - INFO - Epoch [34][60/880] lr: 5.785e-03, eta: 2:08:24, time: 0.755, data_time: 0.013, memory: 6181, top1_acc: 0.6299, top5_acc: 0.8393, loss_cls: 1.4808, loss: 1.4808, grad_norm: 4.7582 2020-09-13 09:14:27,478 - mmaction - INFO - Epoch [34][80/880] lr: 5.748e-03, eta: 2:07:57, time: 0.804, data_time: 0.009, memory: 6181, top1_acc: 0.6115, top5_acc: 0.8349, loss_cls: 1.5272, loss: 1.5272, grad_norm: 4.9142 2020-09-13 09:14:41,701 - mmaction - INFO - Epoch [34][100/880] lr: 5.711e-03, eta: 2:07:29, time: 0.717, data_time: 0.009, memory: 6181, top1_acc: 0.6130, top5_acc: 0.8375, loss_cls: 1.5343, loss: 1.5343, grad_norm: 4.8403 2020-09-13 09:14:56,400 - mmaction - INFO - Epoch [34][120/880] lr: 5.674e-03, eta: 2:07:02, time: 0.734, data_time: 0.003, memory: 6181, top1_acc: 0.6143, top5_acc: 0.8417, loss_cls: 1.5344, loss: 1.5344, grad_norm: 4.9195 2020-09-13 09:15:11,310 - mmaction - INFO - Epoch [34][140/880] lr: 5.638e-03, eta: 2:06:35, time: 0.741, data_time: 0.010, memory: 6181, top1_acc: 0.6203, top5_acc: 0.8318, loss_cls: 1.5154, loss: 1.5154, grad_norm: 4.8551 2020-09-13 09:15:26,028 - mmaction - INFO - Epoch [34][160/880] lr: 5.601e-03, eta: 2:06:07, time: 0.739, data_time: 0.043, memory: 6181, top1_acc: 0.6216, top5_acc: 0.8398, loss_cls: 1.4937, loss: 1.4937, grad_norm: 4.8977 2020-09-13 09:15:41,340 - mmaction - INFO - Epoch [34][180/880] lr: 5.565e-03, eta: 2:05:40, time: 0.768, data_time: 0.010, memory: 6181, top1_acc: 0.6091, top5_acc: 0.8370, loss_cls: 1.5208, loss: 1.5208, grad_norm: 4.9053 2020-09-13 09:15:56,607 - mmaction - INFO - Epoch [34][200/880] lr: 5.529e-03, eta: 2:05:13, time: 0.761, data_time: 0.002, memory: 6181, top1_acc: 0.6021, top5_acc: 0.8375, loss_cls: 1.5233, loss: 1.5233, grad_norm: 4.8981 2020-09-13 09:16:11,187 - mmaction - INFO - Epoch [34][220/880] lr: 5.492e-03, eta: 2:04:45, time: 0.726, data_time: 0.008, memory: 6181, top1_acc: 0.6078, top5_acc: 0.8383, loss_cls: 1.5064, loss: 1.5064, grad_norm: 4.8471 2020-09-13 09:16:26,623 - mmaction - INFO - Epoch [34][240/880] lr: 5.456e-03, eta: 2:04:18, time: 0.775, data_time: 0.008, memory: 6181, top1_acc: 0.6307, top5_acc: 0.8427, loss_cls: 1.4787, loss: 1.4787, grad_norm: 4.8988 2020-09-13 09:16:41,473 - mmaction - INFO - Epoch [34][260/880] lr: 5.420e-03, eta: 2:03:51, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.6146, top5_acc: 0.8401, loss_cls: 1.5202, loss: 1.5202, grad_norm: 4.9155 2020-09-13 09:16:56,132 - mmaction - INFO - Epoch [34][280/880] lr: 5.385e-03, eta: 2:03:24, time: 0.736, data_time: 0.008, memory: 6181, top1_acc: 0.6141, top5_acc: 0.8409, loss_cls: 1.5146, loss: 1.5146, grad_norm: 4.9052 2020-09-13 09:17:10,928 - mmaction - INFO - Epoch [34][300/880] lr: 5.349e-03, eta: 2:02:56, time: 0.737, data_time: 0.009, memory: 6181, top1_acc: 0.6141, top5_acc: 0.8466, loss_cls: 1.4981, loss: 1.4981, grad_norm: 4.9055 2020-09-13 09:17:26,016 - mmaction - INFO - Epoch [34][320/880] lr: 5.313e-03, eta: 2:02:29, time: 0.757, data_time: 0.006, memory: 6181, top1_acc: 0.6102, top5_acc: 0.8432, loss_cls: 1.5186, loss: 1.5186, grad_norm: 4.8961 2020-09-13 09:17:41,016 - mmaction - INFO - Epoch [34][340/880] lr: 5.278e-03, eta: 2:02:02, time: 0.745, data_time: 0.008, memory: 6181, top1_acc: 0.6120, top5_acc: 0.8406, loss_cls: 1.5160, loss: 1.5160, grad_norm: 4.9770 2020-09-13 09:17:55,626 - mmaction - INFO - Epoch [34][360/880] lr: 5.242e-03, eta: 2:01:35, time: 0.734, data_time: 0.009, memory: 6181, top1_acc: 0.6208, top5_acc: 0.8333, loss_cls: 1.5303, loss: 1.5303, grad_norm: 4.9558 2020-09-13 09:18:10,334 - mmaction - INFO - Epoch [34][380/880] lr: 5.207e-03, eta: 2:01:07, time: 0.728, data_time: 0.010, memory: 6181, top1_acc: 0.6154, top5_acc: 0.8396, loss_cls: 1.5115, loss: 1.5115, grad_norm: 4.9110 2020-09-13 09:18:24,886 - mmaction - INFO - Epoch [34][400/880] lr: 5.172e-03, eta: 2:00:40, time: 0.735, data_time: 0.012, memory: 6181, top1_acc: 0.6062, top5_acc: 0.8393, loss_cls: 1.5254, loss: 1.5254, grad_norm: 5.0302 2020-09-13 09:18:40,075 - mmaction - INFO - Epoch [34][420/880] lr: 5.137e-03, eta: 2:00:13, time: 0.757, data_time: 0.009, memory: 6181, top1_acc: 0.6070, top5_acc: 0.8341, loss_cls: 1.5511, loss: 1.5511, grad_norm: 5.0450 2020-09-13 09:18:54,750 - mmaction - INFO - Epoch [34][440/880] lr: 5.102e-03, eta: 1:59:46, time: 0.736, data_time: 0.007, memory: 6181, top1_acc: 0.6167, top5_acc: 0.8370, loss_cls: 1.5238, loss: 1.5238, grad_norm: 5.0033 2020-09-13 09:19:10,163 - mmaction - INFO - Epoch [34][460/880] lr: 5.067e-03, eta: 1:59:19, time: 0.771, data_time: 0.010, memory: 6181, top1_acc: 0.6148, top5_acc: 0.8409, loss_cls: 1.5301, loss: 1.5301, grad_norm: 4.9480 2020-09-13 09:19:24,798 - mmaction - INFO - Epoch [34][480/880] lr: 5.032e-03, eta: 1:58:52, time: 0.733, data_time: 0.004, memory: 6181, top1_acc: 0.6294, top5_acc: 0.8422, loss_cls: 1.5031, loss: 1.5031, grad_norm: 4.8870 2020-09-13 09:19:39,969 - mmaction - INFO - Epoch [34][500/880] lr: 4.998e-03, eta: 1:58:25, time: 0.754, data_time: 0.008, memory: 6181, top1_acc: 0.6190, top5_acc: 0.8500, loss_cls: 1.4750, loss: 1.4750, grad_norm: 5.0597 2020-09-13 09:19:54,810 - mmaction - INFO - Epoch [34][520/880] lr: 4.963e-03, eta: 1:57:58, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.6104, top5_acc: 0.8341, loss_cls: 1.5409, loss: 1.5409, grad_norm: 5.0323 2020-09-13 09:20:10,068 - mmaction - INFO - Epoch [34][540/880] lr: 4.929e-03, eta: 1:57:31, time: 0.765, data_time: 0.009, memory: 6181, top1_acc: 0.6258, top5_acc: 0.8466, loss_cls: 1.4966, loss: 1.4966, grad_norm: 5.0027 2020-09-13 09:20:24,823 - mmaction - INFO - Epoch [34][560/880] lr: 4.895e-03, eta: 1:57:04, time: 0.736, data_time: 0.003, memory: 6181, top1_acc: 0.6193, top5_acc: 0.8424, loss_cls: 1.4998, loss: 1.4998, grad_norm: 5.0452 2020-09-13 09:20:40,147 - mmaction - INFO - Epoch [34][580/880] lr: 4.860e-03, eta: 1:56:37, time: 0.763, data_time: 0.009, memory: 6181, top1_acc: 0.6201, top5_acc: 0.8440, loss_cls: 1.4949, loss: 1.4949, grad_norm: 4.8917 2020-09-13 09:20:54,897 - mmaction - INFO - Epoch [34][600/880] lr: 4.826e-03, eta: 1:56:10, time: 0.740, data_time: 0.009, memory: 6181, top1_acc: 0.6182, top5_acc: 0.8398, loss_cls: 1.5036, loss: 1.5036, grad_norm: 5.0128 2020-09-13 09:21:10,253 - mmaction - INFO - Epoch [34][620/880] lr: 4.792e-03, eta: 1:55:43, time: 0.764, data_time: 0.010, memory: 6181, top1_acc: 0.6203, top5_acc: 0.8310, loss_cls: 1.5111, loss: 1.5111, grad_norm: 4.9681 2020-09-13 09:21:24,840 - mmaction - INFO - Epoch [34][640/880] lr: 4.759e-03, eta: 1:55:16, time: 0.734, data_time: 0.009, memory: 6181, top1_acc: 0.6206, top5_acc: 0.8445, loss_cls: 1.5042, loss: 1.5042, grad_norm: 4.9854 2020-09-13 09:21:39,834 - mmaction - INFO - Epoch [34][660/880] lr: 4.725e-03, eta: 1:54:49, time: 0.745, data_time: 0.010, memory: 6181, top1_acc: 0.6271, top5_acc: 0.8424, loss_cls: 1.4431, loss: 1.4431, grad_norm: 4.9610 2020-09-13 09:21:54,739 - mmaction - INFO - Epoch [34][680/880] lr: 4.691e-03, eta: 1:54:22, time: 0.749, data_time: 0.010, memory: 6181, top1_acc: 0.6133, top5_acc: 0.8362, loss_cls: 1.5357, loss: 1.5357, grad_norm: 5.1554 2020-09-13 09:22:09,972 - mmaction - INFO - Epoch [34][700/880] lr: 4.658e-03, eta: 1:53:55, time: 0.758, data_time: 0.010, memory: 6181, top1_acc: 0.6237, top5_acc: 0.8432, loss_cls: 1.5075, loss: 1.5075, grad_norm: 5.0441 2020-09-13 09:22:24,680 - mmaction - INFO - Epoch [34][720/880] lr: 4.624e-03, eta: 1:53:28, time: 0.739, data_time: 0.010, memory: 6181, top1_acc: 0.6089, top5_acc: 0.8422, loss_cls: 1.5121, loss: 1.5121, grad_norm: 5.1619 2020-09-13 09:22:39,895 - mmaction - INFO - Epoch [34][740/880] lr: 4.591e-03, eta: 1:53:01, time: 0.760, data_time: 0.010, memory: 6181, top1_acc: 0.6242, top5_acc: 0.8419, loss_cls: 1.4818, loss: 1.4818, grad_norm: 5.0790 2020-09-13 09:22:54,944 - mmaction - INFO - Epoch [34][760/880] lr: 4.558e-03, eta: 1:52:35, time: 0.754, data_time: 0.005, memory: 6181, top1_acc: 0.6154, top5_acc: 0.8497, loss_cls: 1.4770, loss: 1.4770, grad_norm: 5.0765 2020-09-13 09:23:10,295 - mmaction - INFO - Epoch [34][780/880] lr: 4.525e-03, eta: 1:52:08, time: 0.764, data_time: 0.008, memory: 6181, top1_acc: 0.6128, top5_acc: 0.8341, loss_cls: 1.5155, loss: 1.5155, grad_norm: 4.9884 2020-09-13 09:23:24,854 - mmaction - INFO - Epoch [34][800/880] lr: 4.492e-03, eta: 1:51:41, time: 0.731, data_time: 0.009, memory: 6181, top1_acc: 0.6208, top5_acc: 0.8331, loss_cls: 1.5319, loss: 1.5319, grad_norm: 4.9602 2020-09-13 09:23:39,877 - mmaction - INFO - Epoch [34][820/880] lr: 4.459e-03, eta: 1:51:14, time: 0.748, data_time: 0.008, memory: 6181, top1_acc: 0.6216, top5_acc: 0.8471, loss_cls: 1.4968, loss: 1.4968, grad_norm: 4.9375 2020-09-13 09:23:54,544 - mmaction - INFO - Epoch [34][840/880] lr: 4.426e-03, eta: 1:50:47, time: 0.736, data_time: 0.009, memory: 6181, top1_acc: 0.6286, top5_acc: 0.8482, loss_cls: 1.4717, loss: 1.4717, grad_norm: 5.0155 2020-09-13 09:24:09,401 - mmaction - INFO - Epoch [34][860/880] lr: 4.394e-03, eta: 1:50:20, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.6016, top5_acc: 0.8297, loss_cls: 1.5551, loss: 1.5551, grad_norm: 5.1181 2020-09-13 09:24:22,557 - mmaction - INFO - Epoch [34][880/880] lr: 4.361e-03, eta: 1:49:53, time: 0.665, data_time: 0.010, memory: 6181, top1_acc: 0.6229, top5_acc: 0.8435, loss_cls: 1.4626, loss: 1.4626, grad_norm: 4.9964 2020-09-13 09:24:31,143 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-09-13 09:31:53,795 - mmaction - INFO - Epoch [35][20/880] lr: 4.329e-03, eta: 1:50:42, time: 22.039, data_time: 21.175, memory: 6181, top1_acc: 0.6242, top5_acc: 0.8401, loss_cls: 1.5007, loss: 1.5007, grad_norm: 5.0137 2020-09-13 09:32:08,766 - mmaction - INFO - Epoch [35][40/880] lr: 4.297e-03, eta: 1:50:14, time: 0.744, data_time: 0.012, memory: 6181, top1_acc: 0.6268, top5_acc: 0.8542, loss_cls: 1.4316, loss: 1.4316, grad_norm: 5.0468 2020-09-13 09:32:23,373 - mmaction - INFO - Epoch [35][60/880] lr: 4.265e-03, eta: 1:49:47, time: 0.734, data_time: 0.009, memory: 6181, top1_acc: 0.6336, top5_acc: 0.8466, loss_cls: 1.4565, loss: 1.4565, grad_norm: 5.0573 2020-09-13 09:32:38,124 - mmaction - INFO - Epoch [35][80/880] lr: 4.233e-03, eta: 1:49:20, time: 0.737, data_time: 0.011, memory: 6181, top1_acc: 0.6310, top5_acc: 0.8510, loss_cls: 1.4524, loss: 1.4524, grad_norm: 5.0493 2020-09-13 09:32:52,918 - mmaction - INFO - Epoch [35][100/880] lr: 4.201e-03, eta: 1:48:53, time: 0.742, data_time: 0.006, memory: 6181, top1_acc: 0.6339, top5_acc: 0.8586, loss_cls: 1.4130, loss: 1.4130, grad_norm: 4.9468 2020-09-13 09:33:08,245 - mmaction - INFO - Epoch [35][120/880] lr: 4.169e-03, eta: 1:48:26, time: 0.760, data_time: 0.008, memory: 6181, top1_acc: 0.6299, top5_acc: 0.8445, loss_cls: 1.4516, loss: 1.4516, grad_norm: 5.0579 2020-09-13 09:33:22,994 - mmaction - INFO - Epoch [35][140/880] lr: 4.137e-03, eta: 1:47:59, time: 0.741, data_time: 0.011, memory: 6181, top1_acc: 0.6268, top5_acc: 0.8578, loss_cls: 1.4596, loss: 1.4596, grad_norm: 5.1384 2020-09-13 09:33:37,769 - mmaction - INFO - Epoch [35][160/880] lr: 4.106e-03, eta: 1:47:32, time: 0.736, data_time: 0.012, memory: 6181, top1_acc: 0.6315, top5_acc: 0.8508, loss_cls: 1.4463, loss: 1.4463, grad_norm: 5.1406 2020-09-13 09:33:52,859 - mmaction - INFO - Epoch [35][180/880] lr: 4.074e-03, eta: 1:47:05, time: 0.758, data_time: 0.009, memory: 6181, top1_acc: 0.6367, top5_acc: 0.8497, loss_cls: 1.4161, loss: 1.4161, grad_norm: 5.0256 2020-09-13 09:34:07,587 - mmaction - INFO - Epoch [35][200/880] lr: 4.043e-03, eta: 1:46:38, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.6164, top5_acc: 0.8391, loss_cls: 1.4995, loss: 1.4995, grad_norm: 5.1748 2020-09-13 09:34:22,577 - mmaction - INFO - Epoch [35][220/880] lr: 4.012e-03, eta: 1:46:12, time: 0.751, data_time: 0.005, memory: 6181, top1_acc: 0.6378, top5_acc: 0.8563, loss_cls: 1.4271, loss: 1.4271, grad_norm: 5.1690 2020-09-13 09:34:37,911 - mmaction - INFO - Epoch [35][240/880] lr: 3.981e-03, eta: 1:45:45, time: 0.761, data_time: 0.009, memory: 6181, top1_acc: 0.6323, top5_acc: 0.8490, loss_cls: 1.4358, loss: 1.4358, grad_norm: 5.0717 2020-09-13 09:34:52,837 - mmaction - INFO - Epoch [35][260/880] lr: 3.950e-03, eta: 1:45:18, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.6297, top5_acc: 0.8552, loss_cls: 1.4230, loss: 1.4230, grad_norm: 5.1095 2020-09-13 09:35:07,622 - mmaction - INFO - Epoch [35][280/880] lr: 3.919e-03, eta: 1:44:51, time: 0.733, data_time: 0.009, memory: 6181, top1_acc: 0.6263, top5_acc: 0.8526, loss_cls: 1.4204, loss: 1.4204, grad_norm: 5.1087 2020-09-13 09:35:22,804 - mmaction - INFO - Epoch [35][300/880] lr: 3.888e-03, eta: 1:44:24, time: 0.763, data_time: 0.010, memory: 6181, top1_acc: 0.6276, top5_acc: 0.8406, loss_cls: 1.4813, loss: 1.4813, grad_norm: 5.3159 2020-09-13 09:35:38,123 - mmaction - INFO - Epoch [35][320/880] lr: 3.857e-03, eta: 1:43:57, time: 0.767, data_time: 0.009, memory: 6181, top1_acc: 0.6185, top5_acc: 0.8396, loss_cls: 1.4969, loss: 1.4969, grad_norm: 5.2135 2020-09-13 09:35:52,864 - mmaction - INFO - Epoch [35][340/880] lr: 3.827e-03, eta: 1:43:31, time: 0.734, data_time: 0.004, memory: 6181, top1_acc: 0.6148, top5_acc: 0.8440, loss_cls: 1.5079, loss: 1.5079, grad_norm: 5.2613 2020-09-13 09:36:07,568 - mmaction - INFO - Epoch [35][360/880] lr: 3.796e-03, eta: 1:43:04, time: 0.736, data_time: 0.012, memory: 6181, top1_acc: 0.6354, top5_acc: 0.8578, loss_cls: 1.3957, loss: 1.3957, grad_norm: 5.0158 2020-09-13 09:36:22,559 - mmaction - INFO - Epoch [35][380/880] lr: 3.766e-03, eta: 1:42:37, time: 0.751, data_time: 0.007, memory: 6181, top1_acc: 0.6378, top5_acc: 0.8490, loss_cls: 1.4216, loss: 1.4216, grad_norm: 5.0307 2020-09-13 09:36:37,542 - mmaction - INFO - Epoch [35][400/880] lr: 3.736e-03, eta: 1:42:10, time: 0.744, data_time: 0.009, memory: 6181, top1_acc: 0.6466, top5_acc: 0.8594, loss_cls: 1.3807, loss: 1.3807, grad_norm: 5.1557 2020-09-13 09:36:52,317 - mmaction - INFO - Epoch [35][420/880] lr: 3.706e-03, eta: 1:41:43, time: 0.743, data_time: 0.011, memory: 6181, top1_acc: 0.6299, top5_acc: 0.8474, loss_cls: 1.4749, loss: 1.4749, grad_norm: 5.1398 2020-09-13 09:37:07,574 - mmaction - INFO - Epoch [35][440/880] lr: 3.676e-03, eta: 1:41:17, time: 0.759, data_time: 0.009, memory: 6181, top1_acc: 0.6260, top5_acc: 0.8495, loss_cls: 1.4310, loss: 1.4310, grad_norm: 5.0705 2020-09-13 09:37:22,644 - mmaction - INFO - Epoch [35][460/880] lr: 3.646e-03, eta: 1:40:50, time: 0.758, data_time: 0.010, memory: 6181, top1_acc: 0.6276, top5_acc: 0.8456, loss_cls: 1.4668, loss: 1.4668, grad_norm: 5.2400 2020-09-13 09:37:37,647 - mmaction - INFO - Epoch [35][480/880] lr: 3.616e-03, eta: 1:40:23, time: 0.747, data_time: 0.008, memory: 6181, top1_acc: 0.6375, top5_acc: 0.8563, loss_cls: 1.4100, loss: 1.4100, grad_norm: 5.1186 2020-09-13 09:37:52,354 - mmaction - INFO - Epoch [35][500/880] lr: 3.587e-03, eta: 1:39:57, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.6367, top5_acc: 0.8487, loss_cls: 1.4255, loss: 1.4255, grad_norm: 5.2025 2020-09-13 09:38:07,410 - mmaction - INFO - Epoch [35][520/880] lr: 3.557e-03, eta: 1:39:30, time: 0.749, data_time: 0.010, memory: 6181, top1_acc: 0.6362, top5_acc: 0.8458, loss_cls: 1.4472, loss: 1.4472, grad_norm: 5.2028 2020-09-13 09:38:21,971 - mmaction - INFO - Epoch [35][540/880] lr: 3.528e-03, eta: 1:39:03, time: 0.731, data_time: 0.009, memory: 6181, top1_acc: 0.6484, top5_acc: 0.8609, loss_cls: 1.3910, loss: 1.3910, grad_norm: 5.0615 2020-09-13 09:38:37,041 - mmaction - INFO - Epoch [35][560/880] lr: 3.498e-03, eta: 1:38:36, time: 0.751, data_time: 0.011, memory: 6181, top1_acc: 0.6344, top5_acc: 0.8487, loss_cls: 1.4505, loss: 1.4505, grad_norm: 5.1539 2020-09-13 09:38:52,117 - mmaction - INFO - Epoch [35][580/880] lr: 3.469e-03, eta: 1:38:10, time: 0.759, data_time: 0.009, memory: 6181, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.4084, loss: 1.4084, grad_norm: 5.0460 2020-09-13 09:39:07,128 - mmaction - INFO - Epoch [35][600/880] lr: 3.440e-03, eta: 1:37:43, time: 0.744, data_time: 0.008, memory: 6181, top1_acc: 0.6391, top5_acc: 0.8466, loss_cls: 1.4242, loss: 1.4242, grad_norm: 5.2209 2020-09-13 09:39:22,820 - mmaction - INFO - Epoch [35][620/880] lr: 3.411e-03, eta: 1:37:17, time: 0.790, data_time: 0.011, memory: 6181, top1_acc: 0.6393, top5_acc: 0.8510, loss_cls: 1.4165, loss: 1.4165, grad_norm: 5.1612 2020-09-13 09:39:37,680 - mmaction - INFO - Epoch [35][640/880] lr: 3.383e-03, eta: 1:36:50, time: 0.739, data_time: 0.009, memory: 6181, top1_acc: 0.6422, top5_acc: 0.8565, loss_cls: 1.4046, loss: 1.4046, grad_norm: 5.1912 2020-09-13 09:39:52,373 - mmaction - INFO - Epoch [35][660/880] lr: 3.354e-03, eta: 1:36:24, time: 0.738, data_time: 0.009, memory: 6181, top1_acc: 0.6289, top5_acc: 0.8461, loss_cls: 1.4491, loss: 1.4491, grad_norm: 5.4155 2020-09-13 09:40:07,417 - mmaction - INFO - Epoch [35][680/880] lr: 3.325e-03, eta: 1:35:57, time: 0.752, data_time: 0.010, memory: 6181, top1_acc: 0.6276, top5_acc: 0.8404, loss_cls: 1.5094, loss: 1.5094, grad_norm: 5.3913 2020-09-13 09:40:22,443 - mmaction - INFO - Epoch [35][700/880] lr: 3.297e-03, eta: 1:35:31, time: 0.751, data_time: 0.005, memory: 6181, top1_acc: 0.6359, top5_acc: 0.8552, loss_cls: 1.4153, loss: 1.4153, grad_norm: 5.1780 2020-09-13 09:40:37,248 - mmaction - INFO - Epoch [35][720/880] lr: 3.269e-03, eta: 1:35:04, time: 0.741, data_time: 0.010, memory: 6181, top1_acc: 0.6320, top5_acc: 0.8497, loss_cls: 1.4436, loss: 1.4436, grad_norm: 5.2297 2020-09-13 09:40:51,631 - mmaction - INFO - Epoch [35][740/880] lr: 3.240e-03, eta: 1:34:37, time: 0.720, data_time: 0.005, memory: 6181, top1_acc: 0.6391, top5_acc: 0.8477, loss_cls: 1.4338, loss: 1.4338, grad_norm: 5.1277 2020-09-13 09:41:06,874 - mmaction - INFO - Epoch [35][760/880] lr: 3.212e-03, eta: 1:34:11, time: 0.757, data_time: 0.008, memory: 6181, top1_acc: 0.6359, top5_acc: 0.8461, loss_cls: 1.4504, loss: 1.4504, grad_norm: 5.1895 2020-09-13 09:41:22,150 - mmaction - INFO - Epoch [35][780/880] lr: 3.184e-03, eta: 1:33:44, time: 0.768, data_time: 0.009, memory: 6181, top1_acc: 0.6378, top5_acc: 0.8589, loss_cls: 1.4085, loss: 1.4085, grad_norm: 5.1349 2020-09-13 09:41:37,076 - mmaction - INFO - Epoch [35][800/880] lr: 3.156e-03, eta: 1:33:18, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.6380, top5_acc: 0.8635, loss_cls: 1.4051, loss: 1.4051, grad_norm: 5.1641 2020-09-13 09:41:52,011 - mmaction - INFO - Epoch [35][820/880] lr: 3.129e-03, eta: 1:32:52, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.6310, top5_acc: 0.8458, loss_cls: 1.4455, loss: 1.4455, grad_norm: 5.3495 2020-09-13 09:42:06,938 - mmaction - INFO - Epoch [35][840/880] lr: 3.101e-03, eta: 1:32:25, time: 0.747, data_time: 0.008, memory: 6181, top1_acc: 0.6307, top5_acc: 0.8508, loss_cls: 1.4298, loss: 1.4298, grad_norm: 5.2265 2020-09-13 09:42:22,266 - mmaction - INFO - Epoch [35][860/880] lr: 3.074e-03, eta: 1:31:59, time: 0.765, data_time: 0.004, memory: 6181, top1_acc: 0.6294, top5_acc: 0.8526, loss_cls: 1.4475, loss: 1.4475, grad_norm: 5.2339 2020-09-13 09:42:35,299 - mmaction - INFO - Epoch [35][880/880] lr: 3.046e-03, eta: 1:31:32, time: 0.653, data_time: 0.010, memory: 6181, top1_acc: 0.6455, top5_acc: 0.8511, loss_cls: 1.3967, loss: 1.3967, grad_norm: 5.2516 2020-09-13 09:42:44,840 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-09-13 09:50:08,935 - mmaction - INFO - Epoch [36][20/880] lr: 3.019e-03, eta: 1:32:07, time: 22.171, data_time: 21.334, memory: 6181, top1_acc: 0.6432, top5_acc: 0.8589, loss_cls: 1.3851, loss: 1.3851, grad_norm: 5.2791 2020-09-13 09:50:23,774 - mmaction - INFO - Epoch [36][40/880] lr: 2.992e-03, eta: 1:31:40, time: 0.745, data_time: 0.009, memory: 6181, top1_acc: 0.6367, top5_acc: 0.8492, loss_cls: 1.4357, loss: 1.4357, grad_norm: 5.4759 2020-09-13 09:50:38,677 - mmaction - INFO - Epoch [36][60/880] lr: 2.965e-03, eta: 1:31:13, time: 0.738, data_time: 0.008, memory: 6181, top1_acc: 0.6310, top5_acc: 0.8466, loss_cls: 1.4408, loss: 1.4408, grad_norm: 5.4479 2020-09-13 09:50:53,845 - mmaction - INFO - Epoch [36][80/880] lr: 2.938e-03, eta: 1:30:47, time: 0.767, data_time: 0.011, memory: 6181, top1_acc: 0.6490, top5_acc: 0.8638, loss_cls: 1.3761, loss: 1.3761, grad_norm: 5.2081 2020-09-13 09:51:08,508 - mmaction - INFO - Epoch [36][100/880] lr: 2.911e-03, eta: 1:30:20, time: 0.727, data_time: 0.007, memory: 6181, top1_acc: 0.6495, top5_acc: 0.8495, loss_cls: 1.3884, loss: 1.3884, grad_norm: 5.2004 2020-09-13 09:51:23,253 - mmaction - INFO - Epoch [36][120/880] lr: 2.884e-03, eta: 1:29:53, time: 0.742, data_time: 0.009, memory: 6181, top1_acc: 0.6495, top5_acc: 0.8596, loss_cls: 1.3543, loss: 1.3543, grad_norm: 5.3104 2020-09-13 09:51:38,650 - mmaction - INFO - Epoch [36][140/880] lr: 2.858e-03, eta: 1:29:27, time: 0.768, data_time: 0.009, memory: 6181, top1_acc: 0.6341, top5_acc: 0.8563, loss_cls: 1.3969, loss: 1.3969, grad_norm: 5.4222 2020-09-13 09:51:53,143 - mmaction - INFO - Epoch [36][160/880] lr: 2.831e-03, eta: 1:29:00, time: 0.725, data_time: 0.009, memory: 6181, top1_acc: 0.6339, top5_acc: 0.8583, loss_cls: 1.3998, loss: 1.3998, grad_norm: 5.2837 2020-09-13 09:52:07,878 - mmaction - INFO - Epoch [36][180/880] lr: 2.805e-03, eta: 1:28:33, time: 0.734, data_time: 0.011, memory: 6181, top1_acc: 0.6401, top5_acc: 0.8547, loss_cls: 1.4209, loss: 1.4209, grad_norm: 5.3689 2020-09-13 09:52:23,123 - mmaction - INFO - Epoch [36][200/880] lr: 2.779e-03, eta: 1:28:07, time: 0.767, data_time: 0.009, memory: 6181, top1_acc: 0.6526, top5_acc: 0.8576, loss_cls: 1.3660, loss: 1.3660, grad_norm: 5.2085 2020-09-13 09:52:38,175 - mmaction - INFO - Epoch [36][220/880] lr: 2.753e-03, eta: 1:27:40, time: 0.752, data_time: 0.009, memory: 6181, top1_acc: 0.6435, top5_acc: 0.8682, loss_cls: 1.3586, loss: 1.3586, grad_norm: 5.3449 2020-09-13 09:52:53,108 - mmaction - INFO - Epoch [36][240/880] lr: 2.727e-03, eta: 1:27:14, time: 0.746, data_time: 0.005, memory: 6181, top1_acc: 0.6396, top5_acc: 0.8612, loss_cls: 1.4099, loss: 1.4099, grad_norm: 5.6811 2020-09-13 09:53:07,623 - mmaction - INFO - Epoch [36][260/880] lr: 2.701e-03, eta: 1:26:47, time: 0.728, data_time: 0.005, memory: 6181, top1_acc: 0.6375, top5_acc: 0.8573, loss_cls: 1.3952, loss: 1.3952, grad_norm: 5.3938 2020-09-13 09:53:22,810 - mmaction - INFO - Epoch [36][280/880] lr: 2.675e-03, eta: 1:26:21, time: 0.757, data_time: 0.003, memory: 6181, top1_acc: 0.6495, top5_acc: 0.8604, loss_cls: 1.3705, loss: 1.3705, grad_norm: 5.2518 2020-09-13 09:53:37,519 - mmaction - INFO - Epoch [36][300/880] lr: 2.650e-03, eta: 1:25:54, time: 0.732, data_time: 0.009, memory: 6181, top1_acc: 0.6458, top5_acc: 0.8622, loss_cls: 1.3859, loss: 1.3859, grad_norm: 5.2344 2020-09-13 09:53:52,430 - mmaction - INFO - Epoch [36][320/880] lr: 2.624e-03, eta: 1:25:28, time: 0.748, data_time: 0.010, memory: 6181, top1_acc: 0.6414, top5_acc: 0.8622, loss_cls: 1.3763, loss: 1.3763, grad_norm: 5.2876 2020-09-13 09:54:07,208 - mmaction - INFO - Epoch [36][340/880] lr: 2.599e-03, eta: 1:25:01, time: 0.739, data_time: 0.009, memory: 6181, top1_acc: 0.6432, top5_acc: 0.8573, loss_cls: 1.3722, loss: 1.3722, grad_norm: 5.3515 2020-09-13 09:54:21,961 - mmaction - INFO - Epoch [36][360/880] lr: 2.573e-03, eta: 1:24:35, time: 0.738, data_time: 0.006, memory: 6181, top1_acc: 0.6430, top5_acc: 0.8607, loss_cls: 1.3747, loss: 1.3747, grad_norm: 5.3649 2020-09-13 09:54:37,154 - mmaction - INFO - Epoch [36][380/880] lr: 2.548e-03, eta: 1:24:08, time: 0.756, data_time: 0.008, memory: 6181, top1_acc: 0.6505, top5_acc: 0.8544, loss_cls: 1.3780, loss: 1.3780, grad_norm: 5.2628 2020-09-13 09:54:52,115 - mmaction - INFO - Epoch [36][400/880] lr: 2.523e-03, eta: 1:23:42, time: 0.751, data_time: 0.010, memory: 6181, top1_acc: 0.6424, top5_acc: 0.8586, loss_cls: 1.3822, loss: 1.3822, grad_norm: 5.2177 2020-09-13 09:55:07,287 - mmaction - INFO - Epoch [36][420/880] lr: 2.498e-03, eta: 1:23:16, time: 0.759, data_time: 0.010, memory: 6181, top1_acc: 0.6417, top5_acc: 0.8555, loss_cls: 1.4004, loss: 1.4004, grad_norm: 5.3782 2020-09-13 09:55:21,719 - mmaction - INFO - Epoch [36][440/880] lr: 2.474e-03, eta: 1:22:49, time: 0.722, data_time: 0.004, memory: 6181, top1_acc: 0.6560, top5_acc: 0.8643, loss_cls: 1.3505, loss: 1.3505, grad_norm: 5.4515 2020-09-13 09:55:37,551 - mmaction - INFO - Epoch [36][460/880] lr: 2.449e-03, eta: 1:22:23, time: 0.788, data_time: 0.009, memory: 6181, top1_acc: 0.6445, top5_acc: 0.8589, loss_cls: 1.3892, loss: 1.3892, grad_norm: 5.4707 2020-09-13 09:55:51,995 - mmaction - INFO - Epoch [36][480/880] lr: 2.424e-03, eta: 1:21:56, time: 0.724, data_time: 0.009, memory: 6181, top1_acc: 0.6378, top5_acc: 0.8565, loss_cls: 1.4095, loss: 1.4095, grad_norm: 5.3350 2020-09-13 09:56:07,098 - mmaction - INFO - Epoch [36][500/880] lr: 2.400e-03, eta: 1:21:30, time: 0.753, data_time: 0.012, memory: 6181, top1_acc: 0.6424, top5_acc: 0.8581, loss_cls: 1.4058, loss: 1.4058, grad_norm: 5.3436 2020-09-13 09:56:21,920 - mmaction - INFO - Epoch [36][520/880] lr: 2.376e-03, eta: 1:21:04, time: 0.746, data_time: 0.010, memory: 6181, top1_acc: 0.6456, top5_acc: 0.8573, loss_cls: 1.3843, loss: 1.3843, grad_norm: 5.2897 2020-09-13 09:56:36,872 - mmaction - INFO - Epoch [36][540/880] lr: 2.351e-03, eta: 1:20:37, time: 0.742, data_time: 0.009, memory: 6181, top1_acc: 0.6339, top5_acc: 0.8526, loss_cls: 1.4300, loss: 1.4300, grad_norm: 5.4550 2020-09-13 09:56:51,825 - mmaction - INFO - Epoch [36][560/880] lr: 2.327e-03, eta: 1:20:11, time: 0.752, data_time: 0.010, memory: 6181, top1_acc: 0.6453, top5_acc: 0.8560, loss_cls: 1.3917, loss: 1.3917, grad_norm: 5.4335 2020-09-13 09:57:06,697 - mmaction - INFO - Epoch [36][580/880] lr: 2.303e-03, eta: 1:19:45, time: 0.740, data_time: 0.009, memory: 6181, top1_acc: 0.6448, top5_acc: 0.8607, loss_cls: 1.3836, loss: 1.3836, grad_norm: 5.3675 2020-09-13 09:57:21,780 - mmaction - INFO - Epoch [36][600/880] lr: 2.280e-03, eta: 1:19:18, time: 0.758, data_time: 0.009, memory: 6181, top1_acc: 0.6406, top5_acc: 0.8526, loss_cls: 1.4002, loss: 1.4002, grad_norm: 5.4411 2020-09-13 09:57:37,029 - mmaction - INFO - Epoch [36][620/880] lr: 2.256e-03, eta: 1:18:52, time: 0.759, data_time: 0.009, memory: 6181, top1_acc: 0.6552, top5_acc: 0.8539, loss_cls: 1.3701, loss: 1.3701, grad_norm: 5.2543 2020-09-13 09:57:51,933 - mmaction - INFO - Epoch [36][640/880] lr: 2.232e-03, eta: 1:18:26, time: 0.750, data_time: 0.009, memory: 6181, top1_acc: 0.6458, top5_acc: 0.8630, loss_cls: 1.3837, loss: 1.3837, grad_norm: 5.3299 2020-09-13 09:58:06,607 - mmaction - INFO - Epoch [36][660/880] lr: 2.209e-03, eta: 1:18:00, time: 0.729, data_time: 0.007, memory: 6181, top1_acc: 0.6503, top5_acc: 0.8648, loss_cls: 1.3564, loss: 1.3564, grad_norm: 5.3560 2020-09-13 09:58:21,629 - mmaction - INFO - Epoch [36][680/880] lr: 2.186e-03, eta: 1:17:34, time: 0.755, data_time: 0.008, memory: 6181, top1_acc: 0.6490, top5_acc: 0.8659, loss_cls: 1.3666, loss: 1.3666, grad_norm: 5.4215 2020-09-13 09:58:36,359 - mmaction - INFO - Epoch [36][700/880] lr: 2.162e-03, eta: 1:17:07, time: 0.734, data_time: 0.008, memory: 6181, top1_acc: 0.6490, top5_acc: 0.8604, loss_cls: 1.3690, loss: 1.3690, grad_norm: 5.3398 2020-09-13 09:58:51,431 - mmaction - INFO - Epoch [36][720/880] lr: 2.139e-03, eta: 1:16:41, time: 0.755, data_time: 0.008, memory: 6181, top1_acc: 0.6607, top5_acc: 0.8659, loss_cls: 1.3266, loss: 1.3266, grad_norm: 5.2823 2020-09-13 09:59:06,346 - mmaction - INFO - Epoch [36][740/880] lr: 2.116e-03, eta: 1:16:15, time: 0.746, data_time: 0.010, memory: 6181, top1_acc: 0.6411, top5_acc: 0.8552, loss_cls: 1.4036, loss: 1.4036, grad_norm: 5.3330 2020-09-13 09:59:21,138 - mmaction - INFO - Epoch [36][760/880] lr: 2.093e-03, eta: 1:15:49, time: 0.742, data_time: 0.005, memory: 6181, top1_acc: 0.6542, top5_acc: 0.8560, loss_cls: 1.3555, loss: 1.3555, grad_norm: 5.3839 2020-09-13 09:59:36,292 - mmaction - INFO - Epoch [36][780/880] lr: 2.071e-03, eta: 1:15:23, time: 0.750, data_time: 0.007, memory: 6181, top1_acc: 0.6552, top5_acc: 0.8646, loss_cls: 1.3324, loss: 1.3324, grad_norm: 5.3540 2020-09-13 09:59:51,728 - mmaction - INFO - Epoch [36][800/880] lr: 2.048e-03, eta: 1:14:57, time: 0.779, data_time: 0.010, memory: 6181, top1_acc: 0.6500, top5_acc: 0.8630, loss_cls: 1.3659, loss: 1.3659, grad_norm: 5.3844 2020-09-13 10:00:09,637 - mmaction - INFO - Epoch [36][820/880] lr: 2.026e-03, eta: 1:14:31, time: 0.883, data_time: 0.006, memory: 6181, top1_acc: 0.6414, top5_acc: 0.8516, loss_cls: 1.3952, loss: 1.3952, grad_norm: 5.4538 2020-09-13 10:00:24,062 - mmaction - INFO - Epoch [36][840/880] lr: 2.003e-03, eta: 1:14:05, time: 0.733, data_time: 0.026, memory: 6181, top1_acc: 0.6555, top5_acc: 0.8573, loss_cls: 1.3593, loss: 1.3593, grad_norm: 5.3438 2020-09-13 10:00:39,134 - mmaction - INFO - Epoch [36][860/880] lr: 1.981e-03, eta: 1:13:39, time: 0.748, data_time: 0.007, memory: 6181, top1_acc: 0.6529, top5_acc: 0.8620, loss_cls: 1.3456, loss: 1.3456, grad_norm: 5.3202 2020-09-13 10:00:52,697 - mmaction - INFO - Epoch [36][880/880] lr: 1.959e-03, eta: 1:13:12, time: 0.684, data_time: 0.010, memory: 6181, top1_acc: 0.6539, top5_acc: 0.8669, loss_cls: 1.3511, loss: 1.3511, grad_norm: 5.4229 2020-09-13 10:01:04,588 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-09-13 10:08:22,117 - mmaction - INFO - Epoch [37][20/880] lr: 1.937e-03, eta: 1:13:33, time: 21.781, data_time: 20.956, memory: 6181, top1_acc: 0.6500, top5_acc: 0.8703, loss_cls: 1.3372, loss: 1.3372, grad_norm: 5.4160 2020-09-13 10:08:36,789 - mmaction - INFO - Epoch [37][40/880] lr: 1.915e-03, eta: 1:13:06, time: 0.736, data_time: 0.015, memory: 6181, top1_acc: 0.6659, top5_acc: 0.8742, loss_cls: 1.3188, loss: 1.3188, grad_norm: 5.4490 2020-09-13 10:08:51,652 - mmaction - INFO - Epoch [37][60/880] lr: 1.893e-03, eta: 1:12:40, time: 0.740, data_time: 0.002, memory: 6181, top1_acc: 0.6547, top5_acc: 0.8646, loss_cls: 1.3153, loss: 1.3153, grad_norm: 5.3424 2020-09-13 10:09:06,490 - mmaction - INFO - Epoch [37][80/880] lr: 1.872e-03, eta: 1:12:14, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.6570, top5_acc: 0.8651, loss_cls: 1.3520, loss: 1.3520, grad_norm: 5.4093 2020-09-13 10:09:21,396 - mmaction - INFO - Epoch [37][100/880] lr: 1.850e-03, eta: 1:11:47, time: 0.751, data_time: 0.008, memory: 6181, top1_acc: 0.6547, top5_acc: 0.8612, loss_cls: 1.3538, loss: 1.3538, grad_norm: 5.3340 2020-09-13 10:09:36,593 - mmaction - INFO - Epoch [37][120/880] lr: 1.829e-03, eta: 1:11:21, time: 0.752, data_time: 0.007, memory: 6181, top1_acc: 0.6510, top5_acc: 0.8672, loss_cls: 1.3371, loss: 1.3371, grad_norm: 5.3856 2020-09-13 10:09:51,529 - mmaction - INFO - Epoch [37][140/880] lr: 1.807e-03, eta: 1:10:55, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.6685, top5_acc: 0.8661, loss_cls: 1.3106, loss: 1.3106, grad_norm: 5.3068 2020-09-13 10:10:06,913 - mmaction - INFO - Epoch [37][160/880] lr: 1.786e-03, eta: 1:10:29, time: 0.766, data_time: 0.009, memory: 6181, top1_acc: 0.6536, top5_acc: 0.8563, loss_cls: 1.3600, loss: 1.3600, grad_norm: 5.3583 2020-09-13 10:10:21,619 - mmaction - INFO - Epoch [37][180/880] lr: 1.765e-03, eta: 1:10:02, time: 0.737, data_time: 0.007, memory: 6181, top1_acc: 0.6771, top5_acc: 0.8836, loss_cls: 1.2576, loss: 1.2576, grad_norm: 5.2649 2020-09-13 10:10:36,430 - mmaction - INFO - Epoch [37][200/880] lr: 1.744e-03, eta: 1:09:36, time: 0.737, data_time: 0.010, memory: 6181, top1_acc: 0.6706, top5_acc: 0.8633, loss_cls: 1.3142, loss: 1.3142, grad_norm: 5.3098 2020-09-13 10:10:51,470 - mmaction - INFO - Epoch [37][220/880] lr: 1.723e-03, eta: 1:09:10, time: 0.754, data_time: 0.010, memory: 6181, top1_acc: 0.6456, top5_acc: 0.8664, loss_cls: 1.3593, loss: 1.3593, grad_norm: 5.5660 2020-09-13 10:11:06,378 - mmaction - INFO - Epoch [37][240/880] lr: 1.703e-03, eta: 1:08:44, time: 0.746, data_time: 0.012, memory: 6181, top1_acc: 0.6604, top5_acc: 0.8648, loss_cls: 1.3496, loss: 1.3496, grad_norm: 5.4210 2020-09-13 10:11:21,040 - mmaction - INFO - Epoch [37][260/880] lr: 1.682e-03, eta: 1:08:17, time: 0.735, data_time: 0.007, memory: 6181, top1_acc: 0.6594, top5_acc: 0.8664, loss_cls: 1.3140, loss: 1.3140, grad_norm: 5.3868 2020-09-13 10:11:36,219 - mmaction - INFO - Epoch [37][280/880] lr: 1.662e-03, eta: 1:07:51, time: 0.755, data_time: 0.010, memory: 6181, top1_acc: 0.6638, top5_acc: 0.8635, loss_cls: 1.3213, loss: 1.3213, grad_norm: 5.3556 2020-09-13 10:11:51,528 - mmaction - INFO - Epoch [37][300/880] lr: 1.641e-03, eta: 1:07:25, time: 0.770, data_time: 0.009, memory: 6181, top1_acc: 0.6594, top5_acc: 0.8695, loss_cls: 1.3216, loss: 1.3216, grad_norm: 5.5121 2020-09-13 10:12:05,983 - mmaction - INFO - Epoch [37][320/880] lr: 1.621e-03, eta: 1:06:59, time: 0.724, data_time: 0.009, memory: 6181, top1_acc: 0.6578, top5_acc: 0.8719, loss_cls: 1.2989, loss: 1.2989, grad_norm: 5.3619 2020-09-13 10:12:21,094 - mmaction - INFO - Epoch [37][340/880] lr: 1.601e-03, eta: 1:06:33, time: 0.752, data_time: 0.003, memory: 6181, top1_acc: 0.6615, top5_acc: 0.8661, loss_cls: 1.3246, loss: 1.3246, grad_norm: 5.3753 2020-09-13 10:12:36,088 - mmaction - INFO - Epoch [37][360/880] lr: 1.581e-03, eta: 1:06:07, time: 0.752, data_time: 0.012, memory: 6181, top1_acc: 0.6615, top5_acc: 0.8630, loss_cls: 1.3386, loss: 1.3386, grad_norm: 5.5052 2020-09-13 10:12:51,159 - mmaction - INFO - Epoch [37][380/880] lr: 1.561e-03, eta: 1:05:41, time: 0.751, data_time: 0.004, memory: 6181, top1_acc: 0.6560, top5_acc: 0.8630, loss_cls: 1.3497, loss: 1.3497, grad_norm: 5.3947 2020-09-13 10:13:05,763 - mmaction - INFO - Epoch [37][400/880] lr: 1.542e-03, eta: 1:05:15, time: 0.731, data_time: 0.011, memory: 6181, top1_acc: 0.6654, top5_acc: 0.8656, loss_cls: 1.3029, loss: 1.3029, grad_norm: 5.2683 2020-09-13 10:13:20,773 - mmaction - INFO - Epoch [37][420/880] lr: 1.522e-03, eta: 1:04:48, time: 0.750, data_time: 0.007, memory: 6181, top1_acc: 0.6607, top5_acc: 0.8630, loss_cls: 1.3012, loss: 1.3012, grad_norm: 5.4984 2020-09-13 10:13:35,865 - mmaction - INFO - Epoch [37][440/880] lr: 1.503e-03, eta: 1:04:22, time: 0.752, data_time: 0.013, memory: 6181, top1_acc: 0.6641, top5_acc: 0.8635, loss_cls: 1.3338, loss: 1.3338, grad_norm: 5.5470 2020-09-13 10:13:50,419 - mmaction - INFO - Epoch [37][460/880] lr: 1.483e-03, eta: 1:03:56, time: 0.733, data_time: 0.010, memory: 6181, top1_acc: 0.6607, top5_acc: 0.8693, loss_cls: 1.3128, loss: 1.3128, grad_norm: 5.4081 2020-09-13 10:14:05,558 - mmaction - INFO - Epoch [37][480/880] lr: 1.464e-03, eta: 1:03:30, time: 0.751, data_time: 0.009, memory: 6181, top1_acc: 0.6508, top5_acc: 0.8596, loss_cls: 1.3791, loss: 1.3791, grad_norm: 5.5079 2020-09-13 10:14:20,495 - mmaction - INFO - Epoch [37][500/880] lr: 1.445e-03, eta: 1:03:04, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.6674, top5_acc: 0.8719, loss_cls: 1.2967, loss: 1.2967, grad_norm: 5.4535 2020-09-13 10:14:35,578 - mmaction - INFO - Epoch [37][520/880] lr: 1.426e-03, eta: 1:02:38, time: 0.748, data_time: 0.009, memory: 6181, top1_acc: 0.6576, top5_acc: 0.8651, loss_cls: 1.3423, loss: 1.3423, grad_norm: 5.5135 2020-09-13 10:14:50,620 - mmaction - INFO - Epoch [37][540/880] lr: 1.407e-03, eta: 1:02:12, time: 0.758, data_time: 0.011, memory: 6181, top1_acc: 0.6536, top5_acc: 0.8609, loss_cls: 1.3635, loss: 1.3635, grad_norm: 5.6009 2020-09-13 10:15:05,566 - mmaction - INFO - Epoch [37][560/880] lr: 1.389e-03, eta: 1:01:46, time: 0.748, data_time: 0.008, memory: 6181, top1_acc: 0.6604, top5_acc: 0.8674, loss_cls: 1.3268, loss: 1.3268, grad_norm: 5.4323 2020-09-13 10:15:20,227 - mmaction - INFO - Epoch [37][580/880] lr: 1.370e-03, eta: 1:01:20, time: 0.730, data_time: 0.002, memory: 6181, top1_acc: 0.6643, top5_acc: 0.8594, loss_cls: 1.3220, loss: 1.3220, grad_norm: 5.4246 2020-09-13 10:15:35,348 - mmaction - INFO - Epoch [37][600/880] lr: 1.352e-03, eta: 1:00:54, time: 0.751, data_time: 0.011, memory: 6181, top1_acc: 0.6599, top5_acc: 0.8716, loss_cls: 1.3196, loss: 1.3196, grad_norm: 5.5919 2020-09-13 10:15:50,029 - mmaction - INFO - Epoch [37][620/880] lr: 1.333e-03, eta: 1:00:28, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.6604, top5_acc: 0.8701, loss_cls: 1.3172, loss: 1.3172, grad_norm: 5.6377 2020-09-13 10:16:05,030 - mmaction - INFO - Epoch [37][640/880] lr: 1.315e-03, eta: 1:00:03, time: 0.745, data_time: 0.010, memory: 6181, top1_acc: 0.6549, top5_acc: 0.8576, loss_cls: 1.3663, loss: 1.3663, grad_norm: 5.5644 2020-09-13 10:16:19,633 - mmaction - INFO - Epoch [37][660/880] lr: 1.297e-03, eta: 0:59:37, time: 0.735, data_time: 0.010, memory: 6181, top1_acc: 0.6539, top5_acc: 0.8667, loss_cls: 1.3237, loss: 1.3237, grad_norm: 5.4598 2020-09-13 10:16:34,422 - mmaction - INFO - Epoch [37][680/880] lr: 1.279e-03, eta: 0:59:11, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.6555, top5_acc: 0.8568, loss_cls: 1.3730, loss: 1.3730, grad_norm: 5.5336 2020-09-13 10:16:49,233 - mmaction - INFO - Epoch [37][700/880] lr: 1.261e-03, eta: 0:58:45, time: 0.742, data_time: 0.007, memory: 6181, top1_acc: 0.6594, top5_acc: 0.8703, loss_cls: 1.3169, loss: 1.3169, grad_norm: 5.4734 2020-09-13 10:17:05,254 - mmaction - INFO - Epoch [37][720/880] lr: 1.243e-03, eta: 0:58:19, time: 0.801, data_time: 0.010, memory: 6181, top1_acc: 0.6552, top5_acc: 0.8638, loss_cls: 1.3267, loss: 1.3267, grad_norm: 5.4345 2020-09-13 10:17:19,484 - mmaction - INFO - Epoch [37][740/880] lr: 1.226e-03, eta: 0:57:53, time: 0.707, data_time: 0.006, memory: 6181, top1_acc: 0.6635, top5_acc: 0.8719, loss_cls: 1.3133, loss: 1.3133, grad_norm: 5.3900 2020-09-13 10:17:35,267 - mmaction - INFO - Epoch [37][760/880] lr: 1.208e-03, eta: 0:57:27, time: 0.790, data_time: 0.015, memory: 6181, top1_acc: 0.6594, top5_acc: 0.8753, loss_cls: 1.3084, loss: 1.3084, grad_norm: 5.5584 2020-09-13 10:17:50,553 - mmaction - INFO - Epoch [37][780/880] lr: 1.191e-03, eta: 0:57:01, time: 0.769, data_time: 0.009, memory: 6181, top1_acc: 0.6523, top5_acc: 0.8573, loss_cls: 1.3493, loss: 1.3493, grad_norm: 5.4936 2020-09-13 10:18:04,692 - mmaction - INFO - Epoch [37][800/880] lr: 1.174e-03, eta: 0:56:36, time: 0.702, data_time: 0.008, memory: 6181, top1_acc: 0.6555, top5_acc: 0.8617, loss_cls: 1.3339, loss: 1.3339, grad_norm: 5.5255 2020-09-13 10:18:19,791 - mmaction - INFO - Epoch [37][820/880] lr: 1.157e-03, eta: 0:56:10, time: 0.758, data_time: 0.009, memory: 6181, top1_acc: 0.6685, top5_acc: 0.8701, loss_cls: 1.2943, loss: 1.2943, grad_norm: 5.3908 2020-09-13 10:18:34,740 - mmaction - INFO - Epoch [37][840/880] lr: 1.140e-03, eta: 0:55:44, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.6648, top5_acc: 0.8695, loss_cls: 1.3184, loss: 1.3184, grad_norm: 5.4724 2020-09-13 10:18:49,901 - mmaction - INFO - Epoch [37][860/880] lr: 1.123e-03, eta: 0:55:18, time: 0.764, data_time: 0.010, memory: 6181, top1_acc: 0.6557, top5_acc: 0.8622, loss_cls: 1.3451, loss: 1.3451, grad_norm: 5.6257 2020-09-13 10:19:03,866 - mmaction - INFO - Epoch [37][880/880] lr: 1.106e-03, eta: 0:54:52, time: 0.698, data_time: 0.008, memory: 6181, top1_acc: 0.6605, top5_acc: 0.8729, loss_cls: 1.2945, loss: 1.2945, grad_norm: 5.5110 2020-09-13 10:19:11,813 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-09-13 10:26:17,287 - mmaction - INFO - Epoch [38][20/880] lr: 1.089e-03, eta: 0:55:00, time: 21.198, data_time: 20.401, memory: 6181, top1_acc: 0.6672, top5_acc: 0.8763, loss_cls: 1.2709, loss: 1.2709, grad_norm: 5.3250 2020-09-13 10:26:32,005 - mmaction - INFO - Epoch [38][40/880] lr: 1.073e-03, eta: 0:54:34, time: 0.732, data_time: 0.015, memory: 6181, top1_acc: 0.6672, top5_acc: 0.8677, loss_cls: 1.3063, loss: 1.3063, grad_norm: 5.4638 2020-09-13 10:26:46,868 - mmaction - INFO - Epoch [38][60/880] lr: 1.057e-03, eta: 0:54:08, time: 0.749, data_time: 0.009, memory: 6181, top1_acc: 0.6753, top5_acc: 0.8708, loss_cls: 1.2751, loss: 1.2751, grad_norm: 5.4351 2020-09-13 10:27:02,678 - mmaction - INFO - Epoch [38][80/880] lr: 1.040e-03, eta: 0:53:42, time: 0.790, data_time: 0.008, memory: 6181, top1_acc: 0.6727, top5_acc: 0.8786, loss_cls: 1.2751, loss: 1.2751, grad_norm: 5.3849 2020-09-13 10:27:17,056 - mmaction - INFO - Epoch [38][100/880] lr: 1.024e-03, eta: 0:53:16, time: 0.719, data_time: 0.005, memory: 6181, top1_acc: 0.6674, top5_acc: 0.8685, loss_cls: 1.3073, loss: 1.3073, grad_norm: 5.5093 2020-09-13 10:27:32,606 - mmaction - INFO - Epoch [38][120/880] lr: 1.008e-03, eta: 0:52:50, time: 0.776, data_time: 0.009, memory: 6181, top1_acc: 0.6714, top5_acc: 0.8667, loss_cls: 1.3026, loss: 1.3026, grad_norm: 5.4687 2020-09-13 10:27:47,122 - mmaction - INFO - Epoch [38][140/880] lr: 9.924e-04, eta: 0:52:24, time: 0.727, data_time: 0.006, memory: 6181, top1_acc: 0.6839, top5_acc: 0.8732, loss_cls: 1.2563, loss: 1.2563, grad_norm: 5.4024 2020-09-13 10:28:01,978 - mmaction - INFO - Epoch [38][160/880] lr: 9.766e-04, eta: 0:51:58, time: 0.739, data_time: 0.008, memory: 6181, top1_acc: 0.6789, top5_acc: 0.8815, loss_cls: 1.2415, loss: 1.2415, grad_norm: 5.5531 2020-09-13 10:28:16,526 - mmaction - INFO - Epoch [38][180/880] lr: 9.610e-04, eta: 0:51:32, time: 0.731, data_time: 0.009, memory: 6181, top1_acc: 0.6596, top5_acc: 0.8638, loss_cls: 1.3167, loss: 1.3167, grad_norm: 5.5405 2020-09-13 10:28:31,556 - mmaction - INFO - Epoch [38][200/880] lr: 9.455e-04, eta: 0:51:06, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.6669, top5_acc: 0.8737, loss_cls: 1.2854, loss: 1.2854, grad_norm: 5.5880 2020-09-13 10:28:46,031 - mmaction - INFO - Epoch [38][220/880] lr: 9.301e-04, eta: 0:50:40, time: 0.731, data_time: 0.010, memory: 6181, top1_acc: 0.6633, top5_acc: 0.8737, loss_cls: 1.2885, loss: 1.2885, grad_norm: 5.5361 2020-09-13 10:29:01,527 - mmaction - INFO - Epoch [38][240/880] lr: 9.149e-04, eta: 0:50:14, time: 0.770, data_time: 0.007, memory: 6181, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.3292, loss: 1.3292, grad_norm: 5.6521 2020-09-13 10:29:16,050 - mmaction - INFO - Epoch [38][260/880] lr: 8.998e-04, eta: 0:49:48, time: 0.727, data_time: 0.009, memory: 6181, top1_acc: 0.6760, top5_acc: 0.8849, loss_cls: 1.2277, loss: 1.2277, grad_norm: 5.4589 2020-09-13 10:29:30,975 - mmaction - INFO - Epoch [38][280/880] lr: 8.848e-04, eta: 0:49:22, time: 0.741, data_time: 0.011, memory: 6181, top1_acc: 0.6646, top5_acc: 0.8706, loss_cls: 1.3162, loss: 1.3162, grad_norm: 5.5243 2020-09-13 10:29:46,163 - mmaction - INFO - Epoch [38][300/880] lr: 8.699e-04, eta: 0:48:57, time: 0.767, data_time: 0.011, memory: 6181, top1_acc: 0.6690, top5_acc: 0.8674, loss_cls: 1.3120, loss: 1.3120, grad_norm: 5.5862 2020-09-13 10:30:00,981 - mmaction - INFO - Epoch [38][320/880] lr: 8.551e-04, eta: 0:48:31, time: 0.738, data_time: 0.008, memory: 6181, top1_acc: 0.6773, top5_acc: 0.8721, loss_cls: 1.2667, loss: 1.2667, grad_norm: 5.4997 2020-09-13 10:30:15,663 - mmaction - INFO - Epoch [38][340/880] lr: 8.405e-04, eta: 0:48:05, time: 0.736, data_time: 0.009, memory: 6181, top1_acc: 0.6687, top5_acc: 0.8758, loss_cls: 1.2671, loss: 1.2671, grad_norm: 5.5406 2020-09-13 10:30:30,720 - mmaction - INFO - Epoch [38][360/880] lr: 8.260e-04, eta: 0:47:39, time: 0.750, data_time: 0.011, memory: 6181, top1_acc: 0.6622, top5_acc: 0.8656, loss_cls: 1.2860, loss: 1.2860, grad_norm: 5.4678 2020-09-13 10:30:45,971 - mmaction - INFO - Epoch [38][380/880] lr: 8.117e-04, eta: 0:47:13, time: 0.768, data_time: 0.009, memory: 6181, top1_acc: 0.6659, top5_acc: 0.8682, loss_cls: 1.2987, loss: 1.2987, grad_norm: 5.5781 2020-09-13 10:31:01,600 - mmaction - INFO - Epoch [38][400/880] lr: 7.974e-04, eta: 0:46:48, time: 0.780, data_time: 0.006, memory: 6181, top1_acc: 0.6794, top5_acc: 0.8781, loss_cls: 1.2229, loss: 1.2229, grad_norm: 5.3284 2020-09-13 10:31:16,085 - mmaction - INFO - Epoch [38][420/880] lr: 7.833e-04, eta: 0:46:22, time: 0.724, data_time: 0.005, memory: 6181, top1_acc: 0.6638, top5_acc: 0.8727, loss_cls: 1.2939, loss: 1.2939, grad_norm: 5.5868 2020-09-13 10:31:31,064 - mmaction - INFO - Epoch [38][440/880] lr: 7.693e-04, eta: 0:45:56, time: 0.742, data_time: 0.009, memory: 6181, top1_acc: 0.6641, top5_acc: 0.8758, loss_cls: 1.2776, loss: 1.2776, grad_norm: 5.5675 2020-09-13 10:31:45,920 - mmaction - INFO - Epoch [38][460/880] lr: 7.554e-04, eta: 0:45:30, time: 0.752, data_time: 0.011, memory: 6181, top1_acc: 0.6672, top5_acc: 0.8719, loss_cls: 1.2815, loss: 1.2815, grad_norm: 5.4109 2020-09-13 10:32:00,578 - mmaction - INFO - Epoch [38][480/880] lr: 7.417e-04, eta: 0:45:05, time: 0.730, data_time: 0.007, memory: 6181, top1_acc: 0.6698, top5_acc: 0.8810, loss_cls: 1.2725, loss: 1.2725, grad_norm: 5.5653 2020-09-13 10:32:15,579 - mmaction - INFO - Epoch [38][500/880] lr: 7.280e-04, eta: 0:44:39, time: 0.750, data_time: 0.004, memory: 6181, top1_acc: 0.6716, top5_acc: 0.8690, loss_cls: 1.2752, loss: 1.2752, grad_norm: 5.4694 2020-09-13 10:32:30,338 - mmaction - INFO - Epoch [38][520/880] lr: 7.145e-04, eta: 0:44:13, time: 0.738, data_time: 0.005, memory: 6181, top1_acc: 0.6740, top5_acc: 0.8695, loss_cls: 1.2729, loss: 1.2729, grad_norm: 5.4496 2020-09-13 10:32:45,935 - mmaction - INFO - Epoch [38][540/880] lr: 7.012e-04, eta: 0:43:48, time: 0.781, data_time: 0.010, memory: 6181, top1_acc: 0.6628, top5_acc: 0.8659, loss_cls: 1.3108, loss: 1.3108, grad_norm: 5.4443 2020-09-13 10:33:00,407 - mmaction - INFO - Epoch [38][560/880] lr: 6.879e-04, eta: 0:43:22, time: 0.721, data_time: 0.004, memory: 6181, top1_acc: 0.6698, top5_acc: 0.8635, loss_cls: 1.2965, loss: 1.2965, grad_norm: 5.4688 2020-09-13 10:33:15,610 - mmaction - INFO - Epoch [38][580/880] lr: 6.748e-04, eta: 0:42:56, time: 0.759, data_time: 0.011, memory: 6181, top1_acc: 0.6776, top5_acc: 0.8805, loss_cls: 1.2517, loss: 1.2517, grad_norm: 5.4874 2020-09-13 10:33:30,809 - mmaction - INFO - Epoch [38][600/880] lr: 6.618e-04, eta: 0:42:31, time: 0.764, data_time: 0.008, memory: 6181, top1_acc: 0.6706, top5_acc: 0.8703, loss_cls: 1.2630, loss: 1.2630, grad_norm: 5.3857 2020-09-13 10:33:45,347 - mmaction - INFO - Epoch [38][620/880] lr: 6.489e-04, eta: 0:42:05, time: 0.722, data_time: 0.009, memory: 6181, top1_acc: 0.6690, top5_acc: 0.8659, loss_cls: 1.2924, loss: 1.2924, grad_norm: 5.5133 2020-09-13 10:34:00,175 - mmaction - INFO - Epoch [38][640/880] lr: 6.362e-04, eta: 0:41:39, time: 0.744, data_time: 0.009, memory: 6181, top1_acc: 0.6760, top5_acc: 0.8773, loss_cls: 1.2555, loss: 1.2555, grad_norm: 5.4725 2020-09-13 10:34:15,330 - mmaction - INFO - Epoch [38][660/880] lr: 6.236e-04, eta: 0:41:14, time: 0.754, data_time: 0.010, memory: 6181, top1_acc: 0.6818, top5_acc: 0.8763, loss_cls: 1.2358, loss: 1.2358, grad_norm: 5.4743 2020-09-13 10:34:30,570 - mmaction - INFO - Epoch [38][680/880] lr: 6.111e-04, eta: 0:40:48, time: 0.767, data_time: 0.009, memory: 6181, top1_acc: 0.6766, top5_acc: 0.8768, loss_cls: 1.2413, loss: 1.2413, grad_norm: 5.4897 2020-09-13 10:34:46,032 - mmaction - INFO - Epoch [38][700/880] lr: 5.987e-04, eta: 0:40:23, time: 0.770, data_time: 0.010, memory: 6181, top1_acc: 0.6682, top5_acc: 0.8693, loss_cls: 1.2774, loss: 1.2774, grad_norm: 5.5410 2020-09-13 10:35:00,579 - mmaction - INFO - Epoch [38][720/880] lr: 5.865e-04, eta: 0:39:57, time: 0.729, data_time: 0.008, memory: 6181, top1_acc: 0.6612, top5_acc: 0.8724, loss_cls: 1.2753, loss: 1.2753, grad_norm: 5.4922 2020-09-13 10:35:15,619 - mmaction - INFO - Epoch [38][740/880] lr: 5.743e-04, eta: 0:39:32, time: 0.754, data_time: 0.009, memory: 6181, top1_acc: 0.6573, top5_acc: 0.8630, loss_cls: 1.3226, loss: 1.3226, grad_norm: 5.7072 2020-09-13 10:35:30,693 - mmaction - INFO - Epoch [38][760/880] lr: 5.623e-04, eta: 0:39:06, time: 0.752, data_time: 0.003, memory: 6181, top1_acc: 0.6693, top5_acc: 0.8664, loss_cls: 1.2810, loss: 1.2810, grad_norm: 5.5567 2020-09-13 10:35:46,187 - mmaction - INFO - Epoch [38][780/880] lr: 5.505e-04, eta: 0:38:41, time: 0.775, data_time: 0.012, memory: 6181, top1_acc: 0.6841, top5_acc: 0.8753, loss_cls: 1.2354, loss: 1.2354, grad_norm: 5.5211 2020-09-13 10:36:00,550 - mmaction - INFO - Epoch [38][800/880] lr: 5.387e-04, eta: 0:38:15, time: 0.717, data_time: 0.005, memory: 6181, top1_acc: 0.6641, top5_acc: 0.8620, loss_cls: 1.3108, loss: 1.3108, grad_norm: 5.4901 2020-09-13 10:36:15,764 - mmaction - INFO - Epoch [38][820/880] lr: 5.271e-04, eta: 0:37:50, time: 0.757, data_time: 0.012, memory: 6181, top1_acc: 0.6695, top5_acc: 0.8763, loss_cls: 1.2751, loss: 1.2751, grad_norm: 5.5310 2020-09-13 10:36:30,731 - mmaction - INFO - Epoch [38][840/880] lr: 5.156e-04, eta: 0:37:24, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.6779, top5_acc: 0.8690, loss_cls: 1.2674, loss: 1.2674, grad_norm: 5.4548 2020-09-13 10:36:45,807 - mmaction - INFO - Epoch [38][860/880] lr: 5.043e-04, eta: 0:36:59, time: 0.761, data_time: 0.014, memory: 6181, top1_acc: 0.6786, top5_acc: 0.8753, loss_cls: 1.2480, loss: 1.2480, grad_norm: 5.4665 2020-09-13 10:36:59,567 - mmaction - INFO - Epoch [38][880/880] lr: 4.930e-04, eta: 0:36:33, time: 0.689, data_time: 0.003, memory: 6181, top1_acc: 0.6720, top5_acc: 0.8776, loss_cls: 1.2884, loss: 1.2884, grad_norm: 5.5894 2020-09-13 10:37:07,420 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-09-13 10:44:18,544 - mmaction - INFO - Epoch [39][20/880] lr: 4.819e-04, eta: 0:36:29, time: 21.450, data_time: 20.678, memory: 6181, top1_acc: 0.6680, top5_acc: 0.8753, loss_cls: 1.2496, loss: 1.2496, grad_norm: 5.4788 2020-09-13 10:44:33,521 - mmaction - INFO - Epoch [39][40/880] lr: 4.709e-04, eta: 0:36:04, time: 0.747, data_time: 0.015, memory: 6181, top1_acc: 0.6786, top5_acc: 0.8703, loss_cls: 1.2732, loss: 1.2732, grad_norm: 5.5102 2020-09-13 10:44:48,596 - mmaction - INFO - Epoch [39][60/880] lr: 4.601e-04, eta: 0:35:38, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.6693, top5_acc: 0.8727, loss_cls: 1.2748, loss: 1.2748, grad_norm: 5.6119 2020-09-13 10:45:03,233 - mmaction - INFO - Epoch [39][80/880] lr: 4.493e-04, eta: 0:35:12, time: 0.731, data_time: 0.008, memory: 6181, top1_acc: 0.6810, top5_acc: 0.8789, loss_cls: 1.2478, loss: 1.2478, grad_norm: 5.4626 2020-09-13 10:45:18,215 - mmaction - INFO - Epoch [39][100/880] lr: 4.387e-04, eta: 0:34:47, time: 0.750, data_time: 0.006, memory: 6181, top1_acc: 0.6823, top5_acc: 0.8786, loss_cls: 1.2310, loss: 1.2310, grad_norm: 5.4618 2020-09-13 10:45:32,990 - mmaction - INFO - Epoch [39][120/880] lr: 4.282e-04, eta: 0:34:21, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.6755, top5_acc: 0.8779, loss_cls: 1.2536, loss: 1.2536, grad_norm: 5.6063 2020-09-13 10:45:48,021 - mmaction - INFO - Epoch [39][140/880] lr: 4.179e-04, eta: 0:33:55, time: 0.750, data_time: 0.004, memory: 6181, top1_acc: 0.6753, top5_acc: 0.8755, loss_cls: 1.2473, loss: 1.2473, grad_norm: 5.3985 2020-09-13 10:46:03,489 - mmaction - INFO - Epoch [39][160/880] lr: 4.077e-04, eta: 0:33:30, time: 0.774, data_time: 0.040, memory: 6181, top1_acc: 0.6781, top5_acc: 0.8815, loss_cls: 1.2287, loss: 1.2287, grad_norm: 5.6058 2020-09-13 10:46:18,692 - mmaction - INFO - Epoch [39][180/880] lr: 3.975e-04, eta: 0:33:04, time: 0.759, data_time: 0.005, memory: 6181, top1_acc: 0.6771, top5_acc: 0.8805, loss_cls: 1.2598, loss: 1.2598, grad_norm: 5.6512 2020-09-13 10:46:34,021 - mmaction - INFO - Epoch [39][200/880] lr: 3.876e-04, eta: 0:32:38, time: 0.764, data_time: 0.010, memory: 6181, top1_acc: 0.6784, top5_acc: 0.8742, loss_cls: 1.2497, loss: 1.2497, grad_norm: 5.4956 2020-09-13 10:46:49,359 - mmaction - INFO - Epoch [39][220/880] lr: 3.777e-04, eta: 0:32:13, time: 0.771, data_time: 0.008, memory: 6181, top1_acc: 0.6693, top5_acc: 0.8677, loss_cls: 1.3012, loss: 1.3012, grad_norm: 5.5617 2020-09-13 10:47:03,813 - mmaction - INFO - Epoch [39][240/880] lr: 3.680e-04, eta: 0:31:47, time: 0.722, data_time: 0.008, memory: 6181, top1_acc: 0.6664, top5_acc: 0.8729, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.5215 2020-09-13 10:47:18,517 - mmaction - INFO - Epoch [39][260/880] lr: 3.584e-04, eta: 0:31:22, time: 0.736, data_time: 0.004, memory: 6181, top1_acc: 0.6656, top5_acc: 0.8688, loss_cls: 1.2904, loss: 1.2904, grad_norm: 5.5666 2020-09-13 10:47:33,515 - mmaction - INFO - Epoch [39][280/880] lr: 3.489e-04, eta: 0:30:56, time: 0.750, data_time: 0.009, memory: 6181, top1_acc: 0.6747, top5_acc: 0.8708, loss_cls: 1.2770, loss: 1.2770, grad_norm: 5.5901 2020-09-13 10:47:48,703 - mmaction - INFO - Epoch [39][300/880] lr: 3.396e-04, eta: 0:30:31, time: 0.758, data_time: 0.003, memory: 6181, top1_acc: 0.6807, top5_acc: 0.8841, loss_cls: 1.2053, loss: 1.2053, grad_norm: 5.4209 2020-09-13 10:48:03,213 - mmaction - INFO - Epoch [39][320/880] lr: 3.303e-04, eta: 0:30:05, time: 0.723, data_time: 0.010, memory: 6181, top1_acc: 0.6768, top5_acc: 0.8742, loss_cls: 1.2569, loss: 1.2569, grad_norm: 5.4811 2020-09-13 10:48:17,910 - mmaction - INFO - Epoch [39][340/880] lr: 3.213e-04, eta: 0:29:40, time: 0.739, data_time: 0.008, memory: 6181, top1_acc: 0.6789, top5_acc: 0.8742, loss_cls: 1.2672, loss: 1.2672, grad_norm: 5.7329 2020-09-13 10:48:33,282 - mmaction - INFO - Epoch [39][360/880] lr: 3.123e-04, eta: 0:29:14, time: 0.763, data_time: 0.007, memory: 6181, top1_acc: 0.6784, top5_acc: 0.8773, loss_cls: 1.2687, loss: 1.2687, grad_norm: 5.6703 2020-09-13 10:48:48,058 - mmaction - INFO - Epoch [39][380/880] lr: 3.034e-04, eta: 0:28:49, time: 0.744, data_time: 0.010, memory: 6181, top1_acc: 0.6685, top5_acc: 0.8740, loss_cls: 1.2655, loss: 1.2655, grad_norm: 5.5409 2020-09-13 10:49:03,041 - mmaction - INFO - Epoch [39][400/880] lr: 2.947e-04, eta: 0:28:23, time: 0.741, data_time: 0.009, memory: 6181, top1_acc: 0.6714, top5_acc: 0.8781, loss_cls: 1.2709, loss: 1.2709, grad_norm: 5.6454 2020-09-13 10:49:17,937 - mmaction - INFO - Epoch [39][420/880] lr: 2.861e-04, eta: 0:27:58, time: 0.754, data_time: 0.013, memory: 6181, top1_acc: 0.6833, top5_acc: 0.8813, loss_cls: 1.2450, loss: 1.2450, grad_norm: 5.5104 2020-09-13 10:49:32,687 - mmaction - INFO - Epoch [39][440/880] lr: 2.777e-04, eta: 0:27:32, time: 0.733, data_time: 0.009, memory: 6181, top1_acc: 0.6831, top5_acc: 0.8758, loss_cls: 1.2505, loss: 1.2505, grad_norm: 5.5611 2020-09-13 10:49:47,415 - mmaction - INFO - Epoch [39][460/880] lr: 2.693e-04, eta: 0:27:07, time: 0.741, data_time: 0.009, memory: 6181, top1_acc: 0.6737, top5_acc: 0.8734, loss_cls: 1.2515, loss: 1.2515, grad_norm: 5.5292 2020-09-13 10:50:02,774 - mmaction - INFO - Epoch [39][480/880] lr: 2.611e-04, eta: 0:26:41, time: 0.770, data_time: 0.010, memory: 6181, top1_acc: 0.6724, top5_acc: 0.8737, loss_cls: 1.2646, loss: 1.2646, grad_norm: 5.5995 2020-09-13 10:50:18,064 - mmaction - INFO - Epoch [39][500/880] lr: 2.531e-04, eta: 0:26:16, time: 0.763, data_time: 0.003, memory: 6181, top1_acc: 0.6807, top5_acc: 0.8789, loss_cls: 1.2281, loss: 1.2281, grad_norm: 5.5468 2020-09-13 10:50:32,711 - mmaction - INFO - Epoch [39][520/880] lr: 2.451e-04, eta: 0:25:51, time: 0.728, data_time: 0.009, memory: 6181, top1_acc: 0.6737, top5_acc: 0.8719, loss_cls: 1.2576, loss: 1.2576, grad_norm: 5.6460 2020-09-13 10:50:47,748 - mmaction - INFO - Epoch [39][540/880] lr: 2.373e-04, eta: 0:25:25, time: 0.755, data_time: 0.008, memory: 6181, top1_acc: 0.6747, top5_acc: 0.8714, loss_cls: 1.2549, loss: 1.2549, grad_norm: 5.6600 2020-09-13 10:51:02,617 - mmaction - INFO - Epoch [39][560/880] lr: 2.296e-04, eta: 0:25:00, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.6883, top5_acc: 0.8797, loss_cls: 1.2364, loss: 1.2364, grad_norm: 5.4966 2020-09-13 10:51:17,442 - mmaction - INFO - Epoch [39][580/880] lr: 2.220e-04, eta: 0:24:35, time: 0.745, data_time: 0.008, memory: 6181, top1_acc: 0.6690, top5_acc: 0.8753, loss_cls: 1.2557, loss: 1.2557, grad_norm: 5.5933 2020-09-13 10:51:32,487 - mmaction - INFO - Epoch [39][600/880] lr: 2.145e-04, eta: 0:24:09, time: 0.746, data_time: 0.010, memory: 6181, top1_acc: 0.6703, top5_acc: 0.8693, loss_cls: 1.2945, loss: 1.2945, grad_norm: 5.7225 2020-09-13 10:51:47,050 - mmaction - INFO - Epoch [39][620/880] lr: 2.072e-04, eta: 0:23:44, time: 0.735, data_time: 0.011, memory: 6181, top1_acc: 0.6901, top5_acc: 0.8844, loss_cls: 1.2188, loss: 1.2188, grad_norm: 5.5465 2020-09-13 10:52:02,279 - mmaction - INFO - Epoch [39][640/880] lr: 2.000e-04, eta: 0:23:19, time: 0.756, data_time: 0.008, memory: 6181, top1_acc: 0.6815, top5_acc: 0.8737, loss_cls: 1.2512, loss: 1.2512, grad_norm: 5.5621 2020-09-13 10:52:17,052 - mmaction - INFO - Epoch [39][660/880] lr: 1.930e-04, eta: 0:22:53, time: 0.742, data_time: 0.010, memory: 6181, top1_acc: 0.6807, top5_acc: 0.8805, loss_cls: 1.2334, loss: 1.2334, grad_norm: 5.5488 2020-09-13 10:52:31,934 - mmaction - INFO - Epoch [39][680/880] lr: 1.860e-04, eta: 0:22:28, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.6891, top5_acc: 0.8878, loss_cls: 1.2148, loss: 1.2148, grad_norm: 5.5682 2020-09-13 10:52:46,905 - mmaction - INFO - Epoch [39][700/880] lr: 1.792e-04, eta: 0:22:03, time: 0.754, data_time: 0.010, memory: 6181, top1_acc: 0.6753, top5_acc: 0.8737, loss_cls: 1.2624, loss: 1.2624, grad_norm: 5.6013 2020-09-13 10:53:01,875 - mmaction - INFO - Epoch [39][720/880] lr: 1.725e-04, eta: 0:21:37, time: 0.749, data_time: 0.007, memory: 6181, top1_acc: 0.6747, top5_acc: 0.8755, loss_cls: 1.2617, loss: 1.2617, grad_norm: 5.5738 2020-09-13 10:53:16,961 - mmaction - INFO - Epoch [39][740/880] lr: 1.660e-04, eta: 0:21:12, time: 0.753, data_time: 0.003, memory: 6181, top1_acc: 0.6716, top5_acc: 0.8760, loss_cls: 1.2837, loss: 1.2837, grad_norm: 5.7053 2020-09-13 10:53:31,711 - mmaction - INFO - Epoch [39][760/880] lr: 1.595e-04, eta: 0:20:47, time: 0.738, data_time: 0.008, memory: 6181, top1_acc: 0.6721, top5_acc: 0.8839, loss_cls: 1.2484, loss: 1.2484, grad_norm: 5.6718 2020-09-13 10:53:46,283 - mmaction - INFO - Epoch [39][780/880] lr: 1.532e-04, eta: 0:20:22, time: 0.727, data_time: 0.004, memory: 6181, top1_acc: 0.6651, top5_acc: 0.8690, loss_cls: 1.3005, loss: 1.3005, grad_norm: 5.6001 2020-09-13 10:54:01,614 - mmaction - INFO - Epoch [39][800/880] lr: 1.470e-04, eta: 0:19:56, time: 0.762, data_time: 0.009, memory: 6181, top1_acc: 0.6784, top5_acc: 0.8745, loss_cls: 1.2359, loss: 1.2359, grad_norm: 5.4879 2020-09-13 10:54:16,432 - mmaction - INFO - Epoch [39][820/880] lr: 1.410e-04, eta: 0:19:31, time: 0.746, data_time: 0.011, memory: 6181, top1_acc: 0.6560, top5_acc: 0.8638, loss_cls: 1.3192, loss: 1.3192, grad_norm: 5.6936 2020-09-13 10:54:31,384 - mmaction - INFO - Epoch [39][840/880] lr: 1.351e-04, eta: 0:19:06, time: 0.743, data_time: 0.009, memory: 6181, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.2535, loss: 1.2535, grad_norm: 5.5527 2020-09-13 10:54:46,283 - mmaction - INFO - Epoch [39][860/880] lr: 1.293e-04, eta: 0:18:41, time: 0.747, data_time: 0.010, memory: 6181, top1_acc: 0.6786, top5_acc: 0.8768, loss_cls: 1.2603, loss: 1.2603, grad_norm: 5.6314 2020-09-13 10:54:59,845 - mmaction - INFO - Epoch [39][880/880] lr: 1.236e-04, eta: 0:18:16, time: 0.682, data_time: 0.012, memory: 6181, top1_acc: 0.6857, top5_acc: 0.8818, loss_cls: 1.2132, loss: 1.2132, grad_norm: 5.6119 2020-09-13 10:55:07,669 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-09-13 11:02:24,812 - mmaction - INFO - Epoch [40][20/880] lr: 1.180e-04, eta: 0:18:01, time: 21.725, data_time: 20.907, memory: 6181, top1_acc: 0.6794, top5_acc: 0.8732, loss_cls: 1.2512, loss: 1.2512, grad_norm: 5.5456 2020-09-13 11:02:39,416 - mmaction - INFO - Epoch [40][40/880] lr: 1.126e-04, eta: 0:17:36, time: 0.739, data_time: 0.021, memory: 6181, top1_acc: 0.6810, top5_acc: 0.8818, loss_cls: 1.2349, loss: 1.2349, grad_norm: 5.4434 2020-09-13 11:02:54,011 - mmaction - INFO - Epoch [40][60/880] lr: 1.073e-04, eta: 0:17:10, time: 0.727, data_time: 0.003, memory: 6181, top1_acc: 0.6669, top5_acc: 0.8625, loss_cls: 1.2892, loss: 1.2892, grad_norm: 5.5959 2020-09-13 11:03:09,785 - mmaction - INFO - Epoch [40][80/880] lr: 1.022e-04, eta: 0:16:45, time: 0.786, data_time: 0.010, memory: 6181, top1_acc: 0.6818, top5_acc: 0.8747, loss_cls: 1.2493, loss: 1.2493, grad_norm: 5.5228 2020-09-13 11:03:24,074 - mmaction - INFO - Epoch [40][100/880] lr: 9.713e-05, eta: 0:16:19, time: 0.718, data_time: 0.009, memory: 6181, top1_acc: 0.6859, top5_acc: 0.8878, loss_cls: 1.1976, loss: 1.1976, grad_norm: 5.4968 2020-09-13 11:03:39,232 - mmaction - INFO - Epoch [40][120/880] lr: 9.222e-05, eta: 0:15:54, time: 0.753, data_time: 0.010, memory: 6181, top1_acc: 0.6763, top5_acc: 0.8727, loss_cls: 1.2615, loss: 1.2615, grad_norm: 5.6045 2020-09-13 11:03:53,987 - mmaction - INFO - Epoch [40][140/880] lr: 8.744e-05, eta: 0:15:29, time: 0.743, data_time: 0.011, memory: 6181, top1_acc: 0.6747, top5_acc: 0.8750, loss_cls: 1.2451, loss: 1.2451, grad_norm: 5.6456 2020-09-13 11:04:08,736 - mmaction - INFO - Epoch [40][160/880] lr: 8.279e-05, eta: 0:15:03, time: 0.732, data_time: 0.009, memory: 6181, top1_acc: 0.6607, top5_acc: 0.8630, loss_cls: 1.2881, loss: 1.2881, grad_norm: 5.6482 2020-09-13 11:04:23,587 - mmaction - INFO - Epoch [40][180/880] lr: 7.826e-05, eta: 0:14:38, time: 0.747, data_time: 0.009, memory: 6181, top1_acc: 0.6727, top5_acc: 0.8672, loss_cls: 1.2945, loss: 1.2945, grad_norm: 5.6316 2020-09-13 11:04:38,469 - mmaction - INFO - Epoch [40][200/880] lr: 7.386e-05, eta: 0:14:13, time: 0.740, data_time: 0.009, memory: 6181, top1_acc: 0.6664, top5_acc: 0.8646, loss_cls: 1.3016, loss: 1.3016, grad_norm: 5.5963 2020-09-13 11:04:53,660 - mmaction - INFO - Epoch [40][220/880] lr: 6.959e-05, eta: 0:13:48, time: 0.764, data_time: 0.010, memory: 6181, top1_acc: 0.6883, top5_acc: 0.8862, loss_cls: 1.1972, loss: 1.1972, grad_norm: 5.4989 2020-09-13 11:05:08,378 - mmaction - INFO - Epoch [40][240/880] lr: 6.544e-05, eta: 0:13:22, time: 0.737, data_time: 0.007, memory: 6181, top1_acc: 0.6714, top5_acc: 0.8802, loss_cls: 1.2585, loss: 1.2585, grad_norm: 5.5111 2020-09-13 11:05:23,299 - mmaction - INFO - Epoch [40][260/880] lr: 6.142e-05, eta: 0:12:57, time: 0.744, data_time: 0.002, memory: 6181, top1_acc: 0.6875, top5_acc: 0.8836, loss_cls: 1.2028, loss: 1.2028, grad_norm: 5.4447 2020-09-13 11:05:39,163 - mmaction - INFO - Epoch [40][280/880] lr: 5.753e-05, eta: 0:12:32, time: 0.795, data_time: 0.008, memory: 6181, top1_acc: 0.6727, top5_acc: 0.8721, loss_cls: 1.2713, loss: 1.2713, grad_norm: 5.5542 2020-09-13 11:05:53,883 - mmaction - INFO - Epoch [40][300/880] lr: 5.376e-05, eta: 0:12:06, time: 0.733, data_time: 0.003, memory: 6181, top1_acc: 0.6628, top5_acc: 0.8792, loss_cls: 1.2654, loss: 1.2654, grad_norm: 5.6817 2020-09-13 11:06:08,706 - mmaction - INFO - Epoch [40][320/880] lr: 5.013e-05, eta: 0:11:41, time: 0.743, data_time: 0.010, memory: 6181, top1_acc: 0.6839, top5_acc: 0.8854, loss_cls: 1.2290, loss: 1.2290, grad_norm: 5.6792 2020-09-13 11:06:23,391 - mmaction - INFO - Epoch [40][340/880] lr: 4.662e-05, eta: 0:11:16, time: 0.734, data_time: 0.004, memory: 6181, top1_acc: 0.6698, top5_acc: 0.8695, loss_cls: 1.2973, loss: 1.2973, grad_norm: 5.5922 2020-09-13 11:06:38,732 - mmaction - INFO - Epoch [40][360/880] lr: 4.324e-05, eta: 0:10:51, time: 0.767, data_time: 0.007, memory: 6181, top1_acc: 0.6799, top5_acc: 0.8766, loss_cls: 1.2365, loss: 1.2365, grad_norm: 5.5373 2020-09-13 11:06:53,516 - mmaction - INFO - Epoch [40][380/880] lr: 3.998e-05, eta: 0:10:26, time: 0.737, data_time: 0.005, memory: 6181, top1_acc: 0.6763, top5_acc: 0.8719, loss_cls: 1.2756, loss: 1.2756, grad_norm: 5.5373 2020-09-13 11:07:08,323 - mmaction - INFO - Epoch [40][400/880] lr: 3.685e-05, eta: 0:10:00, time: 0.740, data_time: 0.011, memory: 6181, top1_acc: 0.6724, top5_acc: 0.8753, loss_cls: 1.2542, loss: 1.2542, grad_norm: 5.5129 2020-09-13 11:07:23,439 - mmaction - INFO - Epoch [40][420/880] lr: 3.385e-05, eta: 0:09:35, time: 0.753, data_time: 0.007, memory: 6181, top1_acc: 0.6721, top5_acc: 0.8849, loss_cls: 1.2360, loss: 1.2360, grad_norm: 5.6068 2020-09-13 11:07:38,250 - mmaction - INFO - Epoch [40][440/880] lr: 3.098e-05, eta: 0:09:10, time: 0.740, data_time: 0.013, memory: 6181, top1_acc: 0.6794, top5_acc: 0.8740, loss_cls: 1.2434, loss: 1.2434, grad_norm: 5.6724 2020-09-13 11:07:53,568 - mmaction - INFO - Epoch [40][460/880] lr: 2.823e-05, eta: 0:08:45, time: 0.772, data_time: 0.010, memory: 6181, top1_acc: 0.6779, top5_acc: 0.8734, loss_cls: 1.2632, loss: 1.2632, grad_norm: 5.7079 2020-09-13 11:08:08,053 - mmaction - INFO - Epoch [40][480/880] lr: 2.561e-05, eta: 0:08:20, time: 0.724, data_time: 0.008, memory: 6181, top1_acc: 0.6839, top5_acc: 0.8753, loss_cls: 1.2254, loss: 1.2254, grad_norm: 5.4289 2020-09-13 11:08:22,901 - mmaction - INFO - Epoch [40][500/880] lr: 2.312e-05, eta: 0:07:55, time: 0.742, data_time: 0.004, memory: 6181, top1_acc: 0.6794, top5_acc: 0.8740, loss_cls: 1.2614, loss: 1.2614, grad_norm: 5.5698 2020-09-13 11:08:37,813 - mmaction - INFO - Epoch [40][520/880] lr: 2.076e-05, eta: 0:07:30, time: 0.742, data_time: 0.009, memory: 6181, top1_acc: 0.6859, top5_acc: 0.8841, loss_cls: 1.2073, loss: 1.2073, grad_norm: 5.4965 2020-09-13 11:08:52,520 - mmaction - INFO - Epoch [40][540/880] lr: 1.852e-05, eta: 0:07:04, time: 0.738, data_time: 0.010, memory: 6181, top1_acc: 0.6844, top5_acc: 0.8799, loss_cls: 1.2301, loss: 1.2301, grad_norm: 5.5196 2020-09-13 11:09:08,207 - mmaction - INFO - Epoch [40][560/880] lr: 1.641e-05, eta: 0:06:39, time: 0.781, data_time: 0.009, memory: 6181, top1_acc: 0.6711, top5_acc: 0.8701, loss_cls: 1.2752, loss: 1.2752, grad_norm: 5.5787 2020-09-13 11:09:22,606 - mmaction - INFO - Epoch [40][580/880] lr: 1.443e-05, eta: 0:06:14, time: 0.722, data_time: 0.009, memory: 6181, top1_acc: 0.6604, top5_acc: 0.8708, loss_cls: 1.2980, loss: 1.2980, grad_norm: 5.6010 2020-09-13 11:09:37,651 - mmaction - INFO - Epoch [40][600/880] lr: 1.258e-05, eta: 0:05:49, time: 0.754, data_time: 0.011, memory: 6181, top1_acc: 0.6870, top5_acc: 0.8828, loss_cls: 1.2163, loss: 1.2163, grad_norm: 5.4816 2020-09-13 11:09:52,175 - mmaction - INFO - Epoch [40][620/880] lr: 1.085e-05, eta: 0:05:24, time: 0.727, data_time: 0.004, memory: 6181, top1_acc: 0.6854, top5_acc: 0.8750, loss_cls: 1.2389, loss: 1.2389, grad_norm: 5.4769 2020-09-13 11:10:07,873 - mmaction - INFO - Epoch [40][640/880] lr: 9.253e-06, eta: 0:04:59, time: 0.782, data_time: 0.008, memory: 6181, top1_acc: 0.6729, top5_acc: 0.8732, loss_cls: 1.2671, loss: 1.2671, grad_norm: 5.6438 2020-09-13 11:10:22,531 - mmaction - INFO - Epoch [40][660/880] lr: 7.781e-06, eta: 0:04:34, time: 0.735, data_time: 0.005, memory: 6181, top1_acc: 0.6945, top5_acc: 0.8802, loss_cls: 1.2159, loss: 1.2159, grad_norm: 5.5154 2020-09-13 11:10:37,524 - mmaction - INFO - Epoch [40][680/880] lr: 6.436e-06, eta: 0:04:09, time: 0.744, data_time: 0.009, memory: 6181, top1_acc: 0.6768, top5_acc: 0.8792, loss_cls: 1.2624, loss: 1.2624, grad_norm: 5.6729 2020-09-13 11:10:52,618 - mmaction - INFO - Epoch [40][700/880] lr: 5.219e-06, eta: 0:03:44, time: 0.760, data_time: 0.010, memory: 6181, top1_acc: 0.6711, top5_acc: 0.8682, loss_cls: 1.2818, loss: 1.2818, grad_norm: 5.6203 2020-09-13 11:11:07,680 - mmaction - INFO - Epoch [40][720/880] lr: 4.129e-06, eta: 0:03:19, time: 0.752, data_time: 0.010, memory: 6181, top1_acc: 0.6812, top5_acc: 0.8786, loss_cls: 1.2338, loss: 1.2338, grad_norm: 5.6028 2020-09-13 11:11:22,070 - mmaction - INFO - Epoch [40][740/880] lr: 3.167e-06, eta: 0:02:54, time: 0.718, data_time: 0.006, memory: 6181, top1_acc: 0.6844, top5_acc: 0.8820, loss_cls: 1.1986, loss: 1.1986, grad_norm: 5.5707 2020-09-13 11:11:37,362 - mmaction - INFO - Epoch [40][760/880] lr: 2.332e-06, eta: 0:02:29, time: 0.764, data_time: 0.011, memory: 6181, top1_acc: 0.6823, top5_acc: 0.8734, loss_cls: 1.2627, loss: 1.2627, grad_norm: 5.6299 2020-09-13 11:11:52,131 - mmaction - INFO - Epoch [40][780/880] lr: 1.625e-06, eta: 0:02:04, time: 0.740, data_time: 0.010, memory: 6181, top1_acc: 0.6849, top5_acc: 0.8826, loss_cls: 1.2261, loss: 1.2261, grad_norm: 5.4730 2020-09-13 11:12:08,751 - mmaction - INFO - Epoch [40][800/880] lr: 1.045e-06, eta: 0:01:39, time: 0.830, data_time: 0.012, memory: 6181, top1_acc: 0.6857, top5_acc: 0.8846, loss_cls: 1.2003, loss: 1.2003, grad_norm: 5.5747 2020-09-13 11:12:22,975 - mmaction - INFO - Epoch [40][820/880] lr: 5.928e-07, eta: 0:01:14, time: 0.716, data_time: 0.008, memory: 6181, top1_acc: 0.6755, top5_acc: 0.8693, loss_cls: 1.2671, loss: 1.2671, grad_norm: 5.5634 2020-09-13 11:12:38,111 - mmaction - INFO - Epoch [40][840/880] lr: 2.678e-07, eta: 0:00:49, time: 0.756, data_time: 0.009, memory: 6181, top1_acc: 0.6854, top5_acc: 0.8732, loss_cls: 1.2417, loss: 1.2417, grad_norm: 5.6158 2020-09-13 11:12:53,352 - mmaction - INFO - Epoch [40][860/880] lr: 7.026e-08, eta: 0:00:24, time: 0.760, data_time: 0.005, memory: 6181, top1_acc: 0.6794, top5_acc: 0.8799, loss_cls: 1.2326, loss: 1.2326, grad_norm: 5.5624 2020-09-13 11:13:06,407 - mmaction - INFO - Epoch [40][880/880] lr: 1.593e-10, eta: 0:00:00, time: 0.656, data_time: 0.006, memory: 6181, top1_acc: 0.6815, top5_acc: 0.8753, loss_cls: 1.2510, loss: 1.2510, grad_norm: 5.6485 2020-09-13 11:13:14,752 - mmaction - INFO - Saving checkpoint at 40 epochs